ultralytics · GitHub Topics

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<div class="HeaderMenu-wrapper d-flex flex-column flex-self-start flex-lg-row flex-auto rounded rounded-lg-0"> <nav class="HeaderMenu-nav" aria-label="Global"> <ul class="d-lg-flex list-style-none"> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Product <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"github_copilot","context":"product","tag":"link","label":"github_copilot_link_product_navbar"}" href="https://github.com/features/copilot"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-copilot color-fg-subtle mr-3"> <path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 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class="octicon octicon-shield-check color-fg-subtle mr-3"> <path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path> </svg> <div> <div class="color-fg-default h4">Security</div> Find and fix vulnerabilities </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"actions","context":"product","tag":"link","label":"actions_link_product_navbar"}" href="https://github.com/features/actions"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-workflow color-fg-subtle mr-3"> <path d="M1 3a2 2 0 0 1 2-2h6.5a2 2 0 0 1 2 2v6.5a2 2 0 0 1-2 2H7v4.063C7 16.355 7.644 17 8.438 17H12.5v-2.5a2 2 0 0 1 2-2H21a2 2 0 0 1 2 2V21a2 2 0 0 1-2 2h-6.5a2 2 0 0 1-2-2v-2.5H8.437A2.939 2.939 0 0 1 5.5 15.562V11.5H3a2 2 0 0 1-2-2Zm2-.5a.5.5 0 0 0-.5.5v6.5a.5.5 0 0 0 .5.5h6.5a.5.5 0 0 0 .5-.5V3a.5.5 0 0 0-.5-.5ZM14.5 14a.5.5 0 0 0-.5.5V21a.5.5 0 0 0 .5.5H21a.5.5 0 0 0 .5-.5v-6.5a.5.5 0 0 0-.5-.5Z"></path> </svg> <div> <div class="color-fg-default h4">Actions</div> Automate any workflow </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center 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1.5h-.5a.75.75 0 0 1-.75-.75Z"></path> </svg> <div> <div class="color-fg-default h4">Codespaces</div> Instant dev environments </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"issues","context":"product","tag":"link","label":"issues_link_product_navbar"}" href="https://github.com/features/issues"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-issue-opened color-fg-subtle mr-3"> <path d="M12 1c6.075 0 11 4.925 11 11s-4.925 11-11 11S1 18.075 1 12 5.925 1 12 1ZM2.5 12a9.5 9.5 0 0 0 9.5 9.5 9.5 9.5 0 0 0 9.5-9.5A9.5 9.5 0 0 0 12 2.5 9.5 9.5 0 0 0 2.5 12Zm9.5 2a2 2 0 1 1-.001-3.999A2 2 0 0 1 12 14Z"></path> </svg> <div> <div class="color-fg-default h4">Issues</div> Plan and track work </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"code_review","context":"product","tag":"link","label":"code_review_link_product_navbar"}" href="https://github.com/features/code-review"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-code-review color-fg-subtle mr-3"> <path d="M10.3 6.74a.75.75 0 0 1-.04 1.06l-2.908 2.7 2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M1.5 4.25c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v12.5a1.75 1.75 0 0 1-1.75 1.75h-9.69l-3.573 3.573A1.458 1.458 0 0 1 5 21.043V18.5H3.25a1.75 1.75 0 0 1-1.75-1.75ZM3.25 4a.25.25 0 0 0-.25.25v12.5c0 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width="24" data-view-component="true" class="octicon octicon-code-square color-fg-subtle mr-3"> <path d="M10.3 8.24a.75.75 0 0 1-.04 1.06L7.352 12l2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M2 3.75C2 2.784 2.784 2 3.75 2h16.5c.966 0 1.75.784 1.75 1.75v16.5A1.75 1.75 0 0 1 20.25 22H3.75A1.75 1.75 0 0 1 2 20.25Zm1.75-.25a.25.25 0 0 0-.25.25v16.5c0 .138.112.25.25.25h16.5a.25.25 0 0 0 .25-.25V3.75a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Search</div> Find more, search less </div> </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="product-explore-heading">Explore</span> <ul class="list-style-none f5" 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0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"github_skills","context":"product","tag":"link","label":"github_skills_link_product_navbar"}" href="https://skills.github.com"> GitHub Skills <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"blog","context":"product","tag":"link","label":"blog_link_product_navbar"}" href="https://github.blog"> Blog <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Solutions <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded 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data-analytics-event="{"location":"navbar","action":"small_and_medium_teams","context":"solutions","tag":"link","label":"small_and_medium_teams_link_solutions_navbar"}" href="https://github.com/team"> Small and medium teams </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"startups","context":"solutions","tag":"link","label":"startups_link_solutions_navbar"}" href="https://github.com/enterprise/startups"> Startups </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"nonprofits","context":"solutions","tag":"link","label":"nonprofits_link_solutions_navbar"}" href="/solutions/industry/nonprofits"> Nonprofits </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-use-case-heading">By use case</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-use-case-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devsecops","context":"solutions","tag":"link","label":"devsecops_link_solutions_navbar"}" href="/solutions/use-case/devsecops"> DevSecOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devops","context":"solutions","tag":"link","label":"devops_link_solutions_navbar"}" href="/solutions/use-case/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ci_cd","context":"solutions","tag":"link","label":"ci_cd_link_solutions_navbar"}" href="/solutions/use-case/ci-cd"> 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<button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Resources <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-topics-heading">Topics</span> <ul 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position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"software_development","context":"resources","tag":"link","label":"software_development_link_resources_navbar"}" href="/resources/articles/software-development"> Software Development </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all","context":"resources","tag":"link","label":"view_all_link_resources_navbar"}" href="/resources/articles"> View all </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-explore-heading">Explore</span> <ul class="list-style-none f5" aria-labelledby="resources-explore-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"learning_pathways","context":"resources","tag":"link","label":"learning_pathways_link_resources_navbar"}" href="https://resources.github.com/learn/pathways"> Learning Pathways <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"events_amp_webinars","context":"resources","tag":"link","label":"events_amp_webinars_link_resources_navbar"}" href="https://resources.github.com"> Events & Webinars <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ebooks_amp_whitepapers","context":"resources","tag":"link","label":"ebooks_amp_whitepapers_link_resources_navbar"}" href="https://github.com/resources/whitepapers"> Ebooks & Whitepapers </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"customer_stories","context":"resources","tag":"link","label":"customer_stories_link_resources_navbar"}" href="https://github.com/customer-stories"> Customer Stories </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"partners","context":"resources","tag":"link","label":"partners_link_resources_navbar"}" href="https://partner.github.com"> Partners <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"executive_insights","context":"resources","tag":"link","label":"executive_insights_link_resources_navbar"}" href="https://github.com/solutions/executive-insights"> Executive Insights </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Open Source <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"github_sponsors","context":"open_source","tag":"link","label":"github_sponsors_link_open_source_navbar"}" href="/sponsors"> <div> <div class="color-fg-default h4">GitHub Sponsors</div> Fund open source developers </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"the_readme_project","context":"open_source","tag":"link","label":"the_readme_project_link_open_source_navbar"}" href="https://github.com/readme"> <div> <div class="color-fg-default h4">The ReadME Project</div> GitHub community articles </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="open-source-repositories-heading">Repositories</span> <ul class="list-style-none f5" aria-labelledby="open-source-repositories-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"topics","context":"open_source","tag":"link","label":"topics_link_open_source_navbar"}" href="https://github.com/topics"> Topics </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"trending","context":"open_source","tag":"link","label":"trending_link_open_source_navbar"}" href="https://github.com/trending"> Trending </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"collections","context":"open_source","tag":"link","label":"collections_link_open_source_navbar"}" href="https://github.com/collections"> Collections </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Enterprise <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"enterprise_platform","context":"enterprise","tag":"link","label":"enterprise_platform_link_enterprise_navbar"}" href="/enterprise"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-stack color-fg-subtle mr-3"> <path d="M11.063 1.456a1.749 1.749 0 0 1 1.874 0l8.383 5.316a1.751 1.751 0 0 1 0 2.956l-8.383 5.316a1.749 1.749 0 0 1-1.874 0L2.68 9.728a1.751 1.751 0 0 1 0-2.956Zm1.071 1.267a.25.25 0 0 0-.268 0L3.483 8.039a.25.25 0 0 0 0 .422l8.383 5.316a.25.25 0 0 0 .268 0l8.383-5.316a.25.25 0 0 0 0-.422Z"></path><path d="M1.867 12.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path><path d="M1.867 16.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path> </svg> <div> <div class="color-fg-default h4">Enterprise platform</div> AI-powered developer platform </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="enterprise-available-add-ons-heading">Available add-ons</span> <ul class="list-style-none f5" aria-labelledby="enterprise-available-add-ons-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex 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class="color-fg-default h4">Advanced Security</div> Enterprise-grade security features </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"copilot_for_business","context":"enterprise","tag":"link","label":"copilot_for_business_link_enterprise_navbar"}" href="/features/copilot/copilot-business"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-copilot color-fg-subtle mr-3"> <path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 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data-view-component="true" class="octicon octicon-alert-fill"> <path d="M4.855.708c.5-.896 1.79-.896 2.29 0l4.675 8.351a1.312 1.312 0 0 1-1.146 1.954H1.33A1.313 1.313 0 0 1 .183 9.058ZM7 7V3H5v4Zm-1 3a1 1 0 1 0 0-2 1 1 0 0 0 0 2Z"></path> </svg> </span> <span></span> </div> </div> <div data-target="query-builder.screenReaderFeedback" aria-live="polite" aria-atomic="true" class="sr-only"></div> </query-builder></form> <div class="d-flex flex-row color-fg-muted px-3 text-small color-bg-default search-feedback-prompt"> <a target="_blank" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax" data-view-component="true" class="Link color-fg-accent text-normal ml-2">Search syntax tips</a> <div class="d-flex flex-1"></div> </div> </div> </div> </div> </modal-dialog></div> </div> <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div> <div 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3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg></button> </div> </div> </div> <scrollable-region data-labelled-by="feedback-dialog-title"> <div data-view-component="true" class="Overlay-body"> </option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="8qatNPW2JP79h2rqt8ER24x2m/Nkf0cESTu3vow3ZKtp/Lili0iPRTc5ADKXN0QqbjroFW0kVeGocMZwM6DBUg==" /> <p>We read every piece of feedback, and take your input very seriously.</p> <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" 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<auto-check src="/search/custom_scopes/check_name" required only-validate-on-blur="false"> <input type="text" name="custom_scope_name" id="custom_scope_name" data-target="custom-scopes.customScopesNameField" class="form-control" autocomplete="off" placeholder="github-ruby" required maxlength="50"> <input type="hidden" data-csrf="true" value="wJOBWmpxYXvOkeMgLiIdqkphWI9SC8CNCFrcIicZSGkr1KHjbI/y5uMrWfX+9lZOmLcDt8KuRw9P41fvpqkVSg==" /> </auto-check> </div> <div class="form-group"> <label for="custom_scope_query">Query</label> <input type="text" name="custom_scope_query" id="custom_scope_query" data-target="custom-scopes.customScopesQueryField" class="form-control" autocomplete="off" placeholder="(repo:mona/a OR repo:mona/b) AND lang:python" required maxlength="500"> </div> <p class="text-small color-fg-muted"> To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>. </p> </form> </div> <div data-target="custom-scopes.manageCustomScopesForm"> <div data-target="custom-scopes.list"></div> </div> </div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided"> <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn"> Create saved search </button> </div> </dialog></dialog-helper> </custom-scopes> </div> </qbsearch-input> <div class="position-relative HeaderMenu-link-wrap d-lg-inline-block"> <a href="/login?return_to=https%3A%2F%2Fgithub.com%2Ftopics%2Fultralytics" class="HeaderMenu-link HeaderMenu-link--sign-in HeaderMenu-button flex-shrink-0 no-underline d-none d-lg-inline-flex border border-lg-0 rounded rounded-lg-0 px-2 py-1" style="margin-left: 12px;" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="7cc7c46f975d3998c3187f88867a1ca16ca914367f55bf5ae14e5479a457d915" data-analytics-event="{"category":"Marketing nav","action":"click to go to homepage","label":"ref_page:Marketing;ref_cta:Sign in;ref_loc:Header"}" > Sign in </a> </div> <a href="/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2Ftopics%2Fultralytics&source=header" class="HeaderMenu-link HeaderMenu-link--sign-up HeaderMenu-button flex-shrink-0 d-flex d-lg-inline-flex no-underline border color-border-default rounded px-2 py-1" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="7cc7c46f975d3998c3187f88867a1ca16ca914367f55bf5ae14e5479a457d915" data-analytics-event="{"category":"Sign up","action":"click to sign up for account","label":"ref_page:/topics/ultralytics;ref_cta:Sign up;ref_loc:header logged out"}" > Sign up </a> <button type="button" class="sr-only js-header-menu-focus-trap d-block d-lg-none">Reseting focus</button> </div> </div> </div> </div> </header> <div hidden="hidden" data-view-component="true" class="js-stale-session-flash stale-session-flash flash flash-warn flash-full"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> <span class="js-stale-session-flash-signed-in" hidden>You signed in with another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <span class="js-stale-session-flash-signed-out" hidden>You signed out in another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <span class="js-stale-session-flash-switched" hidden>You switched accounts on another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <button id="icon-button-a6515aa3-d986-42b5-9ced-c13c10d84010" aria-labelledby="tooltip-71a71d8b-363c-4c45-8985-4e34d79bfb3d" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium flash-close js-flash-close"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x Button-visual"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button><tool-tip id="tooltip-71a71d8b-363c-4c45-8985-4e34d79bfb3d" for="icon-button-a6515aa3-d986-42b5-9ced-c13c10d84010" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Dismiss alert</tool-tip> </div> </div> <div id="start-of-content" class="show-on-focus"></div> <div id="js-flash-container" class="flash-container" data-turbo-replace> <template class="js-flash-template"> <div class="flash flash-full {{ className }}"> <div > <button autofocus class="flash-close js-flash-close" type="button" aria-label="Dismiss this message"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div aria-atomic="true" role="alert" class="js-flash-alert"> <div>{{ message }}</div> </div> </div> </div> </template> </div> <div class="application-main " data-commit-hovercards-enabled data-discussion-hovercards-enabled data-issue-and-pr-hovercards-enabled data-project-hovercards-enabled > <main> <div class="site-subnav color-bg-default site-subnav-sticky js-sticky" > <nav class="container-lg mx-auto p-responsive" role="navigation" aria-label="Explore navigation"> <div class="d-flex flex-wrap flex-items-center flex-justify-center flex-md-justify-start text-center text-md-left"> <a class="js-selected-navigation-item d-inline-block subnav-primary f5 py-0 py-md-3 mt-2 mt-md-0 mr-0 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"EXPLORE","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="2254b1635039405eb6aea36d713afde7ae51ebc1499268d59c1be6fdd013b641" data-selected-links="/explore /explore/email /explore" href="/explore">Explore</a> <a class="js-selected-navigation-item selected d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"TOPICS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b25a070423b6b71ec4b72d850164ac103cf2bf31b7f924f3dda8cd98f3be3f11" aria-current="page" data-selected-links="topics_path /topics/ultralytics /topics" href="/topics">Topics</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"TRENDING","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="47c49e19adab40a2d600ee0bddabe6b0346d197b5b97602190c4467dd04cdbba" data-selected-links="/trending /trending/developers /trending/developers /trending /trending" href="/trending">Trending</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"COLLECTIONS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b179b33e01124f8dcd67188d4845835720f907b8fe1ef75e4d449c5b6a6d0eac" data-selected-links="collections_path /collections/ /collections" href="/collections">Collections</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"EVENTS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="ce20ce7567b4a2e96e09725b69392d22d8082238743435304d5668da2efe4c84" data-selected-links="events_path /events?id= /events" href="/events">Events</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"GITHUB_SPONSORS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="d4261fa25ea78a9007351f5999a495f1ed37fe31df107a2c899c90ace1012743" data-selected-links="sponsors_explore_index_path /sponsors/explore /sponsors/explore" href="/sponsors/explore">GitHub Sponsors</a> </div> </nav> </div> <div> <div class="container-lg p-responsive py-5"> <div class="gutter-md"> <div class="col-lg-9 col-md-8 d-flex flex-items-center mb-3 mb-sm-0"> <div class="d-flex flex-1"> <div class="border color-border-subtle color-bg-accent f4 color-fg-muted text-bold rounded flex-shrink-0 text-center mr-3" style="width: 48px; height: 48; line-height: 48px;" > # </div> <h1 class="h1"> ultralytics </h1> </div> <topic-feeds-toast-trigger data-topic-display-name="ultralytics" data-topic-name="ultralytics">   <div data-view-component="true" class="d-inline-block"> <a href="/login?return_to=%2Ftopic.ultralytics" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":null,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="2912bff75a18ff491e260ffa37f098cda923d37a42e8f22db94a6df594f5e166" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> </a></div> </topic-feeds-toast-trigger> </div> </div> </div> <div class="topic p-responsive container-lg"> <div class="d-md-flex gutter-md"> <div class="col-md-8 col-lg-9" data-hpc> <h2 class="h3 color-fg-muted"> Here are 441 public repositories matching this topic... </h2> <div class="d-sm-flex"> <details class="details-reset details-overlay mt-2 mr-3 select-menu"> <summary data-view-component="true" class="select-menu-button btn-sm btn"> <i>Language:</i> <span data-menu-button>All</span> </summary> <details-menu class="select-menu-modal position-absolute" style="z-index: 99;"> <div class="select-menu-header"> <span class="select-menu-title">Filter by language</span> </div> <div class="select-menu-list"> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/ultralytics" aria-checked="true"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> All <span>441</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/ultralytics?l=python" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Python <span>247</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/ultralytics?l=jupyter+notebook" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Jupyter Notebook <span>123</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/ultralytics?l=c%2B%2B" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> C++ <span>8</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/ultralytics?l=html" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> HTML <span>8</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/ultralytics?l=javascript" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> JavaScript <span>7</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/ultralytics?l=typescript" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> TypeScript <span>4</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/ultralytics?l=dockerfile" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Dockerfile <span>3</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/ultralytics?l=c" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> C <span>2</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/ultralytics?l=rust" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Rust <span>2</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/ultralytics?l=swift" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Swift <span>2</span> </span> </a> </div> </details-menu> </details> <details class="details-reset details-overlay select-menu mt-2"> <summary data-view-component="true" class="select-menu-button btn-sm btn"> <i>Sort:</i> <span data-menu-button >Most stars</span> </summary> <details-menu class="select-menu-modal position-absolute" style="z-index: 99;"> <div class="select-menu-header"> <span class="select-menu-title">Sort options</span> </div> <div class="select-menu-list"> <a class="select-menu-item" role="menuitemradio" aria-checked="true" href="/topics/ultralytics?o=desc&s=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Most stars </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/ultralytics?o=asc&s=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Fewest stars </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/ultralytics?o=desc&s=forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Most forks </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/ultralytics?o=asc&s=forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Fewest forks </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":731360,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="bc02e63d06855b452c7946c3dc6a603d718b2efe6ecf9d219ebadc50809ddfdc" title="Topic: yolov3" href="/topics/yolov3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov3</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1275144,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="8ef374c6a3b88ce6ce20ee4b52a6b76f64700057ab9af06e00532c8cd0642478" title="Topic: yolov5" href="/topics/yolov5" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov5</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1402006,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="476a36bb256c6e3328b0d4941c21868aa6aee8cac9bd363adcdd116caba43fa9" title="Topic: ultralytics" href="/topics/ultralytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ultralytics</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-28T01:47:15Z" class="no-wrap">Mar 28, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_IMAGE","actor_id":null,"record_id":535360445,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b06b1593998f0e42725262703bd263edda3c97acc282dd2dc9340e5ca4ab3c3c" data-turbo="false" style="max-height:275px" href="/ultralytics/ultralytics" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"><img loading="lazy" src="https://repository-images.githubusercontent.com/535360445/2a2c855b-932c-4625-a30d-3a0b475f1051" alt="ultralytics" class="d-block width-full" ></a> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":26833451,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="eb837ba7f0d2354f5ddad7a117854bd29f088cf0ab583600904615c27c261321" data-turbo="false" href="/ultralytics" data-view-component="true" class="Link">ultralytics</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":535360445,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="47a9e5fd4e62a1ee1920d5e48836bf69184f0815c502e28a69850eb147524ff4" data-turbo="false" href="/ultralytics/ultralytics" data-view-component="true" class="Link text-bold wb-break-word">ultralytics</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fultralytics%2Fultralytics" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":535360445,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/ultralytics","user_id":null}}" 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data-hydro-click-hmac="336b18bf8240e4d00bcfd957a0cdf316b55f8605337e514c5549ed371ff44af0" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="discussions-tab-535360445" href="/ultralytics/ultralytics/discussions" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_DISCUSSIONS","click_visual_representation":"DISCUSSIONS_TAB","actor_id":null,"record_id":535360445,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="592cdd652223b9ca382f02d2a377451a96719ed17969e3b30eb42822654bf254" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-comment-discussion color-fg-muted"> <path d="M1.75 1h8.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Ultralytics YOLO11 🚀</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="fb9017e74386e9251a4476bf8d0e68ef966618cac9d77981fdc983534e9b48db" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":326,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="7cf939b3aaae4f23707e1be6a73577faa5d861e54375b0b769df16532eebebec" title="Topic: cli" href="/topics/cli" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cli</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":744,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="08b7dc45411de3543dad37b6291a472a677d86ebf98c79df7dcf1a9dfee10637" title="Topic: tracking" href="/topics/tracking" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tracking</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="9fb82c9cea9de64e85ac4a405939f0544f6724be0dce9c1033a21e4ce4e7ef89" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9187,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="954f38a9808cdecec39de257d471b9019b3d2e2de20583c592bc0f326ffef8a2" title="Topic: computer-vision" href="/topics/computer-vision" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">computer-vision</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9290,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="33d456dee5d3a162a0544b365fe752ef0fa8dca35b9e99cd5cd8c53c6a813607" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21741,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="156abc031b574ca0759a849257b537137f02b7bf5d274d258134ff1f14e7fe77" title="Topic: hub" href="/topics/hub" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hub</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23301,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="df7d6f50f7771b515e81ed20c24a89565510eab143be7d2ba428f58938198836" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pytorch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45538,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="1adbb378fd5d4dc6aeeef0d099c3f0c999a6cf287fe4cad737c237c9a648b712" title="Topic: yolo" href="/topics/yolo" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolo</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":60892,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="50d84c9a970e407248abf9aa20b3dda7f91f6e87a36eff8790e000a887740ab4" title="Topic: image-classification" href="/topics/image-classification" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-classification</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":89117,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="01418c49c26091e778d36efef1f61e3eab71c80a685986383f335f8d2a3df7d9" title="Topic: object-detection" href="/topics/object-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">object-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":353527,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="f24755f48c6bda9673ddd6968ff94bb061033f29be3d164c2b5b6ad64175acba" title="Topic: pose-estimation" href="/topics/pose-estimation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pose-estimation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":439555,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="7bd572bd6f2457e95c853c47be1836c4019846e818bacc25dac0e7e7c68f2101" title="Topic: instance-segmentation" href="/topics/instance-segmentation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">instance-segmentation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1402006,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="476a36bb256c6e3328b0d4941c21868aa6aee8cac9bd363adcdd116caba43fa9" title="Topic: ultralytics" href="/topics/ultralytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ultralytics</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1747857,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="e956dd347f4945ec582906b12380e6009d164ef5e72f364f10f63242c9382743" title="Topic: rotated-object-detection" href="/topics/rotated-object-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rotated-object-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1801414,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b05279daba64d6ed922c7ddc767dd3aedb8456d52ce108b2cff2efb65717c7ff" title="Topic: yolov8" href="/topics/yolov8" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov8</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1955520,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="9e3b69f7ffa428405b7f8697333fb9bce8a4f15ed25b1da4e94a2e4cb9a17960" title="Topic: segment-anything" href="/topics/segment-anything" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">segment-anything</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2644840,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="acb8c6d686e2ced9911867f6b33b682264ee4a14daf61d025d0033c217b1f123" title="Topic: yolo-world" href="/topics/yolo-world" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolo-world</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2881969,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="e100e6d36cda494a57e8dcfd10b9d1b7f973126e42aa093bbac6f88c516ff0cf" title="Topic: yolov10" href="/topics/yolov10" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov10</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3064597,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b34f790b79f95308fff1444b5fff6c592b930ba16a3a15af35a07019210aa746" title="Topic: yolo11" href="/topics/yolo11" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolo11</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-27T21:52:54Z" class="no-wrap">Mar 27, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_IMAGE","actor_id":null,"record_id":146165888,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="6e333e42fa646f15e8f8514b0261ab14f929fbe1c25bf0cd490d3c54faf3e645" data-turbo="false" style="max-height:275px" href="/ultralytics/yolov3" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"><img loading="lazy" src="https://repository-images.githubusercontent.com/146165888/f3d5f7c7-c13d-4c35-b3e1-9f8e0945e9c4" alt="yolov3" class="d-block width-full" ></a> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":26833451,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="eb837ba7f0d2354f5ddad7a117854bd29f088cf0ab583600904615c27c261321" data-turbo="false" href="/ultralytics" data-view-component="true" class="Link">ultralytics</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":146165888,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="cc3c8de1b7396a9b5d0d94c90e966bec31458f1a1a08b24d515ad5ef97ba0d56" data-turbo="false" href="/ultralytics/yolov3" data-view-component="true" class="Link text-bold 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1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> <span id="repo-stars-counter-star" aria-label="10353 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="10,353" data-view-component="true" class="Counter js-social-count">10.4k</span> </a></div> </div> </div> </div> <nav aria-label="Repository menu" data-view-component="true" class="tabnav px-3 mb-0"> <ul data-view-component="true" class="tabnav-tabs"> <li data-view-component="true" class="d-inline-flex"> <a id="code-tab-146165888" aria-current="true" href="/ultralytics/yolov3" 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11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >YOLOv3 in PyTorch > ONNX > CoreML > TFLite</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="9fb82c9cea9de64e85ac4a405939f0544f6724be0dce9c1033a21e4ce4e7ef89" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9290,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="33d456dee5d3a162a0544b365fe752ef0fa8dca35b9e99cd5cd8c53c6a813607" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45538,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="1adbb378fd5d4dc6aeeef0d099c3f0c999a6cf287fe4cad737c237c9a648b712" title="Topic: yolo" href="/topics/yolo" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolo</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":89117,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="01418c49c26091e778d36efef1f61e3eab71c80a685986383f335f8d2a3df7d9" title="Topic: object-detection" href="/topics/object-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">object-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":731360,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="bc02e63d06855b452c7946c3dc6a603d718b2efe6ecf9d219ebadc50809ddfdc" title="Topic: yolov3" href="/topics/yolov3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov3</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1275144,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="8ef374c6a3b88ce6ce20ee4b52a6b76f64700057ab9af06e00532c8cd0642478" title="Topic: yolov5" href="/topics/yolov5" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov5</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1402006,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="476a36bb256c6e3328b0d4941c21868aa6aee8cac9bd363adcdd116caba43fa9" title="Topic: ultralytics" href="/topics/ultralytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ultralytics</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-23T20:20:19Z" class="no-wrap">Mar 23, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a 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0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >🚀🚀🚀 A collection of some awesome public YOLO object detection series projects and the related object detection datasets.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2298,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="90abdfe2c5bf496caffcb2553f2080bbe6b79ca92f38fed21230c90de1f186e1" title="Topic: gui" href="/topics/gui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gui</a> <a 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":89117,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="01418c49c26091e778d36efef1f61e3eab71c80a685986383f335f8d2a3df7d9" title="Topic: object-detection" href="/topics/object-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">object-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":119062,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="3fb790572ce78365852db83fa5f9e7d8f5c4f15ea1911cf1ce17ade2972dfa48" title="Topic: datasets" href="/topics/datasets" data-view-component="true" class="topic-tag topic-tag-link Link f6 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class="topic-tag topic-tag-link Link f6 mb-2">yolov5</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1402006,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="476a36bb256c6e3328b0d4941c21868aa6aee8cac9bd363adcdd116caba43fa9" title="Topic: ultralytics" href="/topics/ultralytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ultralytics</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1478880,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="6de9f0e42d72ee05103fda4e0e4bafeb25b00e465c3133ce6265ce6d29175e3d" title="Topic: rknn" href="/topics/rknn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rknn</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="86cfc5cc1f1cb68e32313028bfd2949016b5850345f89fbe2542f28cd1929318" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1801414,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b05279daba64d6ed922c7ddc767dd3aedb8456d52ce108b2cff2efb65717c7ff" title="Topic: yolov8" href="/topics/yolov8" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov8</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2594233,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="89d6c205f4ada13143349aea374a9d974634f28b820aefdfe7e8b05f4f0e9403" title="Topic: deepseek" href="/topics/deepseek" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deepseek</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3188148,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="af8948f924bb1b517caa1758c64e2d688e3b67db41988bce8e911257852c5169" title="Topic: yolov12" href="/topics/yolov12" data-view-component="true" class="topic-tag topic-tag-link Link f6 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AI-First Process Automation with Large ([Language (LLMs) / Action (LAMs) / Multimodal (LMMs)] / Visual Language (VLMs)) Models</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="fb9017e74386e9251a4476bf8d0e68ef966618cac9d77981fdc983534e9b48db" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21259,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" 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pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45538,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="1adbb378fd5d4dc6aeeef0d099c3f0c999a6cf287fe4cad737c237c9a648b712" title="Topic: yolo" href="/topics/yolo" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolo</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45597,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="cc1b45aa7019a6d844d1d21fa40a112c9958af68b065980a7e5f9d970d55f229" title="Topic: classification" href="/topics/classification" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">classification</a> 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class="topic-tag topic-tag-link Link f6 mb-2">tensorrt-plugins</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2656779,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="134275c53c4a57ac420249a5fe63331ec88417d572cea8a360bb4071c6197d9e" title="Topic: yolov9" href="/topics/yolov9" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov9</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2881969,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="e100e6d36cda494a57e8dcfd10b9d1b7f973126e42aa093bbac6f88c516ff0cf" title="Topic: yolov10" href="/topics/yolov10" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov10</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2991840,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="9143e69d283de98cd27b0b8c4c4aa312936525e2ff9aa2804f88a5dd19ca8523" title="Topic: tensorrt10" href="/topics/tensorrt10" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tensorrt10</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3064597,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b34f790b79f95308fff1444b5fff6c592b930ba16a3a15af35a07019210aa746" title="Topic: yolo11" href="/topics/yolo11" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolo11</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-12T02:47:58Z" class="no-wrap">Mar 12, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #f34b7d"></span> <span itemprop="programmingLanguage">C++</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":26833451,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="eb837ba7f0d2354f5ddad7a117854bd29f088cf0ab583600904615c27c261321" data-turbo="false" href="/ultralytics" data-view-component="true" class="Link">ultralytics</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":186122711,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="c55c5ae4d00792a8d2fe9874aa4e229b1b149833901a1cbec2deab826d876efe" data-turbo="false" href="/ultralytics/JSON2YOLO" data-view-component="true" class="Link text-bold wb-break-word">JSON2YOLO</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fultralytics%2FJSON2YOLO" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":186122711,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="9f2316be1858743680064bd4152eab40b55c53588b0dc29bd7c0ae5e30ab88a5" 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class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-186122711" href="/ultralytics/JSON2YOLO/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":186122711,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="5931fbd874fa1fa287850d6a11de6591ce9651946aa4541fc5c4eab95b3bf17f" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Convert JSON annotations into YOLO format.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2111,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="94309daf7c45109320871627093eae933b9e5890ac935ddfb84f6865e6f02ee2" title="Topic: json" href="/topics/json" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">json</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12780,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="900b8a32fca799169facc0e557ab72ae48fcd02ef5ce8cf3aa63fc99c3e0d5af" title="Topic: label" href="/topics/label" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">label</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":34948,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="6e010b655a50f42fb342db9edb00221afac52087f8f74f4675cd3fed97523246" title="Topic: dataset" href="/topics/dataset" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dataset</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45538,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="1adbb378fd5d4dc6aeeef0d099c3f0c999a6cf287fe4cad737c237c9a648b712" title="Topic: yolo" href="/topics/yolo" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolo</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":65422,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="9bf2f8f3936a3f48ef39c81984822635fc6b94c793db43312c80cadc02bf3c76" title="Topic: coco" href="/topics/coco" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">coco</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":219282,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="8ec79eef1a3f89f6df2a9094f9601f7d09ad058f1526f5cbe43201baf17bb07a" title="Topic: darknet" href="/topics/darknet" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">darknet</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":731360,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="bc02e63d06855b452c7946c3dc6a603d718b2efe6ecf9d219ebadc50809ddfdc" title="Topic: yolov3" href="/topics/yolov3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov3</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1042008,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="8553cd4f680065d53b312b0289c1f78e1fddb3f270312377992f1707313cb53e" title="Topic: labelbox" href="/topics/labelbox" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">labelbox</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1275144,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="8ef374c6a3b88ce6ce20ee4b52a6b76f64700057ab9af06e00532c8cd0642478" title="Topic: yolov5" href="/topics/yolov5" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov5</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1402006,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="476a36bb256c6e3328b0d4941c21868aa6aee8cac9bd363adcdd116caba43fa9" title="Topic: ultralytics" href="/topics/ultralytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ultralytics</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-28T01:40:30Z" class="no-wrap">Mar 28, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":560053647,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="ff2eea0d43bcf2096bbc640f5bb45ac01a7edb2f32fefa961bb6d6d0e782e192" data-turbo="false" href="/augmentedstartups/AS-One" data-view-component="true" class="Link text-bold wb-break-word">AS-One</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Faugmentedstartups%2FAS-One" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":560053647,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="3d985d58be208087473d37c33f979562792827e417d8192ba6463fee567ad8e1" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":588010,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="13d0dc3ce1065f4fb2dcadec20fd7c8e8ff72f91dbafba0bed8119a40fc98b99" title="Topic: onnx" href="/topics/onnx" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">onnx</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":590495,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="e34e82032d6d159f5de1dbdc9544db29d796ec16c357327d3b0e6d4a8a93cf81" title="Topic: fortnite" href="/topics/fortnite" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fortnite</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":890966,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="e72fbb1c9ccaa970ca34801a36aff412ca06deb68ac9c58f9f1c0ebe4051ac8b" title="Topic: cs2" href="/topics/cs2" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cs2</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1402006,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="476a36bb256c6e3328b0d4941c21868aa6aee8cac9bd363adcdd116caba43fa9" title="Topic: ultralytics" href="/topics/ultralytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ultralytics</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1704762,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="5479673256d0bf8ad8feb64181e4f4f77f0454f78674a9b3b34700357f0341a6" title="Topic: ai-aimbot" href="/topics/ai-aimbot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai-aimbot</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1801414,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b05279daba64d6ed922c7ddc767dd3aedb8456d52ce108b2cff2efb65717c7ff" title="Topic: yolov8" href="/topics/yolov8" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov8</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2881969,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="e100e6d36cda494a57e8dcfd10b9d1b7f973126e42aa093bbac6f88c516ff0cf" title="Topic: yolov10" href="/topics/yolov10" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov10</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3255678,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="d77f464cc79b24e003d668fdbb976665111b382830526aadf7ec6b9424836277" title="Topic: yolo12" href="/topics/yolo12" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolo12</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-02-28T21:58:07Z" class="no-wrap">Feb 28, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 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version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Ultralytics YOLOv8, YOLOv9, YOLOv10, YOLOv11, YOLOv12 for ROS 2</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":89117,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="01418c49c26091e778d36efef1f61e3eab71c80a685986383f335f8d2a3df7d9" title="Topic: object-detection" href="/topics/object-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">object-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":99731,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="273a4626368285bd3c3b2913ff52d4ef7e320a3ccf1f277f6b273058b779075d" title="Topic: human-pose-estimation" href="/topics/human-pose-estimation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">human-pose-estimation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":188872,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="22b2f5b859f58480c316e0d20a7c0f23f236efe71aa38c9cbd38ac9350b4ae4e" title="Topic: object-tracking" href="/topics/object-tracking" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">object-tracking</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":356786,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="41db4e94698c6ffb4728b2ca2088847a55ba54f90a3825202e62568d3c4baf17" title="Topic: obb" href="/topics/obb" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">obb</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":373203,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="9b3f535693bfed94c95aa4e3caab6aabc206dacf234c328b769fdc5555033052" title="Topic: ros2" href="/topics/ros2" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ros2</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":439555,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="7bd572bd6f2457e95c853c47be1836c4019846e818bacc25dac0e7e7c68f2101" title="Topic: instance-segmentation" href="/topics/instance-segmentation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">instance-segmentation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":528507,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="76fcd1bc28978cefd44bc4f76ee72fe4ef7de3d0fb2453d095b5ff7bcaeb37b5" title="Topic: oriented-bounding-box" href="/topics/oriented-bounding-box" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">oriented-bounding-box</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":755567,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="6c9cb3eaaba25487e29fee705807059ea62aaa48b318636660c7e1f6baf1afd2" title="Topic: 3d-object-detection" href="/topics/3d-object-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">3d-object-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1402006,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="476a36bb256c6e3328b0d4941c21868aa6aee8cac9bd363adcdd116caba43fa9" title="Topic: ultralytics" href="/topics/ultralytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ultralytics</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1801414,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b05279daba64d6ed922c7ddc767dd3aedb8456d52ce108b2cff2efb65717c7ff" title="Topic: yolov8" href="/topics/yolov8" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov8</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1883312,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="010e39dbcf9a1362d1dfc0bfc6e4cc9131b6aec6c57bd98e4a3d66be226db326" title="Topic: 3d-human-pose-estimation" href="/topics/3d-human-pose-estimation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">3d-human-pose-estimation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2656779,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="134275c53c4a57ac420249a5fe63331ec88417d572cea8a360bb4071c6197d9e" title="Topic: yolov9" href="/topics/yolov9" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov9</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2881969,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="e100e6d36cda494a57e8dcfd10b9d1b7f973126e42aa093bbac6f88c516ff0cf" title="Topic: yolov10" href="/topics/yolov10" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov10</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3064602,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="05d9413855de7dd75135caa008ec5601fc047d59f383f787410afa3e62aa0ccd" title="Topic: yolov11" href="/topics/yolov11" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov11</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3188148,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="af8948f924bb1b517caa1758c64e2d688e3b67db41988bce8e911257852c5169" title="Topic: yolov12" href="/topics/yolov12" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov12</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-19T14:36:50Z" class="no-wrap">Mar 19, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":117437050,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="83060c8d4b9f924123a2097ce3c6f67222fa3326b4c192967ce667ec89f296bd" data-turbo="false" href="/dme-compunet" data-view-component="true" class="Link">dme-compunet</a> / <a 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9295,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="0a4776da5baafbeffe6457ed04355e05e7b83e7572c20ae05085af2b26f4c936" title="Topic: csharp" href="/topics/csharp" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">csharp</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12212,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="854f21e98dc4108e639a69325eee02a429323be127c143430a8d6919c2375b62" title="Topic: dotnet" href="/topics/dotnet" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dotnet</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45538,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="1adbb378fd5d4dc6aeeef0d099c3f0c999a6cf287fe4cad737c237c9a648b712" title="Topic: yolo" href="/topics/yolo" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolo</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":60892,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="50d84c9a970e407248abf9aa20b3dda7f91f6e87a36eff8790e000a887740ab4" title="Topic: image-classification" href="/topics/image-classification" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-classification</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":89117,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="01418c49c26091e778d36efef1f61e3eab71c80a685986383f335f8d2a3df7d9" title="Topic: object-detection" href="/topics/object-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">object-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":353527,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="f24755f48c6bda9673ddd6968ff94bb061033f29be3d164c2b5b6ad64175acba" title="Topic: pose-estimation" href="/topics/pose-estimation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pose-estimation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":356786,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="41db4e94698c6ffb4728b2ca2088847a55ba54f90a3825202e62568d3c4baf17" title="Topic: obb" href="/topics/obb" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">obb</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":439555,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="7bd572bd6f2457e95c853c47be1836c4019846e818bacc25dac0e7e7c68f2101" title="Topic: instance-segmentation" href="/topics/instance-segmentation" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":621,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="e9dfa83ff69bb35c55acc2f4585e7867c1734d89214ff235a2d7f7b6cf568039" title="Topic: aws" href="/topics/aws" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">aws</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="9fb82c9cea9de64e85ac4a405939f0544f6724be0dce9c1033a21e4ce4e7ef89" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9187,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="954f38a9808cdecec39de257d471b9019b3d2e2de20583c592bc0f326ffef8a2" title="Topic: computer-vision" href="/topics/computer-vision" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">computer-vision</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9290,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="33d456dee5d3a162a0544b365fe752ef0fa8dca35b9e99cd5cd8c53c6a813607" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13081,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="7413eabef31a62b9ff3ae13e91919a830179c4b3a1daf00ec0c1fff903df56fd" title="Topic: neptune" href="/topics/neptune" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">neptune</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":14153,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="864f0add2f4f5cbc49b01207ae421eb33ffae3cbfa4c6cd8511b35d0f66a7942" title="Topic: pypi" href="/topics/pypi" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pypi</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17194,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="507f674ec6c04e539a3f62b16b9ce85308ac8dda74bf0be629cbd5008599fc45" title="Topic: s3" href="/topics/s3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">s3</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23301,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="df7d6f50f7771b515e81ed20c24a89565510eab143be7d2ba428f58938198836" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pytorch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":35195,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="61667646c4d338e39ed4ce515f3bda22e3fab9b98869b5db98a86bbda86cced5" title="Topic: pip" href="/topics/pip" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pip</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45538,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="1adbb378fd5d4dc6aeeef0d099c3f0c999a6cf287fe4cad737c237c9a648b712" title="Topic: yolo" href="/topics/yolo" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolo</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":65422,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="9bf2f8f3936a3f48ef39c81984822635fc6b94c793db43312c80cadc02bf3c76" title="Topic: coco" href="/topics/coco" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">coco</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":89117,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="01418c49c26091e778d36efef1f61e3eab71c80a685986383f335f8d2a3df7d9" title="Topic: object-detection" href="/topics/object-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">object-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":731360,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="bc02e63d06855b452c7946c3dc6a603d718b2efe6ecf9d219ebadc50809ddfdc" title="Topic: yolov3" href="/topics/yolov3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov3</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1245403,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="75dd9e40ad14ab98c1c79c335585ed88cd2ffb03c60e1e31924ceec6b81441a1" title="Topic: yolov4" href="/topics/yolov4" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov4</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1275144,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="8ef374c6a3b88ce6ce20ee4b52a6b76f64700057ab9af06e00532c8cd0642478" title="Topic: yolov5" href="/topics/yolov5" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov5</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1367602,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="63851cfbc50df9e6efce6b795fe8965a0042fe5b53f17e22df26b9f0fa65b7df" title="Topic: neptune-ai" href="/topics/neptune-ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">neptune-ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1402006,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="476a36bb256c6e3328b0d4941c21868aa6aee8cac9bd363adcdd116caba43fa9" title="Topic: ultralytics" href="/topics/ultralytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ultralytics</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-08T22:41:17Z" class="no-wrap">Mar 8, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":26833451,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="eb837ba7f0d2354f5ddad7a117854bd29f088cf0ab583600904615c27c261321" data-turbo="false" href="/ultralytics" data-view-component="true" class="Link">ultralytics</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":521807533,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="1c35de73a8a54e4460425db60b7ed0ea7a7e320f54c43dcecf08800b40137248" data-turbo="false" href="/ultralytics/assets" data-view-component="true" class="Link text-bold wb-break-word">assets</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fultralytics%2Fassets" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":521807533,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b166c5c03e6e3b23ed72752c63971fd97e6bdae8e6ab227d6b915e67480bddcd" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn color-bg-default"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":521807533,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="035907452a31c51417737c44728b6c2469b96a330dca1c34532031574803d78c" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> </svg> Code </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="issues-tab-521807533" href="/ultralytics/assets/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":521807533,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="84d8ffe2ad02cedc69f3bfda8144fbef876144cb4853b455bd72f79209e519f3" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-521807533" href="/ultralytics/assets/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":521807533,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="720923ee4d8fd4f331d234f2bebdb21e192a6d7535c630b3e0ea0092b02fa21e" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Ultralytics assets</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":736,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="425c71a9a704de0b15ff5b8b54cd69bc05f495fb3192b0a5c16064acf3f4aad6" title="Topic: website" href="/topics/website" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">website</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":769,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="2284b643242cda5ab57b3e809eb14d54271165ddb2e8ec046e7c67859be8bca6" title="Topic: app" href="/topics/app" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">app</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="9fb82c9cea9de64e85ac4a405939f0544f6724be0dce9c1033a21e4ce4e7ef89" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2354,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="6f35db388c7d4ab99038497b053c2e5013a32d07166bd00baca70e12165eb3cb" title="Topic: docs" href="/topics/docs" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">docs</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9187,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="954f38a9808cdecec39de257d471b9019b3d2e2de20583c592bc0f326ffef8a2" title="Topic: computer-vision" href="/topics/computer-vision" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">computer-vision</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13949,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="49f00db25b565f9484d9fd7c061efef270184d26cd67a3d46b110f997a643139" title="Topic: models" href="/topics/models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">models</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21741,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="156abc031b574ca0759a849257b537137f02b7bf5d274d258134ff1f14e7fe77" title="Topic: hub" href="/topics/hub" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hub</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45538,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="1adbb378fd5d4dc6aeeef0d099c3f0c999a6cf287fe4cad737c237c9a648b712" title="Topic: yolo" href="/topics/yolo" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolo</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1275144,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="8ef374c6a3b88ce6ce20ee4b52a6b76f64700057ab9af06e00532c8cd0642478" title="Topic: yolov5" href="/topics/yolov5" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov5</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1402006,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="476a36bb256c6e3328b0d4941c21868aa6aee8cac9bd363adcdd116caba43fa9" title="Topic: ultralytics" href="/topics/ultralytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ultralytics</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1801414,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b05279daba64d6ed922c7ddc767dd3aedb8456d52ce108b2cff2efb65717c7ff" title="Topic: yolov8" href="/topics/yolov8" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov8</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3064597,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b34f790b79f95308fff1444b5fff6c592b930ba16a3a15af35a07019210aa746" title="Topic: yolo11" href="/topics/yolo11" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolo11</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-28T01:47:01Z" class="no-wrap">Mar 28, 2025</relative-time> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 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data-view-component="true" class="Link">ultralytics</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":137117503,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="dda5962b87c2e552e3c1ac4df39ddbee36009509554b13fd268efd13472d04e1" data-turbo="false" href="/ultralytics/xview-yolov3" data-view-component="true" class="Link text-bold wb-break-word">xview-yolov3</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fultralytics%2Fxview-yolov3" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":137117503,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/ultralytics","user_id":null}}" 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id="repo-stars-counter-star" aria-label="266 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="266" data-view-component="true" class="Counter js-social-count">266</span> </a></div> </div> </div> </div> <nav aria-label="Repository menu" data-view-component="true" class="tabnav px-3 mb-0"> <ul data-view-component="true" class="tabnav-tabs"> <li data-view-component="true" class="d-inline-flex"> <a id="code-tab-137117503" aria-current="true" href="/ultralytics/xview-yolov3" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":137117503,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="2b097ac92b1d97192cefe33e4f2deceeb6699e11ae1c2afcf0769b5ea5aff58a" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> </svg> Code </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="issues-tab-137117503" href="/ultralytics/xview-yolov3/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":137117503,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="35ef6492f8bc87cd01c231dffb15635ca41e1317cec81717b2937ba8b2cbc305" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-137117503" href="/ultralytics/xview-yolov3/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":137117503,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="902eaf7a3c9cc04eb9bd216192b9fa0a164e31f67c0bcde094b3fcc680f3b41f" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >xView 2018 Object Detection Challenge: YOLOv3 Training and Inference.</p> </div> <div 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href="/topics/yolov3-training" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov3-training</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":848674,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="5e6e08c796ab3553457581394e7bdeaed74062ed302576b176d59f35e7827131" title="Topic: xview-2018" href="/topics/xview-2018" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xview-2018</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1402006,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="476a36bb256c6e3328b0d4941c21868aa6aee8cac9bd363adcdd116caba43fa9" title="Topic: ultralytics" href="/topics/ultralytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ultralytics</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-28T01:27:31Z" class="no-wrap">Mar 28, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 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data-hydro-click-hmac="e71865e27e2eb8518b0d91ca771f6249e2b4118e7f4bfbf83d4b547cd3962db4" title="Topic: coco-format-annotations" href="/topics/coco-format-annotations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">coco-format-annotations</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1402006,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="476a36bb256c6e3328b0d4941c21868aa6aee8cac9bd363adcdd116caba43fa9" title="Topic: ultralytics" href="/topics/ultralytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ultralytics</a> <a 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data-hydro-click-hmac="b34f790b79f95308fff1444b5fff6c592b930ba16a3a15af35a07019210aa746" title="Topic: yolo11" href="/topics/yolo11" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolo11</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-02-26T08:05:01Z" class="no-wrap">Feb 26, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":646208578,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="08b9f2fa67baf6255fd9ae362f2717c57908677522dd01c408bf924373a45bf3" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> </svg> Code </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="issues-tab-646208578" href="/Alpaca-zip/ultralytics_ros/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":646208578,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="68f1e9b80511aa405e4825a34ac9da0e0d71bf99a433e37d75b129036ff8d259" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-646208578" href="/Alpaca-zip/ultralytics_ros/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":646208578,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="a600e2a24ed136171ac2141c8ad699c717dadffbe84db7414fab2cdd2cfb5351" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >ROS/ROS 2 package for Ultralytics YOLOv8 real-time object detection and segmentation. <a href="https://github.com/ultralytics/ultralytics" class="Link--inTextBlock">https://github.com/ultralytics/ultralytics</a></p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":27465,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="cd80f1033cf81cf050f3a25f70f0a8f799cf1d73a92aa2512180cfcade8537bf" title="Topic: ros" href="/topics/ros" data-view-component="true" class="topic-tag 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class="topic-tag topic-tag-link Link f6 mb-2">object-segmentation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":731360,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="bc02e63d06855b452c7946c3dc6a603d718b2efe6ecf9d219ebadc50809ddfdc" title="Topic: yolov3" href="/topics/yolov3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov3</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1275144,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="8ef374c6a3b88ce6ce20ee4b52a6b76f64700057ab9af06e00532c8cd0642478" title="Topic: yolov5" href="/topics/yolov5" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov5</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1402006,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="476a36bb256c6e3328b0d4941c21868aa6aee8cac9bd363adcdd116caba43fa9" title="Topic: ultralytics" href="/topics/ultralytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ultralytics</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1801414,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b05279daba64d6ed922c7ddc767dd3aedb8456d52ce108b2cff2efb65717c7ff" title="Topic: yolov8" href="/topics/yolov8" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov8</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2024-06-25T11:28:10Z" class="no-wrap">Jun 25, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #f34b7d"></span> <span itemprop="programmingLanguage">C++</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_IMAGE","actor_id":null,"record_id":755968402,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="65aed34caa7ac3460e1c16b0da290ca51292b3a7657171147fd704ce5c0ab7d7" data-turbo="false" style="max-height:275px" href="/ultralytics/yolo-ios-app" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"><img loading="lazy" src="https://repository-images.githubusercontent.com/755968402/84382627-8d1a-4f0c-ae75-1c0ad5af279b" alt="yolo-ios-app" class="d-block width-full" ></a> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":26833451,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="eb837ba7f0d2354f5ddad7a117854bd29f088cf0ab583600904615c27c261321" data-turbo="false" href="/ultralytics" data-view-component="true" class="Link">ultralytics</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":755968402,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="8fa79475d12a08269ce294985ae90303b3d1328f24c87f18ddf32866880a1cb2" data-turbo="false" href="/ultralytics/yolo-ios-app" data-view-component="true" class="Link text-bold wb-break-word">yolo-ios-app</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fultralytics%2Fyolo-ios-app" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":755968402,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="ad4b0e4a0a2306d6d47eee04da418669b484ab1695e38316c53173a7d866fdbf" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn color-bg-default"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> <span id="repo-stars-counter-star" aria-label="234 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="234" data-view-component="true" class="Counter js-social-count">234</span> </a></div> </div> </div> </div> <nav aria-label="Repository menu" data-view-component="true" class="tabnav px-3 mb-0"> <ul data-view-component="true" class="tabnav-tabs"> <li data-view-component="true" class="d-inline-flex"> <a id="code-tab-755968402" aria-current="true" href="/ultralytics/yolo-ios-app" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":755968402,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="3d9ceb003ac08f3c784e4666d56f590d48668dd84ccb8a2d9aea2dfd7960bdde" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 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data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-755968402" href="/ultralytics/yolo-ios-app/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":755968402,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="cca0af837db719d5fd7d7d8c31a73ab1dc4660463c2f0df955cc18b2984da527" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Ultralytics YOLO iOS App source code for running YOLO in your own iOS apps 🌟</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":268,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="878ae4950cec39ef54b6e95b180d7a2d9b5472599609a74bbb7ccbf58de7e9e3" title="Topic: swift" href="/topics/swift" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">swift</a> <a 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":89117,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="01418c49c26091e778d36efef1f61e3eab71c80a685986383f335f8d2a3df7d9" title="Topic: object-detection" href="/topics/object-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">object-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":439555,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="7bd572bd6f2457e95c853c47be1836c4019846e818bacc25dac0e7e7c68f2101" title="Topic: instance-segmentation" href="/topics/instance-segmentation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">instance-segmentation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":500597,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="416d0a46b993e59965de4c672f4bb6ecad4cfd474b5ffde865c5c778442c0151" title="Topic: coreml" href="/topics/coreml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">coreml</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1402006,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="476a36bb256c6e3328b0d4941c21868aa6aee8cac9bd363adcdd116caba43fa9" title="Topic: ultralytics" href="/topics/ultralytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ultralytics</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1801414,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b05279daba64d6ed922c7ddc767dd3aedb8456d52ce108b2cff2efb65717c7ff" title="Topic: yolov8" href="/topics/yolov8" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov8</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3064597,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b34f790b79f95308fff1444b5fff6c592b930ba16a3a15af35a07019210aa746" title="Topic: yolo11" href="/topics/yolo11" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolo11</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-27T01:16:44Z" class="no-wrap">Mar 27, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #F05138"></span> <span itemprop="programmingLanguage">Swift</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 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data-hydro-click-hmac="82c25264d9995468a1ca13f73ffc8b109b9b20e406f1429b52af8df2fc5aa5fa" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >A PyTorch implementation of Spiking-YOLOv3. Two branches are provided, based on two common PyTorch implementation of YOLOv3(ultralytics/yolov3 & eriklindernoren/PyTorch-YOLOv3), with support for Spiking-YOLOv3-Tiny at present. </p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":65422,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="9bf2f8f3936a3f48ef39c81984822635fc6b94c793db43312c80cadc02bf3c76" title="Topic: coco" href="/topics/coco" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">coco</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":318896,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="dab2f9dab432182e660bfc9c3735a6f32dc5712a63017a9298c0f5459ac266ec" title="Topic: pascal-voc" href="/topics/pascal-voc" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pascal-voc</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":474164,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="425f29f0e1b3fe1aa0cba403e0b9e7bc6e4d6bee237e90a879288dc0dc8ca941" title="Topic: snn" href="/topics/snn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">snn</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":764215,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="7e15fdb8a6d875b8df3768efba7b14adae4b8efd888d99ebadd4e1b39689258b" title="Topic: yolov3-tiny" href="/topics/yolov3-tiny" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov3-tiny</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":784315,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="97c520dacaac32854afbaf1859f898040113d9613f04e60930f758c424839212" title="Topic: pytorch-yolov3" href="/topics/pytorch-yolov3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pytorch-yolov3</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1076157,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="e43b5ca10034298315d00e7a11d5cc25095e86c173d9aebedad06452cf4f8be3" title="Topic: spiking-neural-network" href="/topics/spiking-neural-network" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">spiking-neural-network</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1359904,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="1ab3b1c21a9a9e0518886c6fbfa11b6f1d61f972a89ba8e0d1012833820ada20" title="Topic: parameter-normalization" href="/topics/parameter-normalization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">parameter-normalization</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1359905,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="a248feec43e70873b64db909d3d7f97ee0fedab0ab11602a2951325f57da53cf" title="Topic: ann-to-snn" href="/topics/ann-to-snn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ann-to-snn</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1359910,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" 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topic-tag-link Link f6 mb-2">object-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":180683,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="35071ac9698d10bc59ccbfda06eb9c58e1328c4ebe6c8d4610b083bb596d32be" title="Topic: gradio" href="/topics/gradio" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gradio</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":226513,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="7981991abda5514f8fe89948bceb5424d28a25aab1537425ca51ccedc88ff0d0" title="Topic: xray" href="/topics/xray" data-view-component="true" class="topic-tag topic-tag-link 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class="topic-tag topic-tag-link Link f6 mb-2">huggingface</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1151584,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="fc582cb9489cddb3aeb590fffb208901b8644f7fd78f7904db0c7c7070ca85d8" title="Topic: pothole-detection" href="/topics/pothole-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pothole-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1219757,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="7379370d8e1f0fb72578e4ce1e80bff094887f4c6abe028b0135cf56a44c397b" title="Topic: valorant" href="/topics/valorant" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">valorant</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1402006,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="476a36bb256c6e3328b0d4941c21868aa6aee8cac9bd363adcdd116caba43fa9" title="Topic: ultralytics" href="/topics/ultralytics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ultralytics</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1801414,"originating_url":"https://github.com/topics/ultralytics","user_id":null}}" data-hydro-click-hmac="b05279daba64d6ed922c7ddc767dd3aedb8456d52ce108b2cff2efb65717c7ff" title="Topic: yolov8" href="/topics/yolov8" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">yolov8</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2023-02-27T20:22:46Z" class="no-wrap">Feb 27, 2023</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #e34c26"></span> <span itemprop="programmingLanguage">HTML</span> </span> </li> </ul> </div> </div> </article> </option></form><form class="ajax-pagination-form js-ajax-pagination" data-turbo="false" action="https://github.com/topics/ultralytics" accept-charset="UTF-8" method="get"> <input name="page" type="hidden" value="2"> <button type="submit" class="ajax-pagination-btn btn color-border-default f6 mt-0 width-full" data-disable-with="Loading more..." > Load more… </button> </form> </div> <div class="col-md-4 col-lg-3"> <div class="mb-6"> <h2 class="h4 mb-2"> Improve this page </h2> <p class="color-fg-muted"> Add a description, image, and links to the <span class="text-bold">ultralytics</span> topic page so that developers can more easily learn about it. </p> <p> <a href="https://github.com/github/explore/tree/master/CONTRIBUTING.md?source=add-description-ultralytics" data-ga-click="Explore, add description, text:add description" > Curate this topic <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-right ml-1"> <path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path> </svg> </a> </p> </div> <div class="mb-6"> <h2 class="h4 mb-2"> Add this topic to your repo </h2> <p class="color-fg-muted"> To associate your repository with the <span class="text-bold">ultralytics</span> topic, visit your repo's landing page and select "manage topics." </p> <p> <a href="https://docs.github.com/en/articles/classifying-your-repository-with-topics"> Learn more <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-right ml-1"> <path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path> </svg> </a> </p> </div> </div> </div> </div> </div> </main> </div> <footer class="footer pt-8 pb-6 f6 color-fg-muted p-responsive" role="contentinfo" > <h2 class='sr-only'>Footer</h2> <div class="d-flex flex-justify-center flex-items-center flex-column-reverse flex-lg-row flex-wrap flex-lg-nowrap"> <div class="d-flex flex-items-center flex-shrink-0 mx-2"> <a aria-label="Homepage" title="GitHub" class="footer-octicon mr-2" href="https://github.com"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" 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