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GitHub - visioncortex/vtracer: Raster to Vector Graphics Converter
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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 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Write better code with AI </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" 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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 .138.112.25.25.25h2.5a.75.75 0 0 1 .75.75v3.19l3.72-3.72a.749.749 0 0 1 .53-.22h10a.25.25 0 0 0 .25-.25V4.25a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Review</div> Manage code changes </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":"discussions","context":"product","tag":"link","label":"discussions_link_product_navbar"}" href="https://github.com/features/discussions"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-comment-discussion color-fg-subtle mr-3"> <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 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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 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Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all_industries","context":"solutions","tag":"link","label":"view_all_industries_link_solutions_navbar"}" href="/solutions/industry"> View all industries </a></li> </ul> </div> </div> <div class="HeaderMenu-trailing-link rounded-bottom-2 flex-shrink-0 mt-lg-4 px-lg-4 py-4 py-lg-3 f5 text-semibold"> <a href="/solutions"> View all solutions <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 HeaderMenu-trailing-link-icon"> <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> </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"> 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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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" 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</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 class="color-fg-default"> <dialog-helper> <dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="feedback-dialog-title"> Provide feedback </h1> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="feedback-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button 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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" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header Overlay-header--divided"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="custom-scopes-dialog-title"> Saved searches </h1> <h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><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> </div> </div> <scrollable-region data-labelled-by="custom-scopes-dialog-title"> <div data-view-component="true" class="Overlay-body"> <div data-target="custom-scopes.customScopesModalDialogFlash"></div> <div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm"> <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="custom-scopes-dialog-form" data-turbo="false" action="/search/custom_scopes" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" 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href=\"/visioncortex/vtracer/blob/master/docs/images/visioncortex-banner.png\"\u003e\u003cimg src=\"/visioncortex/vtracer/raw/master/docs/images/visioncortex-banner.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n \u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eVTracer\u003c/h1\u003e\u003ca id=\"user-content-vtracer\" class=\"anchor\" aria-label=\"Permalink: VTracer\" href=\"#vtracer\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n \u003cp dir=\"auto\"\u003e\n \u003cstrong\u003eRaster to Vector Graphics Converter built on top of visioncortex\u003c/strong\u003e\n \u003c/p\u003e\n \u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e\n \u003ca href=\"https://www.visioncortex.org/vtracer-docs\" rel=\"nofollow\"\u003eArticle\u003c/a\u003e\n \u003cspan\u003e | \u003c/span\u003e\n \u003ca href=\"https://www.visioncortex.org/vtracer/\" rel=\"nofollow\"\u003eWeb App\u003c/a\u003e\n \u003cspan\u003e | \u003c/span\u003e\n \u003ca href=\"https://github.com/visioncortex/vtracer/releases\"\u003eDownload\u003c/a\u003e\n \u003c/h3\u003e\u003ca id=\"user-content-----article----------web-app----------download--\" class=\"anchor\" aria-label=\"Permalink: Article | Web App | Download\" href=\"#----article----------web-app----------download--\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003csub\u003eBuilt with 🦀 by \u003ca href=\"https://www.visioncortex.org/\" rel=\"nofollow\"\u003eThe Vision Cortex Research Group\u003c/a\u003e\u003c/sub\u003e\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eIntroduction\u003c/h2\u003e\u003ca id=\"user-content-introduction\" class=\"anchor\" aria-label=\"Permalink: Introduction\" href=\"#introduction\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003evisioncortex VTracer is an open source software to convert raster images (like jpg \u0026amp; png) into vector graphics (svg). It can vectorize graphics and photographs and trace the curves to output compact vector files.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eComparing to \u003ca href=\"http://potrace.sourceforge.net/\" rel=\"nofollow\"\u003ePotrace\u003c/a\u003e which only accept binarized inputs (Black \u0026amp; White pixmap), VTracer has an image processing pipeline which can handle colored high resolution scans. tl;dr: Potrace uses a \u003ccode\u003eO(n^2)\u003c/code\u003e fitting algorithm, whereas \u003ccode\u003evtracer\u003c/code\u003e is entirely \u003ccode\u003eO(n)\u003c/code\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eComparing to Adobe Illustrator's \u003ca href=\"https://helpx.adobe.com/illustrator/using/image-trace.html\" rel=\"nofollow\"\u003eImage Trace\u003c/a\u003e, VTracer's output is much more compact (less shapes) as we adopt a stacking strategy and avoid producing shapes with holes.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eVTracer is originally designed for processing high resolution scans of historic blueprints up to gigapixels. At the same time, VTracer can also handle low resolution pixel art, simulating \u003ccode\u003eimage-rendering: pixelated\u003c/code\u003e for retro game artworks.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eTechnical descriptions of the \u003ca href=\"https://www.visioncortex.org/vtracer-docs\" rel=\"nofollow\"\u003etracing algorithm\u003c/a\u003e and \u003ca href=\"https://www.visioncortex.org/impression-docs\" rel=\"nofollow\"\u003eclustering algorithm\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eWeb App\u003c/h2\u003e\u003ca id=\"user-content-web-app\" class=\"anchor\" aria-label=\"Permalink: Web App\" href=\"#web-app\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eVTracer and its \u003ca href=\"//github.com/visioncortex/visioncortex\"\u003ecore library\u003c/a\u003e is implemented in \u003ca href=\"//www.rust-lang.org/\" rel=\"nofollow\"\u003eRust\u003c/a\u003e. It provides us a solid foundation to develop robust and efficient algorithms and easily bring it to interactive applications. The webapp is a perfect showcase of the capability of the Rust + wasm platform.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/visioncortex/vtracer/blob/master/docs/images/screenshot-01.png\"\u003e\u003cimg src=\"/visioncortex/vtracer/raw/master/docs/images/screenshot-01.png\" alt=\"screenshot\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/visioncortex/vtracer/blob/master/docs/images/screenshot-02.png\"\u003e\u003cimg src=\"/visioncortex/vtracer/raw/master/docs/images/screenshot-02.png\" alt=\"screenshot\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCmd App\u003c/h2\u003e\u003ca id=\"user-content-cmd-app\" class=\"anchor\" aria-label=\"Permalink: Cmd App\" href=\"#cmd-app\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"visioncortex VTracer 0.6.0\nA cmd app to convert images into vector graphics.\n\nUSAGE:\n vtracer [OPTIONS] --input \u0026lt;input\u0026gt; --output \u0026lt;output\u0026gt;\n\nFLAGS:\n -h, --help Prints help information\n -V, --version Prints version information\n\nOPTIONS:\n --colormode \u0026lt;color_mode\u0026gt; True color image `color` (default) or Binary image `bw`\n -p, --color_precision \u0026lt;color_precision\u0026gt; Number of significant bits to use in an RGB channel\n -c, --corner_threshold \u0026lt;corner_threshold\u0026gt; Minimum momentary angle (degree) to be considered a corner\n -f, --filter_speckle \u0026lt;filter_speckle\u0026gt; Discard patches smaller than X px in size\n -g, --gradient_step \u0026lt;gradient_step\u0026gt; Color difference between gradient layers\n --hierarchical \u0026lt;hierarchical\u0026gt;\n Hierarchical clustering `stacked` (default) or non-stacked `cutout`. Only applies to color mode.\n\n -i, --input \u0026lt;input\u0026gt; Path to input raster image\n -m, --mode \u0026lt;mode\u0026gt; Curver fitting mode `pixel`, `polygon`, `spline`\n -o, --output \u0026lt;output\u0026gt; Path to output vector graphics\n --path_precision \u0026lt;path_precision\u0026gt; Number of decimal places to use in path string\n --preset \u0026lt;preset\u0026gt; Use one of the preset configs `bw`, `poster`, `photo`\n -l, --segment_length \u0026lt;segment_length\u0026gt;\n Perform iterative subdivide smooth until all segments are shorter than this length\n\n -s, --splice_threshold \u0026lt;splice_threshold\u0026gt; Minimum angle displacement (degree) to splice a spline\"\u003e\u003cpre\u003evisioncortex VTracer 0.6.0\nA cmd app to convert images into vector graphics.\n\nUSAGE:\n vtracer [OPTIONS] --input \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003einput\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e --output \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003eoutput\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e\n\nFLAGS:\n -h, --help Prints \u003cspan class=\"pl-c1\"\u003ehelp\u003c/span\u003e information\n -V, --version Prints version information\n\nOPTIONS:\n --colormode \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003ecolor_mode\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e True color image \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003ecolor\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003e\u003c/span\u003e (default) or Binary image \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003ebw\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003e\u003c/span\u003e\n -p, --color_precision \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003ecolor_precision\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e Number of significant bits to use \u003cspan class=\"pl-k\"\u003ein\u003c/span\u003e an RGB channel\n -c, --corner_threshold \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003ecorner_threshold\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e Minimum momentary angle (degree) to be considered a corner\n -f, --filter_speckle \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003efilter_speckle\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e Discard patches smaller than X px \u003cspan class=\"pl-k\"\u003ein\u003c/span\u003e size\n -g, --gradient_step \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003egradient_step\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e Color difference between gradient layers\n --hierarchical \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003ehierarchical\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e\n Hierarchical clustering \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003estacked\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003e\u003c/span\u003e (default) or non-stacked \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003ecutout\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003e\u003c/span\u003e. Only applies to color mode.\n\n -i, --input \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003einput\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e Path to input raster image\n -m, --mode \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003emode\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e Curver fitting mode \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003epixel\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003e\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003epolygon\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003e\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003espline\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003e\u003c/span\u003e\n -o, --output \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003eoutput\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e Path to output vector graphics\n --path_precision \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003epath_precision\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e Number of decimal places to use \u003cspan class=\"pl-k\"\u003ein\u003c/span\u003e path string\n --preset \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003epreset\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e Use one of the preset configs \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003ebw\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003e\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003eposter\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003e\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003ephoto\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003e\u003c/span\u003e\n -l, --segment_length \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003esegment_length\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e\n Perform iterative subdivide smooth \u003cspan class=\"pl-k\"\u003euntil\u003c/span\u003e all segments are shorter than this length\n\n -s, --splice_threshold \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003esplice_threshold\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e Minimum angle displacement (degree) to splice a spline\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDownloads\u003c/h2\u003e\u003ca id=\"user-content-downloads\" class=\"anchor\" aria-label=\"Permalink: Downloads\" href=\"#downloads\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYou can download pre-built binaries from \u003ca href=\"https://github.com/visioncortex/vtracer/releases\"\u003eReleases\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eYou can also install the program from source from \u003ca href=\"https://crates.io/crates/vtracer\" rel=\"nofollow\"\u003ecrates.io/vtracer\u003c/a\u003e:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo install vtracer\"\u003e\u003cpre\u003ecargo install vtracer\u003c/pre\u003e\u003c/div\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eYou are strongly advised to not download from any other third-party sources\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUsage\u003c/h3\u003e\u003ca id=\"user-content-usage\" class=\"anchor\" aria-label=\"Permalink: Usage\" href=\"#usage\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"./vtracer --input input.jpg --output output.svg\"\u003e\u003cpre\u003e./vtracer --input input.jpg --output output.svg\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRust Library\u003c/h3\u003e\u003ca id=\"user-content-rust-library\" class=\"anchor\" aria-label=\"Permalink: Rust Library\" href=\"#rust-library\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYou can install \u003ca href=\"https://crates.io/crates/vtracer\" rel=\"nofollow\"\u003e\u003ccode\u003evtracer\u003c/code\u003e\u003c/a\u003e as a Rust library.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo add vtracer\"\u003e\u003cpre\u003ecargo add vtracer\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePython Library\u003c/h3\u003e\u003ca id=\"user-content-python-library\" class=\"anchor\" aria-label=\"Permalink: Python Library\" href=\"#python-library\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eSince \u003ccode\u003e0.6\u003c/code\u003e, \u003ca href=\"https://pypi.org/project/vtracer/\" rel=\"nofollow\"\u003e\u003ccode\u003evtracer\u003c/code\u003e\u003c/a\u003e is also packaged as Python native extensions, thanks to the awesome \u003ca href=\"https://github.com/PyO3/pyo3\"\u003epyo3\u003c/a\u003e project.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pip install vtracer\"\u003e\u003cpre\u003epip install vtracer\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eIn the wild\u003c/h2\u003e\u003ca id=\"user-content-in-the-wild\" class=\"anchor\" aria-label=\"Permalink: In the wild\" href=\"#in-the-wild\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eVTracer is used by the following products (open a PR to add yours):\u003c/p\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n \u003ctbody\u003e\n \u003ctr\u003e\n \u003ctd\u003e\u003ca href=\"https://logo.aliyun.com/logo#/name\" rel=\"nofollow\"\u003e\u003cimg src=\"/visioncortex/vtracer/raw/master/docs/images/aliyun-logo.png\" width=\"250\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n \u003cbr\u003eSmart logo design\n \u003c/td\u003e\n \u003ctd\u003e\u003c/td\u003e\n \u003c/tr\u003e\n \u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCitations\u003c/h2\u003e\u003ca id=\"user-content-citations\" class=\"anchor\" aria-label=\"Permalink: Citations\" href=\"#citations\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eVTracer has since been cited by a few academic papers in computer graphics / vision research. Please kindly let us know if you have cited our work:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eSKILL 2023 \u003ca href=\"https://www.researchgate.net/publication/374448489_Framework_to_Vectorize_Digital_Artworks_for_Physical_Fabrication_based_on_Geometric_Stylization_Techniques\" rel=\"nofollow\"\u003eFramework to Vectorize Digital Artworks for Physical Fabrication based on Geometric Stylization Techniques\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003earXiv 2023 \u003ca href=\"https://arxiv.org/abs/2306.06441\" rel=\"nofollow\"\u003eImage Vectorization: a Review\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003earXiv 2023 \u003ca href=\"https://arxiv.org/abs/2312.11556\" rel=\"nofollow\"\u003eStarVector: Generating Scalable Vector Graphics Code from Images\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003earXiv 2024 \u003ca href=\"https://arxiv.org/abs/2404.06479\" rel=\"nofollow\"\u003eText-Based Reasoning About Vector Graphics\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003earXiv 2024 \u003ca href=\"https://openreview.net/pdf?id=pwlm6Po61I\" rel=\"nofollow\"\u003eDelving into LLMs' visual understanding ability using SVG to bridge image and text\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eHow did VTracer come about?\u003c/h2\u003e\u003ca id=\"user-content-how-did-vtracer-come-about\" class=\"anchor\" aria-label=\"Permalink: How did VTracer come about?\" href=\"#how-did-vtracer-come-about\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eThe following content is an excerpt from my \u003ca href=\"https://github.com/visioncortex/memoir\"\u003eunpublished memoir\u003c/a\u003e.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cp dir=\"auto\"\u003eAt my teenage, two open source projects in the vector graphics space inspired me the most: Potrace and Anti-Grain Geometry (AGG).\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eMany years later, in 2020, I was developing a video processing engine. And it became evident that it requires way more investment to be commercially viable. So before abandoning the project, I wanted to publish \u003cem\u003esomething\u003c/em\u003e as open-source for posterity. At that time, I already developed a prototype vector graphics tracer. It can convert high-resolution scans of hand-drawn blueprints into vectors. But it can only process black and white images, and can only output polygons, not splines.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe plan was to fully develop the vectorizer: to handle color images and output splines. I recruited a very talented intern, \u003ca href=\"https://github.com/shpun817\"\u003e@shpun817\u003c/a\u003e, to work on VTracer. I grafted the frontend of the video processing engine - the \u003ca href=\"https://www.visioncortex.org/impression-docs#the-clustering-algorithm\" rel=\"nofollow\"\u003e\"The Clustering Algorithm\"\u003c/a\u003e as the pre-processor.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThree months later, we published the first version on Reddit. Out of my surprise, the response of such an underwhelming project was overwhelming.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eWhat's next?\u003c/h2\u003e\u003ca id=\"user-content-whats-next\" class=\"anchor\" aria-label=\"Permalink: What's next?\" href=\"#whats-next\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThere are several things in my mind:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003ePath simplification. Implement a post-process filter to the output paths to further reduce the number of splines.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003ePerfect cut-out mode. Right now in cut-out mode, the shapes do not share boundaries perfectly, but have seams.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003ePencil tracing. Instead of tracing shapes as closed paths, may be we can attempt to skeletonize the shapes as open paths. The output would be clean, fixed width strokes.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eImage cleaning. Right now the tracer works best on losslessly compressed pngs. If an image suffered from jpeg noises, it could impact the tracing quality. We might be able to develop a pre-filtering pass that denoises the input.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cp dir=\"auto\"\u003eIf you are interested in working on them or willing to sponsor its development, feel free to get in touch.\u003c/p\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":1,"text":"VTracer","anchor":"vtracer","htmlText":"VTracer"},{"level":3,"text":"Article | Web App | Download","anchor":"----article----------web-app----------download--","htmlText":"Article | Web App | Download"},{"level":2,"text":"Introduction","anchor":"introduction","htmlText":"Introduction"},{"level":2,"text":"Web App","anchor":"web-app","htmlText":"Web App"},{"level":2,"text":"Cmd App","anchor":"cmd-app","htmlText":"Cmd App"},{"level":2,"text":"Downloads","anchor":"downloads","htmlText":"Downloads"},{"level":3,"text":"Usage","anchor":"usage","htmlText":"Usage"},{"level":3,"text":"Rust Library","anchor":"rust-library","htmlText":"Rust Library"},{"level":3,"text":"Python Library","anchor":"python-library","htmlText":"Python Library"},{"level":2,"text":"In the wild","anchor":"in-the-wild","htmlText":"In the wild"},{"level":2,"text":"Citations","anchor":"citations","htmlText":"Citations"},{"level":2,"text":"How did VTracer come about?","anchor":"how-did-vtracer-come-about","htmlText":"How did VTracer come about?"},{"level":2,"text":"What's next?","anchor":"whats-next","htmlText":"What's next?"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Fvisioncortex%2Fvtracer"}},{"displayName":"LICENSE","repoName":"vtracer","refName":"master","path":"LICENSE","preferredFileType":"license","tabName":"MIT","richText":null,"loaded":false,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":null,"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Fvisioncortex%2Fvtracer"}}],"overviewFilesProcessingTime":0}},"appPayload":{"helpUrl":"https://docs.github.com","findFileWorkerPath":"/assets-cdn/worker/find-file-worker-7d7eb7c71814.js","findInFileWorkerPath":"/assets-cdn/worker/find-in-file-worker-96e76d5fdb2c.js","githubDevUrl":null,"enabled_features":{"copilot_workspace":null,"code_nav_ui_events":false,"overview_shared_code_dropdown_button":false,"react_blob_overlay":false,"accessible_code_button":true,"github_models_repo_integration":false}}}}</script> <div data-target="react-partial.reactRoot"><style data-styled="true" 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style="max-width: 100%;"></a> <div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">VTracer</h1><a id="user-content-vtracer" class="anchor" aria-label="Permalink: VTracer" href="#vtracer"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"> <strong>Raster to Vector Graphics Converter built on top of visioncortex</strong> </p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto"> <a href="https://www.visioncortex.org/vtracer-docs" rel="nofollow">Article</a> <span> | </span> <a href="https://www.visioncortex.org/vtracer/" rel="nofollow">Web App</a> <span> | </span> <a href="https://github.com/visioncortex/vtracer/releases">Download</a> </h3><a id="user-content-----article----------web-app----------download--" class="anchor" aria-label="Permalink: Article | Web App | Download" href="#----article----------web-app----------download--"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><sub>Built with 🦀 by <a href="https://www.visioncortex.org/" rel="nofollow">The Vision Cortex Research Group</a></sub></p> </div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Introduction</h2><a id="user-content-introduction" class="anchor" aria-label="Permalink: Introduction" href="#introduction"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">visioncortex VTracer is an open source software to convert raster images (like jpg & png) into vector graphics (svg). It can vectorize graphics and photographs and trace the curves to output compact vector files.</p> <p dir="auto">Comparing to <a href="http://potrace.sourceforge.net/" rel="nofollow">Potrace</a> which only accept binarized inputs (Black & White pixmap), VTracer has an image processing pipeline which can handle colored high resolution scans. tl;dr: Potrace uses a <code>O(n^2)</code> fitting algorithm, whereas <code>vtracer</code> is entirely <code>O(n)</code>.</p> <p dir="auto">Comparing to Adobe Illustrator's <a href="https://helpx.adobe.com/illustrator/using/image-trace.html" rel="nofollow">Image Trace</a>, VTracer's output is much more compact (less shapes) as we adopt a stacking strategy and avoid producing shapes with holes.</p> <p dir="auto">VTracer is originally designed for processing high resolution scans of historic blueprints up to gigapixels. At the same time, VTracer can also handle low resolution pixel art, simulating <code>image-rendering: pixelated</code> for retro game artworks.</p> <p dir="auto">Technical descriptions of the <a href="https://www.visioncortex.org/vtracer-docs" rel="nofollow">tracing algorithm</a> and <a href="https://www.visioncortex.org/impression-docs" rel="nofollow">clustering algorithm</a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Web App</h2><a id="user-content-web-app" class="anchor" aria-label="Permalink: Web App" href="#web-app"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">VTracer and its <a href="//github.com/visioncortex/visioncortex">core library</a> is implemented in <a href="//www.rust-lang.org/" rel="nofollow">Rust</a>. It provides us a solid foundation to develop robust and efficient algorithms and easily bring it to interactive applications. The webapp is a perfect showcase of the capability of the Rust + wasm platform.</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer" href="/visioncortex/vtracer/blob/master/docs/images/screenshot-01.png"><img src="/visioncortex/vtracer/raw/master/docs/images/screenshot-01.png" alt="screenshot" style="max-width: 100%;"></a></p> <p dir="auto"><a target="_blank" rel="noopener noreferrer" href="/visioncortex/vtracer/blob/master/docs/images/screenshot-02.png"><img src="/visioncortex/vtracer/raw/master/docs/images/screenshot-02.png" alt="screenshot" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Cmd App</h2><a id="user-content-cmd-app" class="anchor" aria-label="Permalink: Cmd App" href="#cmd-app"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="visioncortex VTracer 0.6.0 A cmd app to convert images into vector graphics. USAGE: vtracer [OPTIONS] --input <input> --output <output> FLAGS: -h, --help Prints help information -V, --version Prints version information OPTIONS: --colormode <color_mode> True color image `color` (default) or Binary image `bw` -p, --color_precision <color_precision> Number of significant bits to use in an RGB channel -c, --corner_threshold <corner_threshold> Minimum momentary angle (degree) to be considered a corner -f, --filter_speckle <filter_speckle> Discard patches smaller than X px in size -g, --gradient_step <gradient_step> Color difference between gradient layers --hierarchical <hierarchical> Hierarchical clustering `stacked` (default) or non-stacked `cutout`. Only applies to color mode. -i, --input <input> Path to input raster image -m, --mode <mode> Curver fitting mode `pixel`, `polygon`, `spline` -o, --output <output> Path to output vector graphics --path_precision <path_precision> Number of decimal places to use in path string --preset <preset> Use one of the preset configs `bw`, `poster`, `photo` -l, --segment_length <segment_length> Perform iterative subdivide smooth until all segments are shorter than this length -s, --splice_threshold <splice_threshold> Minimum angle displacement (degree) to splice a spline"><pre>visioncortex VTracer 0.6.0 A cmd app to convert images into vector graphics. USAGE: vtracer [OPTIONS] --input <span class="pl-k"><</span>input<span class="pl-k">></span> --output <span class="pl-k"><</span>output<span class="pl-k">></span> FLAGS: -h, --help Prints <span class="pl-c1">help</span> information -V, --version Prints version information OPTIONS: --colormode <span class="pl-k"><</span>color_mode<span class="pl-k">></span> True color image <span class="pl-s"><span class="pl-pds">`</span>color<span class="pl-pds">`</span></span> (default) or Binary image <span class="pl-s"><span class="pl-pds">`</span>bw<span class="pl-pds">`</span></span> -p, --color_precision <span class="pl-k"><</span>color_precision<span class="pl-k">></span> Number of significant bits to use <span class="pl-k">in</span> an RGB channel -c, --corner_threshold <span class="pl-k"><</span>corner_threshold<span class="pl-k">></span> Minimum momentary angle (degree) to be considered a corner -f, --filter_speckle <span class="pl-k"><</span>filter_speckle<span class="pl-k">></span> Discard patches smaller than X px <span class="pl-k">in</span> size -g, --gradient_step <span class="pl-k"><</span>gradient_step<span class="pl-k">></span> Color difference between gradient layers --hierarchical <span class="pl-k"><</span>hierarchical<span class="pl-k">></span> Hierarchical clustering <span class="pl-s"><span class="pl-pds">`</span>stacked<span class="pl-pds">`</span></span> (default) or non-stacked <span class="pl-s"><span class="pl-pds">`</span>cutout<span class="pl-pds">`</span></span>. Only applies to color mode. -i, --input <span class="pl-k"><</span>input<span class="pl-k">></span> Path to input raster image -m, --mode <span class="pl-k"><</span>mode<span class="pl-k">></span> Curver fitting mode <span class="pl-s"><span class="pl-pds">`</span>pixel<span class="pl-pds">`</span></span>, <span class="pl-s"><span class="pl-pds">`</span>polygon<span class="pl-pds">`</span></span>, <span class="pl-s"><span class="pl-pds">`</span>spline<span class="pl-pds">`</span></span> -o, --output <span class="pl-k"><</span>output<span class="pl-k">></span> Path to output vector graphics --path_precision <span class="pl-k"><</span>path_precision<span class="pl-k">></span> Number of decimal places to use <span class="pl-k">in</span> path string --preset <span class="pl-k"><</span>preset<span class="pl-k">></span> Use one of the preset configs <span class="pl-s"><span class="pl-pds">`</span>bw<span class="pl-pds">`</span></span>, <span class="pl-s"><span class="pl-pds">`</span>poster<span class="pl-pds">`</span></span>, <span class="pl-s"><span class="pl-pds">`</span>photo<span class="pl-pds">`</span></span> -l, --segment_length <span class="pl-k"><</span>segment_length<span class="pl-k">></span> Perform iterative subdivide smooth <span class="pl-k">until</span> all segments are shorter than this length -s, --splice_threshold <span class="pl-k"><</span>splice_threshold<span class="pl-k">></span> Minimum angle displacement (degree) to splice a spline</pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Downloads</h2><a id="user-content-downloads" class="anchor" aria-label="Permalink: Downloads" href="#downloads"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">You can download pre-built binaries from <a href="https://github.com/visioncortex/vtracer/releases">Releases</a>.</p> <p dir="auto">You can also install the program from source from <a href="https://crates.io/crates/vtracer" rel="nofollow">crates.io/vtracer</a>:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo install vtracer"><pre>cargo install vtracer</pre></div> <blockquote> <p dir="auto">You are strongly advised to not download from any other third-party sources</p> </blockquote> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Usage</h3><a id="user-content-usage" class="anchor" aria-label="Permalink: Usage" href="#usage"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="./vtracer --input input.jpg --output output.svg"><pre>./vtracer --input input.jpg --output output.svg</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Rust Library</h3><a id="user-content-rust-library" class="anchor" aria-label="Permalink: Rust Library" href="#rust-library"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">You can install <a href="https://crates.io/crates/vtracer" rel="nofollow"><code>vtracer</code></a> as a Rust library.</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo add vtracer"><pre>cargo add vtracer</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Python Library</h3><a id="user-content-python-library" class="anchor" aria-label="Permalink: Python Library" href="#python-library"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Since <code>0.6</code>, <a href="https://pypi.org/project/vtracer/" rel="nofollow"><code>vtracer</code></a> is also packaged as Python native extensions, thanks to the awesome <a href="https://github.com/PyO3/pyo3">pyo3</a> project.</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pip install vtracer"><pre>pip install vtracer</pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">In the wild</h2><a id="user-content-in-the-wild" class="anchor" aria-label="Permalink: In the wild" href="#in-the-wild"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">VTracer is used by the following products (open a PR to add yours):</p> <markdown-accessiblity-table><table> <tbody> <tr> <td><a href="https://logo.aliyun.com/logo#/name" rel="nofollow"><img src="/visioncortex/vtracer/raw/master/docs/images/aliyun-logo.png" width="250" style="max-width: 100%;"></a> <br>Smart logo design </td> <td></td> </tr> </tbody> </table></markdown-accessiblity-table> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Citations</h2><a id="user-content-citations" class="anchor" aria-label="Permalink: Citations" href="#citations"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">VTracer has since been cited by a few academic papers in computer graphics / vision research. Please kindly let us know if you have cited our work:</p> <ul dir="auto"> <li>SKILL 2023 <a href="https://www.researchgate.net/publication/374448489_Framework_to_Vectorize_Digital_Artworks_for_Physical_Fabrication_based_on_Geometric_Stylization_Techniques" rel="nofollow">Framework to Vectorize Digital Artworks for Physical Fabrication based on Geometric Stylization Techniques</a></li> <li>arXiv 2023 <a href="https://arxiv.org/abs/2306.06441" rel="nofollow">Image Vectorization: a Review</a></li> <li>arXiv 2023 <a href="https://arxiv.org/abs/2312.11556" rel="nofollow">StarVector: Generating Scalable Vector Graphics Code from Images</a></li> <li>arXiv 2024 <a href="https://arxiv.org/abs/2404.06479" rel="nofollow">Text-Based Reasoning About Vector Graphics</a></li> <li>arXiv 2024 <a href="https://openreview.net/pdf?id=pwlm6Po61I" rel="nofollow">Delving into LLMs' visual understanding ability using SVG to bridge image and text</a></li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">How did VTracer come about?</h2><a id="user-content-how-did-vtracer-come-about" class="anchor" aria-label="Permalink: How did VTracer come about?" href="#how-did-vtracer-come-about"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <blockquote> <p dir="auto">The following content is an excerpt from my <a href="https://github.com/visioncortex/memoir">unpublished memoir</a>.</p> </blockquote> <p dir="auto">At my teenage, two open source projects in the vector graphics space inspired me the most: Potrace and Anti-Grain Geometry (AGG).</p> <p dir="auto">Many years later, in 2020, I was developing a video processing engine. And it became evident that it requires way more investment to be commercially viable. So before abandoning the project, I wanted to publish <em>something</em> as open-source for posterity. At that time, I already developed a prototype vector graphics tracer. It can convert high-resolution scans of hand-drawn blueprints into vectors. But it can only process black and white images, and can only output polygons, not splines.</p> <p dir="auto">The plan was to fully develop the vectorizer: to handle color images and output splines. I recruited a very talented intern, <a href="https://github.com/shpun817">@shpun817</a>, to work on VTracer. I grafted the frontend of the video processing engine - the <a href="https://www.visioncortex.org/impression-docs#the-clustering-algorithm" rel="nofollow">"The Clustering Algorithm"</a> as the pre-processor.</p> <p dir="auto">Three months later, we published the first version on Reddit. Out of my surprise, the response of such an underwhelming project was overwhelming.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">What's next?</h2><a id="user-content-whats-next" class="anchor" aria-label="Permalink: What's next?" href="#whats-next"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">There are several things in my mind:</p> <ol dir="auto"> <li> <p dir="auto">Path simplification. Implement a post-process filter to the output paths to further reduce the number of splines.</p> </li> <li> <p dir="auto">Perfect cut-out mode. Right now in cut-out mode, the shapes do not share boundaries perfectly, but have seams.</p> </li> <li> <p dir="auto">Pencil tracing. Instead of tracing shapes as closed paths, may be we can attempt to skeletonize the shapes as open paths. The output would be clean, fixed width strokes.</p> </li> <li> <p dir="auto">Image cleaning. Right now the tracer works best on losslessly compressed pngs. If an image suffered from jpeg noises, it could impact the tracing quality. We might be able to develop a pre-filtering pass that denoises the input.</p> </li> </ol> <p dir="auto">If you are interested in working on them or willing to sponsor its development, feel free to get in touch.</p> </article></div></div></div></div></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-partial> <input type="hidden" data-csrf="true" value="YHeN5iOa9GCHpvNhJav4Ndi8W92uAkLxcZRMI9gLUeDx0lj8WfxYUI0DO13ay4gr7DSzPt1ns/vx7cSv/z6hSQ==" /> </div> <div data-view-component="true" class="Layout-sidebar"> <div class="BorderGrid about-margin" data-pjax> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <div class="hide-sm hide-md"> <h2 class="mb-3 h4">About</h2> <p class="f4 my-3"> Raster to Vector Graphics Converter </p> <div class="my-3 d-flex flex-items-center"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link flex-shrink-0 mr-2"> <path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path> </svg> <span class="flex-auto min-width-0 css-truncate css-truncate-target width-fit"> <a title="https://www.visioncortex.org/vtracer/" role="link" target="_blank" rel="noopener noreferrer nofollow" class="text-bold" href="https://www.visioncortex.org/vtracer/">www.visioncortex.org/vtracer/</a> </span> </div> <h3 class="sr-only">Topics</h3> <div class="my-3"> <div class="f6"> <a href="/topics/svg" title="Topic: svg" 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<strong>52</strong> watching</a> </div> <h3 class="sr-only">Forks</h3> <div class="mt-2"> <a href="/visioncortex/vtracer/forks" data-view-component="true" class="Link Link--muted"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo-forked mr-2"> <path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path> </svg> <strong>274</strong> forks</a> </div> <div class="mt-2"> <a class="Link--muted" href="/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fvisioncortex%2Fvtracer&report=visioncortex+%28user%29"> Report repository </a> </div> </div> </div> </div> <div class="BorderGrid-row"> <div 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0 0 0-.25.25ZM6 5a1 1 0 1 1 0 2 1 1 0 0 1 0-2Z"></path> </svg> <div class="ml-2 min-width-0"> <div class="d-flex"> <span class="css-truncate css-truncate-target text-bold mr-2" style="max-width: none;">0.6.4</span> <span title="Label: Latest" data-view-component="true" class="Label Label--success flex-shrink-0"> Latest </span> </div> <div class="text-small color-fg-muted"><relative-time datetime="2024-04-20T14:48:31Z" class="no-wrap">Apr 20, 2024</relative-time></div> </div> </a> <div data-view-component="true" class="mt-3"> <a text="small" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/visioncortex/vtracer/releases" data-view-component="true" class="Link">+ 10 releases</a></div> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3"> <a href="/orgs/visioncortex/packages?repo_name=vtracer" data-view-component="true" class="Link--primary no-underline Link d-flex flex-items-center">Packages <span title="0" 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