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GitHub - BioMedIA-MBZUAI/SALT: This repository contains the official source code for SALT: Parameter-Efficient Fine-Tuning via Singular Value Adaptation with Low-Rank Transformation.
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class="flex-1"> <button aria-label="Toggle navigation" aria-expanded="false" type="button" data-view-component="true" class="js-details-target js-nav-padding-recalculate js-header-menu-toggle Button--link Button--medium Button d-lg-none color-fg-inherit p-1"> <span class="Button-content"> <span class="Button-label"><div class="HeaderMenu-toggle-bar rounded my-1"></div> <div class="HeaderMenu-toggle-bar rounded my-1"></div> <div class="HeaderMenu-toggle-bar rounded my-1"></div></span> </span> </button> </div> <a class="mr-lg-3 color-fg-inherit flex-order-2 js-prevent-focus-on-mobile-nav" href="/" aria-label="Homepage" data-analytics-event="{"category":"Marketing nav","action":"click to go to homepage","label":"ref_page:Marketing;ref_cta:Logomark;ref_loc:Header"}"> <svg height="32" aria-hidden="true" viewBox="0 0 24 24" version="1.1" width="32" data-view-component="true" class="octicon octicon-mark-github"> <path d="M12 1C5.9225 1 1 5.9225 1 12C1 16.8675 4.14875 20.9787 8.52125 22.4362C9.07125 22.5325 9.2775 22.2025 9.2775 21.9137C9.2775 21.6525 9.26375 20.7862 9.26375 19.865C6.5 20.3737 5.785 19.1912 5.565 18.5725C5.44125 18.2562 4.905 17.28 4.4375 17.0187C4.0525 16.8125 3.5025 16.3037 4.42375 16.29C5.29 16.2762 5.90875 17.0875 6.115 17.4175C7.105 19.0812 8.68625 18.6137 9.31875 18.325C9.415 17.61 9.70375 17.1287 10.02 16.8537C7.5725 16.5787 5.015 15.63 5.015 11.4225C5.015 10.2262 5.44125 9.23625 6.1425 8.46625C6.0325 8.19125 5.6475 7.06375 6.2525 5.55125C6.2525 5.55125 7.17375 5.2625 9.2775 6.67875C10.1575 6.43125 11.0925 6.3075 12.0275 6.3075C12.9625 6.3075 13.8975 6.43125 14.7775 6.67875C16.8813 5.24875 17.8025 5.55125 17.8025 5.55125C18.4075 7.06375 18.0225 8.19125 17.9125 8.46625C18.6138 9.23625 19.04 10.2125 19.04 11.4225C19.04 15.6437 16.4688 16.5787 14.0213 16.8537C14.42 17.1975 14.7638 17.8575 14.7638 18.8887C14.7638 20.36 14.75 21.5425 14.75 21.9137C14.75 22.2025 14.9563 22.5462 15.5063 22.4362C19.8513 20.9787 23 16.8537 23 12C23 5.9225 18.0775 1 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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 .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" data-analytics-event="{"location":"navbar","action":"security","context":"product","tag":"link","label":"security_link_product_navbar"}" href="https://github.com/features/security"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon 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</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 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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" aria-labelledby="product-explore-heading"> 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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 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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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Parameter-Efficient Fine-Tuning via Singular Value Adaptation with Low-Rank Transformation\u003c/h1\u003e\u003ca id=\"user-content-salt-parameter-efficient-fine-tuning-via-singular-value-adaptation-with-low-rank-transformation\" class=\"anchor\" aria-label=\"Permalink: SALT: Parameter-Efficient Fine-Tuning via Singular Value Adaptation with Low-Rank Transformation\" href=\"#salt-parameter-efficient-fine-tuning-via-singular-value-adaptation-with-low-rank-transformation\"\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\"\u003eSALT is a novel Parameter-Efficient Fine-Tuning (PEFT) method designed to adapt large-scale foundation models—especially \u003cstrong\u003eSegment Anything Model (SAM)\u003c/strong\u003e—to domain-specific tasks such as \u003cstrong\u003emedical image segmentation\u003c/strong\u003e. With SALT, you can achieve \u003cstrong\u003estate-of-the-art\u003c/strong\u003e segmentation performance while training \u003cstrong\u003eonly a small percentage of parameters\u003c/strong\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/BioMedIA-MBZUAI/SALT/blob/main/images/method.png\"\u003e\u003cimg src=\"/BioMedIA-MBZUAI/SALT/raw/main/images/method.png\" alt=\"Methodology\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTable of Contents\u003c/h2\u003e\u003ca id=\"user-content-table-of-contents\" class=\"anchor\" aria-label=\"Permalink: Table of Contents\" href=\"#table-of-contents\"\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\u003col dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"#key-features\"\u003eKey Features\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#installation\"\u003eInstallation\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#datasets\"\u003eDatasets\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#repository-structure\"\u003eRepository Structure\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#usage\"\u003eUsage\u003c/a\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"#1-configuration-files\"\u003e1. Configuration Files\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#2-training\"\u003e2. Training\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#command-examples\"\u003eCommand Examples\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#performance-highlights\"\u003ePerformance Highlights\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#citations\"\u003eCitations\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#license\"\u003eLicense\u003c/a\u003e\u003c/li\u003e\n\u003c/ol\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eKey Features\u003c/h2\u003e\u003ca id=\"user-content-key-features\" class=\"anchor\" aria-label=\"Permalink: Key Features\" href=\"#key-features\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e🌟 \u003cstrong\u003eHybrid PEFT\u003c/strong\u003e\u003cbr\u003e\nMerges SVD-based parameter updates for top singular values with LoRA for the residual subspace.\u003c/li\u003e\n\u003cli\u003e📈 \u003cstrong\u003eParameter Efficiency\u003c/strong\u003e\u003cbr\u003e\nYields SOTA performance with as little as \u003cstrong\u003e3.9%\u003c/strong\u003e of total parameters being trainable.\u003c/li\u003e\n\u003cli\u003e🔬 \u003cstrong\u003eRobust Medical Adaptation\u003c/strong\u003e\u003cbr\u003e\nOutperforms other PEFT methods (LoRA, S-SAM) by \u003cstrong\u003e2–5%\u003c/strong\u003e in Dice scores across challenging medical datasets.\u003c/li\u003e\n\u003cli\u003e🔧 \u003cstrong\u003eEasy Integration\u003c/strong\u003e\u003cbr\u003e\nProvided as a drop-in module for existing SAM pipelines, requiring minimal code changes.\u003c/li\u003e\n\u003c/ul\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eInstallation\u003c/h2\u003e\u003ca id=\"user-content-installation\" class=\"anchor\" aria-label=\"Permalink: Installation\" href=\"#installation\"\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\u003col dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eClone this repository\u003c/strong\u003e :cloning:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"git clone https://github.com/YourUsername/SALT.git\ncd SALT\"\u003e\u003cpre\u003egit clone https://github.com/YourUsername/SALT.git\n\u003cspan class=\"pl-c1\"\u003ecd\u003c/span\u003e SALT\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eSet up a Conda environment\u003c/strong\u003e 🐍\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"conda env create -f SALT_env.yml\nconda activate SALT\"\u003e\u003cpre\u003econda env create -f SALT_env.yml\nconda activate SALT\u003c/pre\u003e\u003c/div\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote:\u003c/strong\u003e Verify or modify the packages in \u003ccode\u003eSALT_env.yml\u003c/code\u003e as required (e.g., PyTorch version, CUDA, etc.).\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDatasets\u003c/h2\u003e\u003ca id=\"user-content-datasets\" class=\"anchor\" aria-label=\"Permalink: Datasets\" href=\"#datasets\"\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\"\u003eBelow are the five medical imaging datasets highlighted in our experiments. Each dataset can be found on Hugging Face:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e🟢: \u003cstrong\u003e\u003ca href=\"https://huggingface.co/datasets/pythn/ROSE\" rel=\"nofollow\"\u003eROSE\u003c/a\u003e\u003c/strong\u003e (Retinal OCT Angiography)\u003c/li\u003e\n\u003cli\u003e🔵: \u003cstrong\u003e\u003ca href=\"https://huggingface.co/datasets/pythn/ARCADE\" rel=\"nofollow\"\u003eARCADE\u003c/a\u003e\u003c/strong\u003e (Coronary Artery Segmentation)\u003c/li\u003e\n\u003cli\u003e🟠: \u003cstrong\u003e\u003ca href=\"https://huggingface.co/datasets/pythn/drive\" rel=\"nofollow\"\u003eDRIVE\u003c/a\u003e\u003c/strong\u003e (Retinal Vessel Segmentation)\u003c/li\u003e\n\u003cli\u003e🟡: \u003cstrong\u003e\u003ca href=\"https://huggingface.co/datasets/pythn/DIAS\" rel=\"nofollow\"\u003eDIAS\u003c/a\u003e\u003c/strong\u003e (Dynamic Digital Subtraction Angiography)\u003c/li\u003e\n\u003cli\u003e🔴: \u003cstrong\u003e\u003ca href=\"https://huggingface.co/datasets/pythn/DB\" rel=\"nofollow\"\u003eXray-Angio\u003c/a\u003e\u003c/strong\u003e (Occluded Vessel Segmentation)\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003ePlease organize each dataset as follows:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"dataset_name/\n├── images/ # Folder containing image files\n├── masks/ # Folder containing segmentation masks\n└── data_split.csv # CSV specifying [imgs, split] columns for train/val/test\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003edataset_name/\n├── images/ # Folder containing image files\n├── masks/ # Folder containing segmentation masks\n└── data_split.csv # CSV specifying [imgs, split] columns for train/val/test\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eTip:\u003c/strong\u003e Make sure the file paths in \u003ccode\u003edata_split.csv\u003c/code\u003e correspond exactly to those in the \u003ccode\u003eimages/\u003c/code\u003e and \u003ccode\u003emasks/\u003c/code\u003e folders.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRepository Structure\u003c/h2\u003e\u003ca id=\"user-content-repository-structure\" class=\"anchor\" aria-label=\"Permalink: Repository Structure\" href=\"#repository-structure\"\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\"\u003eHere's a simplified overview of the repository and the purpose of each major file:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"AllinonSAM/\n├── main.py # Entry point for training/testing SALT\n├── model.py # Model definitions (Prompt_Adapted_SAM, Prompt_Adapted_SAM2)\n├── train.py # Core training loop and helper functions\n├── test.py # Evaluation and metrics computation\n├── datasets/\n│ └── data.py # Custom Dataset (GeneralDataset) and data loader logic\n├── utils.py # Dice, Focal, and other loss functions\n├── data_transforms/\n│ ├── data_transforms.py # Contains Data_Transform class\n├── prompt_adapted_SAM2/\n│ ├── .... # Contains the implementation for Prompt Adapted SAM 2 along with LoRA , SVD , SALT layers.\n├── prompt_adapted_segment_anything/\n│ ├── .... # Contains the implementation for Prompt Adapted SAM along with LoRA , SVD , SALT layers.\n├── SALT_env.yml\n└── config_data.yml # Contains example data set configuration\n└── SALT_config.yml # Contains example model and training configuration\n└── ... # Other complementary files for doing model analysis, submitting jobs,...etc\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003eAllinonSAM/\n├── main.py # Entry point for training/testing SALT\n├── model.py # Model definitions (Prompt_Adapted_SAM, Prompt_Adapted_SAM2)\n├── train.py # Core training loop and helper functions\n├── test.py # Evaluation and metrics computation\n├── datasets/\n│ └── data.py # Custom Dataset (GeneralDataset) and data loader logic\n├── utils.py # Dice, Focal, and other loss functions\n├── data_transforms/\n│ ├── data_transforms.py # Contains Data_Transform class\n├── prompt_adapted_SAM2/\n│ ├── .... # Contains the implementation for Prompt Adapted SAM 2 along with LoRA , SVD , SALT layers.\n├── prompt_adapted_segment_anything/\n│ ├── .... # Contains the implementation for Prompt Adapted SAM along with LoRA , SVD , SALT layers.\n├── SALT_env.yml\n└── config_data.yml # Contains example data set configuration\n└── SALT_config.yml # Contains example model and training configuration\n└── ... # Other complementary files for doing model analysis, submitting jobs,...etc\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ccode\u003emain.py\u003c/code\u003e\u003c/strong\u003e\u003cbr\u003e\nParses command-line arguments, loads datasets, sets up models, and invokes training or testing.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ccode\u003emodel.py\u003c/code\u003e\u003c/strong\u003e\u003cbr\u003e\nHouses the \u003ccode\u003ePrompt_Adapted_SAM\u003c/code\u003e and \u003ccode\u003ePrompt_Adapted_SAM2\u003c/code\u003e classes, plus SALT/LoRA logic.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ccode\u003etrain.py\u003c/code\u003e\u003c/strong\u003e\u003cbr\u003e\nContains the main training function, optimization loops, checkpoint saving, etc.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ccode\u003etest.py\u003c/code\u003e\u003c/strong\u003e\u003cbr\u003e\nHandles inference and computing evaluation metrics (e.g., Dice, HD95).\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ccode\u003edata/data.py\u003c/code\u003e\u003c/strong\u003e\u003cbr\u003e\nImplements the \u003ccode\u003eGeneralDataset\u003c/code\u003e for image-mask pair loading and augmentation.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ccode\u003eutils/losses.py\u003c/code\u003e\u003c/strong\u003e\u003cbr\u003e\nProvides a variety of segmentation loss functions (Dice, BCE, Focal, WeightedCE).\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUsage\u003c/h2\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=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e1. Configuration Files\u003c/h3\u003e\u003ca id=\"user-content-1-configuration-files\" class=\"anchor\" aria-label=\"Permalink: 1. Configuration Files\" href=\"#1-configuration-files\"\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’ll need two primary YAML files:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eData Config (\u003ccode\u003econfig_data.yaml\u003c/code\u003e)\u003c/strong\u003e\u003cbr\u003e\nDefines your dataset root path, transforms, image size, label definitions, etc. Example:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-yaml notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"data_transforms:\n a_min: 0\n a_max: 255\n img_size: 512\n ...\ndata:\n root_path: '/path/to/ROSE'\n data_split_csv: '/path/to/ROSE/data_split.csv'\n label_list: [0, 1]\n label_names: [\u0026quot;Background\u0026quot;, \u0026quot;Vein\u0026quot;]\n ...\"\u003e\u003cpre\u003e\u003cspan class=\"pl-ent\"\u003edata_transforms\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003ea_min\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e0\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003ea_max\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e255\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003eimg_size\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e512\u003c/span\u003e\n \u003cspan class=\"pl-s\"\u003e...\u003c/span\u003e\n\u003cspan class=\"pl-ent\"\u003edata\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003eroot_path\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e/path/to/ROSE\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003edata_split_csv\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e/path/to/ROSE/data_split.csv\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003elabel_list\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e[0, 1]\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003elabel_names\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e[\"Background\", \"Vein\"]\u003c/span\u003e\n \u003cspan class=\"pl-s\"\u003e...\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eModel Config (\u003ccode\u003eSALT_config.yaml\u003c/code\u003e)\u003c/strong\u003e\u003cbr\u003e\nSpecifies model settings, optimizer, LoRA/SALT ranks, etc. Example:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-yaml notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"sam:\n img_size: 512\n num_classes: 2\n sam_type: \u0026quot;base\u0026quot;\n\ntraining:\n optimizer: 'adamw'\n lr: 1e-4\n batch_size: 8\n num_epochs: 200\n ...\nft:\n type: 'svd' # Could be 'svd', 'lora', or 'salt'\n svd_rank_linear: 0\n svd_rank_conv2d: 0\n r_lora: 4\"\u003e\u003cpre\u003e\u003cspan class=\"pl-ent\"\u003esam\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003eimg_size\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e512\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003enum_classes\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e2\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003esam_type\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003ebase\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e\n\n\u003cspan class=\"pl-ent\"\u003etraining\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003eoptimizer\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003eadamw\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003elr\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e1e-4\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003ebatch_size\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e8\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003enum_epochs\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e200\u003c/span\u003e\n \u003cspan class=\"pl-s\"\u003e...\u003c/span\u003e\n\u003cspan class=\"pl-ent\"\u003eft\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003etype\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003esvd\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e\u003c/span\u003e \u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e Could be 'svd', 'lora', or 'salt'\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003esvd_rank_linear\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e0\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003esvd_rank_conv2d\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e0\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003er_lora\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e4\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e2. Training\u003c/h3\u003e\u003ca id=\"user-content-2-training\" class=\"anchor\" aria-label=\"Permalink: 2. Training\" href=\"#2-training\"\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\"\u003eUse the script \u003ccode\u003emain.py\u003c/code\u003e to train. Key flags include:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003e--data_config\u003c/code\u003e: path to YAML for data\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003e--model_config\u003c/code\u003e: path to YAML for model and training hyperparameters\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003e--pretrained_path\u003c/code\u003e: path to your SAM checkpoint (if applicable)\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003e--save_path\u003c/code\u003e: where to store trained weights\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003e--training_strategy\u003c/code\u003e: one of \u003ccode\u003e[salt, svdbiastuning, biastuning, lora]\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eFor example:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python main.py \\\n --data_config configs/config_data.yaml \\\n --model_config configs/SALT_config.yaml \\\n --pretrained_path /path/to/sam_checkpoint.pth \\\n --save_path checkpoints/salt_model.pth \\\n --training_strategy salt \\\n --device cuda:0\"\u003e\u003cpre\u003epython main.py \\\n --data_config configs/config_data.yaml \\\n --model_config configs/SALT_config.yaml \\\n --pretrained_path /path/to/sam_checkpoint.pth \\\n --save_path checkpoints/salt_model.pth \\\n --training_strategy salt \\\n --device cuda:0\u003c/pre\u003e\u003c/div\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote:\u003c/strong\u003e You may need to adjust \u003ccode\u003edevice\u003c/code\u003e based on your system (e.g., \u003ccode\u003e\"cuda:1\"\u003c/code\u003e or \u003ccode\u003e\"cpu\"\u003c/code\u003e).\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCommand Examples\u003c/h2\u003e\u003ca id=\"user-content-command-examples\" class=\"anchor\" aria-label=\"Permalink: Command Examples\" href=\"#command-examples\"\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\u003col dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eTraining with SALT\u003c/strong\u003e ✨\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python main.py \\\n --data_config configs/config_data.yaml \\\n --model_config configs/SALT_config.yaml \\\n --pretrained_path /path/to/sam_checkpoint.pth \\\n --save_path checkpoints/salt_model.pth \\\n --training_strategy salt \\\n --device cuda:0\"\u003e\u003cpre\u003epython main.py \\\n --data_config configs/config_data.yaml \\\n --model_config configs/SALT_config.yaml \\\n --pretrained_path /path/to/sam_checkpoint.pth \\\n --save_path checkpoints/salt_model.pth \\\n --training_strategy salt \\\n --device cuda:0\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eTraining with LoRA\u003c/strong\u003e 🎉\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python main.py \\\n --data_config configs/config_data.yaml \\\n --model_config configs/SALT_config.yaml \\\n --pretrained_path /path/to/sam_checkpoint.pth \\\n --save_path checkpoints/lora_model.pth \\\n --training_strategy lora \\\n --device cuda:0\"\u003e\u003cpre\u003epython main.py \\\n --data_config configs/config_data.yaml \\\n --model_config configs/SALT_config.yaml \\\n --pretrained_path /path/to/sam_checkpoint.pth \\\n --save_path checkpoints/lora_model.pth \\\n --training_strategy lora \\\n --device cuda:0\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePerformance Highlights\u003c/h2\u003e\u003ca id=\"user-content-performance-highlights\" class=\"anchor\" aria-label=\"Permalink: Performance Highlights\" href=\"#performance-highlights\"\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\"\u003eHere’s a brief summary of SALT’s performance versus other PEFT methods:\u003c/p\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003e\u003cstrong\u003eMethod\u003c/strong\u003e\u003c/th\u003e\n\u003cth\u003e\u003cstrong\u003eAvg. Dice\u003c/strong\u003e\u003c/th\u003e\n\u003cth\u003e\u003cstrong\u003eAvg. HD95\u003c/strong\u003e\u003c/th\u003e\n\u003cth\u003e\u003cstrong\u003eTrainable Params\u003c/strong\u003e\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003eLoRA (rank=256)\u003c/td\u003e\n\u003ctd\u003e0.70\u003c/td\u003e\n\u003ctd\u003e25.94\u003c/td\u003e\n\u003ctd\u003e14.08%\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eS-SAM\u003c/td\u003e\n\u003ctd\u003e0.71\u003c/td\u003e\n\u003ctd\u003e30.12\u003c/td\u003e\n\u003ctd\u003e0.40%\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003cstrong\u003eSALT (Ours)\u003c/strong\u003e\u003c/td\u003e\n\u003ctd\u003e\u003cstrong\u003e0.74\u003c/strong\u003e\u003c/td\u003e\n\u003ctd\u003e\u003cstrong\u003e23.87\u003c/strong\u003e\u003c/td\u003e\n\u003ctd\u003e\u003cstrong\u003e3.90%\u003c/strong\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cp dir=\"auto\"\u003e🔥: \u003cstrong\u003eSALT\u003c/strong\u003e provides the best Dice and HD95 among these PEFT methods, striking a strong balance between accuracy and parameter efficiency.\u003c/p\u003e\n\u003chr\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\"\u003eComing Soon...\u003c/p\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLicense\u003c/h2\u003e\u003ca id=\"user-content-license\" class=\"anchor\" aria-label=\"Permalink: License\" href=\"#license\"\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\"\u003eThis project is released under the \u003ca href=\"/BioMedIA-MBZUAI/SALT/blob/main/LICENSE\"\u003eMIT License\u003c/a\u003e.\u003cbr\u003e\nYou are free to use, modify, and distribute this software; see the LICENSE file for details.\u003c/p\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":1,"text":"SALT: Parameter-Efficient Fine-Tuning via Singular Value Adaptation with Low-Rank Transformation","anchor":"salt-parameter-efficient-fine-tuning-via-singular-value-adaptation-with-low-rank-transformation","htmlText":"SALT: Parameter-Efficient Fine-Tuning via Singular Value Adaptation with Low-Rank Transformation"},{"level":2,"text":"Table of Contents","anchor":"table-of-contents","htmlText":"Table of Contents"},{"level":2,"text":"Key Features","anchor":"key-features","htmlText":"Key Features"},{"level":2,"text":"Installation","anchor":"installation","htmlText":"Installation"},{"level":2,"text":"Datasets","anchor":"datasets","htmlText":"Datasets"},{"level":2,"text":"Repository Structure","anchor":"repository-structure","htmlText":"Repository Structure"},{"level":2,"text":"Usage","anchor":"usage","htmlText":"Usage"},{"level":3,"text":"1. Configuration Files","anchor":"1-configuration-files","htmlText":"1. Configuration Files"},{"level":3,"text":"2. Training","anchor":"2-training","htmlText":"2. Training"},{"level":2,"text":"Command Examples","anchor":"command-examples","htmlText":"Command Examples"},{"level":2,"text":"Performance Highlights","anchor":"performance-highlights","htmlText":"Performance Highlights"},{"level":2,"text":"Citations","anchor":"citations","htmlText":"Citations"},{"level":2,"text":"License","anchor":"license","htmlText":"License"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2FBioMedIA-MBZUAI%2FSALT"}}],"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 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0-1.5ZM2 14a1 1 0 1 1 0-2 1 1 0 0 1 0 2Zm1-6a1 1 0 1 1-2 0 1 1 0 0 1 2 0ZM2 4a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path></svg></button></div><div class="Box-sc-g0xbh4-0 QkQOb js-snippet-clipboard-copy-unpositioned undefined" data-hpc="true"><article class="markdown-body entry-content container-lg" itemprop="text"><div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">SALT: Parameter-Efficient Fine-Tuning via Singular Value Adaptation with Low-Rank Transformation</h1><a id="user-content-salt-parameter-efficient-fine-tuning-via-singular-value-adaptation-with-low-rank-transformation" class="anchor" aria-label="Permalink: SALT: Parameter-Efficient Fine-Tuning via Singular Value Adaptation with Low-Rank Transformation" href="#salt-parameter-efficient-fine-tuning-via-singular-value-adaptation-with-low-rank-transformation"><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">SALT is a novel Parameter-Efficient Fine-Tuning (PEFT) method designed to adapt large-scale foundation models—especially <strong>Segment Anything Model (SAM)</strong>—to domain-specific tasks such as <strong>medical image segmentation</strong>. With SALT, you can achieve <strong>state-of-the-art</strong> segmentation performance while training <strong>only a small percentage of parameters</strong>.</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer" href="/BioMedIA-MBZUAI/SALT/blob/main/images/method.png"><img src="/BioMedIA-MBZUAI/SALT/raw/main/images/method.png" alt="Methodology" style="max-width: 100%;"></a></p> <hr> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Table of Contents</h2><a id="user-content-table-of-contents" class="anchor" aria-label="Permalink: Table of Contents" href="#table-of-contents"><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> <ol dir="auto"> <li><a href="#key-features">Key Features</a></li> <li><a href="#installation">Installation</a></li> <li><a href="#datasets">Datasets</a></li> <li><a href="#repository-structure">Repository Structure</a></li> <li><a href="#usage">Usage</a> <ul dir="auto"> <li><a href="#1-configuration-files">1. Configuration Files</a></li> <li><a href="#2-training">2. Training</a></li> </ul> </li> <li><a href="#command-examples">Command Examples</a></li> <li><a href="#performance-highlights">Performance Highlights</a></li> <li><a href="#citations">Citations</a></li> <li><a href="#license">License</a></li> </ol> <hr> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Key Features</h2><a id="user-content-key-features" class="anchor" aria-label="Permalink: Key Features" href="#key-features"><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> <ul dir="auto"> <li>🌟 <strong>Hybrid PEFT</strong><br> Merges SVD-based parameter updates for top singular values with LoRA for the residual subspace.</li> <li>📈 <strong>Parameter Efficiency</strong><br> Yields SOTA performance with as little as <strong>3.9%</strong> of total parameters being trainable.</li> <li>🔬 <strong>Robust Medical Adaptation</strong><br> Outperforms other PEFT methods (LoRA, S-SAM) by <strong>2–5%</strong> in Dice scores across challenging medical datasets.</li> <li>🔧 <strong>Easy Integration</strong><br> Provided as a drop-in module for existing SAM pipelines, requiring minimal code changes.</li> </ul> <hr> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Installation</h2><a id="user-content-installation" class="anchor" aria-label="Permalink: Installation" href="#installation"><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> <ol dir="auto"> <li> <p dir="auto"><strong>Clone this repository</strong> :cloning:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="git clone https://github.com/YourUsername/SALT.git cd SALT"><pre>git clone https://github.com/YourUsername/SALT.git <span class="pl-c1">cd</span> SALT</pre></div> </li> <li> <p dir="auto"><strong>Set up a Conda environment</strong> 🐍</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="conda env create -f SALT_env.yml conda activate SALT"><pre>conda env create -f SALT_env.yml conda activate SALT</pre></div> <blockquote> <p dir="auto"><strong>Note:</strong> Verify or modify the packages in <code>SALT_env.yml</code> as required (e.g., PyTorch version, CUDA, etc.).</p> </blockquote> </li> </ol> <hr> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Datasets</h2><a id="user-content-datasets" class="anchor" aria-label="Permalink: Datasets" href="#datasets"><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">Below are the five medical imaging datasets highlighted in our experiments. Each dataset can be found on Hugging Face:</p> <ul dir="auto"> <li>🟢: <strong><a href="https://huggingface.co/datasets/pythn/ROSE" rel="nofollow">ROSE</a></strong> (Retinal OCT Angiography)</li> <li>🔵: <strong><a href="https://huggingface.co/datasets/pythn/ARCADE" rel="nofollow">ARCADE</a></strong> (Coronary Artery Segmentation)</li> <li>🟠: <strong><a href="https://huggingface.co/datasets/pythn/drive" rel="nofollow">DRIVE</a></strong> (Retinal Vessel Segmentation)</li> <li>🟡: <strong><a href="https://huggingface.co/datasets/pythn/DIAS" rel="nofollow">DIAS</a></strong> (Dynamic Digital Subtraction Angiography)</li> <li>🔴: <strong><a href="https://huggingface.co/datasets/pythn/DB" rel="nofollow">Xray-Angio</a></strong> (Occluded Vessel Segmentation)</li> </ul> <p dir="auto">Please organize each dataset as follows:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="dataset_name/ ├── images/ # Folder containing image files ├── masks/ # Folder containing segmentation masks └── data_split.csv # CSV specifying [imgs, split] columns for train/val/test"><pre class="notranslate"><code>dataset_name/ ├── images/ # Folder containing image files ├── masks/ # Folder containing segmentation masks └── data_split.csv # CSV specifying [imgs, split] columns for train/val/test </code></pre></div> <blockquote> <p dir="auto"><strong>Tip:</strong> Make sure the file paths in <code>data_split.csv</code> correspond exactly to those in the <code>images/</code> and <code>masks/</code> folders.</p> </blockquote> <hr> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Repository Structure</h2><a id="user-content-repository-structure" class="anchor" aria-label="Permalink: Repository Structure" href="#repository-structure"><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">Here's a simplified overview of the repository and the purpose of each major file:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="AllinonSAM/ ├── main.py # Entry point for training/testing SALT ├── model.py # Model definitions (Prompt_Adapted_SAM, Prompt_Adapted_SAM2) ├── train.py # Core training loop and helper functions ├── test.py # Evaluation and metrics computation ├── datasets/ │ └── data.py # Custom Dataset (GeneralDataset) and data loader logic ├── utils.py # Dice, Focal, and other loss functions ├── data_transforms/ │ ├── data_transforms.py # Contains Data_Transform class ├── prompt_adapted_SAM2/ │ ├── .... # Contains the implementation for Prompt Adapted SAM 2 along with LoRA , SVD , SALT layers. ├── prompt_adapted_segment_anything/ │ ├── .... # Contains the implementation for Prompt Adapted SAM along with LoRA , SVD , SALT layers. ├── SALT_env.yml └── config_data.yml # Contains example data set configuration └── SALT_config.yml # Contains example model and training configuration └── ... # Other complementary files for doing model analysis, submitting jobs,...etc"><pre class="notranslate"><code>AllinonSAM/ ├── main.py # Entry point for training/testing SALT ├── model.py # Model definitions (Prompt_Adapted_SAM, Prompt_Adapted_SAM2) ├── train.py # Core training loop and helper functions ├── test.py # Evaluation and metrics computation ├── datasets/ │ └── data.py # Custom Dataset (GeneralDataset) and data loader logic ├── utils.py # Dice, Focal, and other loss functions ├── data_transforms/ │ ├── data_transforms.py # Contains Data_Transform class ├── prompt_adapted_SAM2/ │ ├── .... # Contains the implementation for Prompt Adapted SAM 2 along with LoRA , SVD , SALT layers. ├── prompt_adapted_segment_anything/ │ ├── .... # Contains the implementation for Prompt Adapted SAM along with LoRA , SVD , SALT layers. ├── SALT_env.yml └── config_data.yml # Contains example data set configuration └── SALT_config.yml # Contains example model and training configuration └── ... # Other complementary files for doing model analysis, submitting jobs,...etc </code></pre></div> <ul dir="auto"> <li> <p dir="auto"><strong><code>main.py</code></strong><br> Parses command-line arguments, loads datasets, sets up models, and invokes training or testing.</p> </li> <li> <p dir="auto"><strong><code>model.py</code></strong><br> Houses the <code>Prompt_Adapted_SAM</code> and <code>Prompt_Adapted_SAM2</code> classes, plus SALT/LoRA logic.</p> </li> <li> <p dir="auto"><strong><code>train.py</code></strong><br> Contains the main training function, optimization loops, checkpoint saving, etc.</p> </li> <li> <p dir="auto"><strong><code>test.py</code></strong><br> Handles inference and computing evaluation metrics (e.g., Dice, HD95).</p> </li> <li> <p dir="auto"><strong><code>data/data.py</code></strong><br> Implements the <code>GeneralDataset</code> for image-mask pair loading and augmentation.</p> </li> <li> <p dir="auto"><strong><code>utils/losses.py</code></strong><br> Provides a variety of segmentation loss functions (Dice, BCE, Focal, WeightedCE).</p> </li> </ul> <hr> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Usage</h2><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="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">1. Configuration Files</h3><a id="user-content-1-configuration-files" class="anchor" aria-label="Permalink: 1. Configuration Files" href="#1-configuration-files"><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’ll need two primary YAML files:</p> <ol dir="auto"> <li> <p dir="auto"><strong>Data Config (<code>config_data.yaml</code>)</strong><br> Defines your dataset root path, transforms, image size, label definitions, etc. Example:</p> <div class="highlight highlight-source-yaml notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="data_transforms: a_min: 0 a_max: 255 img_size: 512 ... data: root_path: '/path/to/ROSE' data_split_csv: '/path/to/ROSE/data_split.csv' label_list: [0, 1] label_names: ["Background", "Vein"] ..."><pre><span class="pl-ent">data_transforms</span>: <span class="pl-ent">a_min</span>: <span class="pl-c1">0</span> <span class="pl-ent">a_max</span>: <span class="pl-c1">255</span> <span class="pl-ent">img_size</span>: <span class="pl-c1">512</span> <span class="pl-s">...</span> <span class="pl-ent">data</span>: <span class="pl-ent">root_path</span>: <span class="pl-s"><span class="pl-pds">'</span>/path/to/ROSE<span class="pl-pds">'</span></span> <span class="pl-ent">data_split_csv</span>: <span class="pl-s"><span class="pl-pds">'</span>/path/to/ROSE/data_split.csv<span class="pl-pds">'</span></span> <span class="pl-ent">label_list</span>: <span class="pl-s">[0, 1]</span> <span class="pl-ent">label_names</span>: <span class="pl-s">["Background", "Vein"]</span> <span class="pl-s">...</span></pre></div> </li> <li> <p dir="auto"><strong>Model Config (<code>SALT_config.yaml</code>)</strong><br> Specifies model settings, optimizer, LoRA/SALT ranks, etc. Example:</p> <div class="highlight highlight-source-yaml notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="sam: img_size: 512 num_classes: 2 sam_type: "base" training: optimizer: 'adamw' lr: 1e-4 batch_size: 8 num_epochs: 200 ... ft: type: 'svd' # Could be 'svd', 'lora', or 'salt' svd_rank_linear: 0 svd_rank_conv2d: 0 r_lora: 4"><pre><span class="pl-ent">sam</span>: <span class="pl-ent">img_size</span>: <span class="pl-c1">512</span> <span class="pl-ent">num_classes</span>: <span class="pl-c1">2</span> <span class="pl-ent">sam_type</span>: <span class="pl-s"><span class="pl-pds">"</span>base<span class="pl-pds">"</span></span> <span class="pl-ent">training</span>: <span class="pl-ent">optimizer</span>: <span class="pl-s"><span class="pl-pds">'</span>adamw<span class="pl-pds">'</span></span> <span class="pl-ent">lr</span>: <span class="pl-c1">1e-4</span> <span class="pl-ent">batch_size</span>: <span class="pl-c1">8</span> <span class="pl-ent">num_epochs</span>: <span class="pl-c1">200</span> <span class="pl-s">...</span> <span class="pl-ent">ft</span>: <span class="pl-ent">type</span>: <span class="pl-s"><span class="pl-pds">'</span>svd<span class="pl-pds">'</span></span> <span class="pl-c"><span class="pl-c">#</span> Could be 'svd', 'lora', or 'salt'</span> <span class="pl-ent">svd_rank_linear</span>: <span class="pl-c1">0</span> <span class="pl-ent">svd_rank_conv2d</span>: <span class="pl-c1">0</span> <span class="pl-ent">r_lora</span>: <span class="pl-c1">4</span></pre></div> </li> </ol> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">2. Training</h3><a id="user-content-2-training" class="anchor" aria-label="Permalink: 2. Training" href="#2-training"><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">Use the script <code>main.py</code> to train. Key flags include:</p> <ul dir="auto"> <li><code>--data_config</code>: path to YAML for data</li> <li><code>--model_config</code>: path to YAML for model and training hyperparameters</li> <li><code>--pretrained_path</code>: path to your SAM checkpoint (if applicable)</li> <li><code>--save_path</code>: where to store trained weights</li> <li><code>--training_strategy</code>: one of <code>[salt, svdbiastuning, biastuning, lora]</code></li> </ul> <p dir="auto">For example:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python main.py \ --data_config configs/config_data.yaml \ --model_config configs/SALT_config.yaml \ --pretrained_path /path/to/sam_checkpoint.pth \ --save_path checkpoints/salt_model.pth \ --training_strategy salt \ --device cuda:0"><pre>python main.py \ --data_config configs/config_data.yaml \ --model_config configs/SALT_config.yaml \ --pretrained_path /path/to/sam_checkpoint.pth \ --save_path checkpoints/salt_model.pth \ --training_strategy salt \ --device cuda:0</pre></div> <blockquote> <p dir="auto"><strong>Note:</strong> You may need to adjust <code>device</code> based on your system (e.g., <code>"cuda:1"</code> or <code>"cpu"</code>).</p> </blockquote> <hr> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Command Examples</h2><a id="user-content-command-examples" class="anchor" aria-label="Permalink: Command Examples" href="#command-examples"><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> <ol dir="auto"> <li><strong>Training with SALT</strong> ✨ <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python main.py \ --data_config configs/config_data.yaml \ --model_config configs/SALT_config.yaml \ --pretrained_path /path/to/sam_checkpoint.pth \ --save_path checkpoints/salt_model.pth \ --training_strategy salt \ --device cuda:0"><pre>python main.py \ --data_config configs/config_data.yaml \ --model_config configs/SALT_config.yaml \ --pretrained_path /path/to/sam_checkpoint.pth \ --save_path checkpoints/salt_model.pth \ --training_strategy salt \ --device cuda:0</pre></div> </li> <li><strong>Training with LoRA</strong> 🎉 <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python main.py \ --data_config configs/config_data.yaml \ --model_config configs/SALT_config.yaml \ --pretrained_path /path/to/sam_checkpoint.pth \ --save_path checkpoints/lora_model.pth \ --training_strategy lora \ --device cuda:0"><pre>python main.py \ --data_config configs/config_data.yaml \ --model_config configs/SALT_config.yaml \ --pretrained_path /path/to/sam_checkpoint.pth \ --save_path checkpoints/lora_model.pth \ --training_strategy lora \ --device cuda:0</pre></div> </li> </ol> <hr> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Performance Highlights</h2><a id="user-content-performance-highlights" class="anchor" aria-label="Permalink: Performance Highlights" href="#performance-highlights"><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">Here’s a brief summary of SALT’s performance versus other PEFT methods:</p> <markdown-accessiblity-table><table> <thead> <tr> <th><strong>Method</strong></th> <th><strong>Avg. Dice</strong></th> <th><strong>Avg. HD95</strong></th> <th><strong>Trainable Params</strong></th> </tr> </thead> <tbody> <tr> <td>LoRA (rank=256)</td> <td>0.70</td> <td>25.94</td> <td>14.08%</td> </tr> <tr> <td>S-SAM</td> <td>0.71</td> <td>30.12</td> <td>0.40%</td> </tr> <tr> <td><strong>SALT (Ours)</strong></td> <td><strong>0.74</strong></td> <td><strong>23.87</strong></td> <td><strong>3.90%</strong></td> </tr> </tbody> </table></markdown-accessiblity-table> <p dir="auto">🔥: <strong>SALT</strong> provides the best Dice and HD95 among these PEFT methods, striking a strong balance between accuracy and parameter efficiency.</p> <hr> <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">Coming Soon...</p> <hr> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">License</h2><a id="user-content-license" class="anchor" aria-label="Permalink: License" href="#license"><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">This project is released under the <a href="/BioMedIA-MBZUAI/SALT/blob/main/LICENSE">MIT License</a>.<br> You are free to use, modify, and distribute this software; see the LICENSE file for details.</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="7vfo14gKTfoXGIDczqbvgTFxN1Hny+DDa8ifW0J/tCzM2elSMVb6XFqZxgOw6PSb0goN0BJyW9hfyPfUKHECWg==" /> </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"> This repository contains the official source code for SALT: Parameter-Efficient Fine-Tuning via Singular Value Adaptation with Low-Rank Transformation. </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 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