Repository files navigation

Cell segmentation benchmark

Structure of this repository

  • cellseg_benchmark Function definitions (the package)
  • scripts Scripts for metric calculations and segmentation algorithms, incl. scripts/sbatch_utils for generating per-method sbatch scripts
  • notebooks Jupyter notebooks for development and analysis
  • configs Configuration files (e.g. VPT segmentation configs)
  • archive Symlink to raw MERSCOPE data on DSS
  • data Symlink to processed data on DSS

Development

We are using ruff and the ruff pre-commit hook to check and format the code and docstrings

Installation: Install ruff and pre-commit in your environment and install the pre-commit hooks for ruff defined in .pre-commit-config.yml

pip install ruff
pip install pre-commit
pre-commit install
# (optional: run against all files & fix any errors that are in your current codebase)
pre-commit run --all-files

Basic usage: The ruff config is located in pyproject.toml. See the ruff documentation of rules for all possible rules that we can enable / disable. As we have installed the pre-commit hook, ruff formatting and liniting will run automatically for all changed files whenever you do git commit. If there are errors, you will get a detailled messaged of the offending code and the error. Fix the errors, add the changed file and try to commit again.

You can also manually run the ruff formatter and checker on all files with:

ruff format
ruff check --fix

or

pre-commit run --all-files

If necessary, you can also temporarily disable all pre-commit hooks when committing by using the --no-verify flag with git commit.

About

Spatial Transcriptomics Cell Segmentation Benchmark

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2 stars

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2 watching

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Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Add copy buttons to all
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(function() {
function addCopyButtons() {
document.querySelectorAll('pre code').forEach(function(codeBlock) {
if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;
codeBlock.parentElement.setAttribute('data-copy-added', 'true');
var btn = document.createElement('button');
btn.textContent = 'Copy';
btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';
btn.onmouseover = function() { this.style.opacity = '1'; };
btn.onmouseout = function() { this.style.opacity = '0.7'; };
btn.onclick = function() {
navigator.clipboard.writeText(codeBlock.textContent).then(function() {
btn.textContent = 'Copied!';
setTimeout(function() { btn.textContent = 'Copy'; }, 1500);
});
};
codeBlock.parentElement.style.position = 'relative';
codeBlock.parentElement.appendChild(btn);
});
}
addCopyButtons();
// Re-run on dynamic content
var observer = new MutationObserver(addCopyButtons);
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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Repository files navigation

Cell segmentation benchmark

Structure of this repository

  • cellseg_benchmark Function definitions (the package)
  • scripts Scripts for metric calculations and segmentation algorithms, incl. scripts/sbatch_utils for generating per-method sbatch scripts
  • notebooks Jupyter notebooks for development and analysis
  • configs Configuration files (e.g. VPT segmentation configs)
  • archive Symlink to raw MERSCOPE data on DSS
  • data Symlink to processed data on DSS

Development

We are using ruff and the ruff pre-commit hook to check and format the code and docstrings

Installation: Install ruff and pre-commit in your environment and install the pre-commit hooks for ruff defined in .pre-commit-config.yml

pip install ruff
pip install pre-commit
pre-commit install
# (optional: run against all files & fix any errors that are in your current codebase)
pre-commit run --all-files

Basic usage: The ruff config is located in pyproject.toml. See the ruff documentation of rules for all possible rules that we can enable / disable. As we have installed the pre-commit hook, ruff formatting and liniting will run automatically for all changed files whenever you do git commit. If there are errors, you will get a detailled messaged of the offending code and the error. Fix the errors, add the changed file and try to commit again.

You can also manually run the ruff formatter and checker on all files with:

ruff format
ruff check --fix

or

pre-commit run --all-files

If necessary, you can also temporarily disable all pre-commit hooks when committing by using the --no-verify flag with git commit.

About

Spatial Transcriptomics Cell Segmentation Benchmark

Resources

Stars

2 stars

Watchers

2 watching

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Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Force GitHub README to respect dark mode (function() { var style = document.createElement('style'); style.textContent = ' .markdown-body { color-scheme: dark light; } .markdown-body pre { background: #161b22 !important; } .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; } .markdown-body table th, .markdown-body table td { border-color: #30363d !important; } .markdown-body img { background: #0d1117; } .markdown-body blockquote { border-left-color: #8b949e; } .markdown-body hr { border-color: #30363d; } '; document.head.appendChild(style); })(); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Repository files navigation

Cell segmentation benchmark

Structure of this repository

  • cellseg_benchmark Function definitions (the package)
  • scripts Scripts for metric calculations and segmentation algorithms, incl. scripts/sbatch_utils for generating per-method sbatch scripts
  • notebooks Jupyter notebooks for development and analysis
  • configs Configuration files (e.g. VPT segmentation configs)
  • archive Symlink to raw MERSCOPE data on DSS
  • data Symlink to processed data on DSS

Development

We are using ruff and the ruff pre-commit hook to check and format the code and docstrings

Installation: Install ruff and pre-commit in your environment and install the pre-commit hooks for ruff defined in .pre-commit-config.yml

pip install ruff
pip install pre-commit
pre-commit install
# (optional: run against all files & fix any errors that are in your current codebase)
pre-commit run --all-files

Basic usage: The ruff config is located in pyproject.toml. See the ruff documentation of rules for all possible rules that we can enable / disable. As we have installed the pre-commit hook, ruff formatting and liniting will run automatically for all changed files whenever you do git commit. If there are errors, you will get a detailled messaged of the offending code and the error. Fix the errors, add the changed file and try to commit again.

You can also manually run the ruff formatter and checker on all files with:

ruff format
ruff check --fix

or

pre-commit run --all-files

If necessary, you can also temporarily disable all pre-commit hooks when committing by using the --no-verify flag with git commit.

About

Spatial Transcriptomics Cell Segmentation Benchmark

Resources

Stars

2 stars

Watchers

2 watching

Forks

Releases

Packages

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Highlight search terms from Google/DuckDuckGo/Bing referrer (function() { var ref = document.referrer; var terms = []; if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) { var url = new URL(ref); var q = url.searchParams.get('q') || url.searchParams.get('p'); if (q) { terms = q.split(/\s+/).filter(function(t) { return t.length > 2; }); } } if (terms.length === 0) return; var style = document.createElement('style'); style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }'; document.head.appendChild(style); function highlight(node) { if (node.nodeType === 3) { // text node var text = node.textContent; var found = false; terms.forEach(function(term) { var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\]\\]/g, '\\') + ')', 'gi'); if (regex.test(text)) { found = true; var frag = document.createDocumentFragment(); var parts = text.split(regex); parts.forEach(function(part, i) { if (i % 2 === 0) { frag.appendChild(document.createTextNode(part)); } else { var span = document.createElement('span'); span.className = 'userscript-highlight'; span.textContent = part; frag.appendChild(span); } }); node.parentNode.replaceChild(frag, node); } }); } else if (node.nodeType === 1 && node.childNodes) { // element var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT']; if (!skipTags.includes(node.tagName)) { Array.from(node.childNodes).forEach(highlight); } } } highlight(document.body); // Re-highlight on dynamic content var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1 || node.nodeType === 3) highlight(node); }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Repository files navigation

Cell segmentation benchmark

Structure of this repository

  • cellseg_benchmark Function definitions (the package)
  • scripts Scripts for metric calculations and segmentation algorithms, incl. scripts/sbatch_utils for generating per-method sbatch scripts
  • notebooks Jupyter notebooks for development and analysis
  • configs Configuration files (e.g. VPT segmentation configs)
  • archive Symlink to raw MERSCOPE data on DSS
  • data Symlink to processed data on DSS

Development

We are using ruff and the ruff pre-commit hook to check and format the code and docstrings

Installation: Install ruff and pre-commit in your environment and install the pre-commit hooks for ruff defined in .pre-commit-config.yml

pip install ruff
pip install pre-commit
pre-commit install
# (optional: run against all files & fix any errors that are in your current codebase)
pre-commit run --all-files

Basic usage: The ruff config is located in pyproject.toml. See the ruff documentation of rules for all possible rules that we can enable / disable. As we have installed the pre-commit hook, ruff formatting and liniting will run automatically for all changed files whenever you do git commit. If there are errors, you will get a detailled messaged of the offending code and the error. Fix the errors, add the changed file and try to commit again.

You can also manually run the ruff formatter and checker on all files with:

ruff format
ruff check --fix

or

pre-commit run --all-files

If necessary, you can also temporarily disable all pre-commit hooks when committing by using the --no-verify flag with git commit.

About

Spatial Transcriptomics Cell Segmentation Benchmark

Resources

Stars

2 stars

Watchers

2 watching

Forks

Releases

Packages

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Strip utm_, fbclid, gclid, etc. from all links on page (function() { var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content', 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid', 'ref', 'ref_src', 'source', 'medium', 'campaign']; function cleanUrl(url) { try { var u = new URL(url, window.location.origin); var changed = false; trackingParams.forEach(function(p) { if (u.searchParams.has(p)) { u.searchParams.delete(p); changed = true; } }); return changed ? u.toString() : url; } catch (e) { return url; } } function cleanLinks() { document.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } cleanLinks(); var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1) { if (node.tagName === 'A') cleanLinks(); node.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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Repository files navigation

Cell segmentation benchmark

Structure of this repository

  • cellseg_benchmark Function definitions (the package)
  • scripts Scripts for metric calculations and segmentation algorithms, incl. scripts/sbatch_utils for generating per-method sbatch scripts
  • notebooks Jupyter notebooks for development and analysis
  • configs Configuration files (e.g. VPT segmentation configs)
  • archive Symlink to raw MERSCOPE data on DSS
  • data Symlink to processed data on DSS

Development

We are using ruff and the ruff pre-commit hook to check and format the code and docstrings

Installation: Install ruff and pre-commit in your environment and install the pre-commit hooks for ruff defined in .pre-commit-config.yml

pip install ruff
pip install pre-commit
pre-commit install
# (optional: run against all files & fix any errors that are in your current codebase)
pre-commit run --all-files

Basic usage: The ruff config is located in pyproject.toml. See the ruff documentation of rules for all possible rules that we can enable / disable. As we have installed the pre-commit hook, ruff formatting and liniting will run automatically for all changed files whenever you do git commit. If there are errors, you will get a detailled messaged of the offending code and the error. Fix the errors, add the changed file and try to commit again.

You can also manually run the ruff formatter and checker on all files with:

ruff format
ruff check --fix

or

pre-commit run --all-files

If necessary, you can also temporarily disable all pre-commit hooks when committing by using the --no-verify flag with git commit.

About

Spatial Transcriptomics Cell Segmentation Benchmark

Resources

Stars

2 stars

Watchers

2 watching

Forks

Releases

Packages

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Auto-enable theater mode on YouTube (function() { function tryTheater() { var btn = document.querySelector('button[aria-label="Theater mode"], ytd-player #player button[title="Theater mode"]'); if (btn && !btn.classList.contains('activated')) { btn.click(); } } // Try immediately tryTheater(); // Try after navigation (SPA) var lastUrl = location.href; setInterval(function() { if (location.href !== lastUrl) { lastUrl = location.href; setTimeout(tryTheater, 500); } }, 1000); // Also try on player load var observer = new MutationObserver(tryTheater); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Repository files navigation

Cell segmentation benchmark

Structure of this repository

  • cellseg_benchmark Function definitions (the package)
  • scripts Scripts for metric calculations and segmentation algorithms, incl. scripts/sbatch_utils for generating per-method sbatch scripts
  • notebooks Jupyter notebooks for development and analysis
  • configs Configuration files (e.g. VPT segmentation configs)
  • archive Symlink to raw MERSCOPE data on DSS
  • data Symlink to processed data on DSS

Development

We are using ruff and the ruff pre-commit hook to check and format the code and docstrings

Installation: Install ruff and pre-commit in your environment and install the pre-commit hooks for ruff defined in .pre-commit-config.yml

pip install ruff
pip install pre-commit
pre-commit install
# (optional: run against all files & fix any errors that are in your current codebase)
pre-commit run --all-files

Basic usage: The ruff config is located in pyproject.toml. See the ruff documentation of rules for all possible rules that we can enable / disable. As we have installed the pre-commit hook, ruff formatting and liniting will run automatically for all changed files whenever you do git commit. If there are errors, you will get a detailled messaged of the offending code and the error. Fix the errors, add the changed file and try to commit again.

You can also manually run the ruff formatter and checker on all files with:

ruff format
ruff check --fix

or

pre-commit run --all-files

If necessary, you can also temporarily disable all pre-commit hooks when committing by using the --no-verify flag with git commit.

About

Spatial Transcriptomics Cell Segmentation Benchmark

Resources

Stars

2 stars

Watchers

2 watching

Forks

Releases

Packages

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Remove or un-stick sticky/fixed headers that block content (function() { function unstick() { document.querySelectorAll('header, nav, [role="banner"], .header, .navbar, .sticky, .fixed-top, [style*="position: fixed"], [style*="position:sticky"]').forEach(function(el) { if (el.style.position === 'fixed' || el.style.position === 'sticky' || getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') { el.style.position = 'static'; el.style.top = 'auto'; el.style.zIndex = 'auto'; } }); } unstick(); var observer = new MutationObserver(unstick); observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] }); })(); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Repository files navigation

Cell segmentation benchmark

Structure of this repository

  • cellseg_benchmark Function definitions (the package)
  • scripts Scripts for metric calculations and segmentation algorithms, incl. scripts/sbatch_utils for generating per-method sbatch scripts
  • notebooks Jupyter notebooks for development and analysis
  • configs Configuration files (e.g. VPT segmentation configs)
  • archive Symlink to raw MERSCOPE data on DSS
  • data Symlink to processed data on DSS

Development

We are using ruff and the ruff pre-commit hook to check and format the code and docstrings

Installation: Install ruff and pre-commit in your environment and install the pre-commit hooks for ruff defined in .pre-commit-config.yml

pip install ruff
pip install pre-commit
pre-commit install
# (optional: run against all files & fix any errors that are in your current codebase)
pre-commit run --all-files

Basic usage: The ruff config is located in pyproject.toml. See the ruff documentation of rules for all possible rules that we can enable / disable. As we have installed the pre-commit hook, ruff formatting and liniting will run automatically for all changed files whenever you do git commit. If there are errors, you will get a detailled messaged of the offending code and the error. Fix the errors, add the changed file and try to commit again.

You can also manually run the ruff formatter and checker on all files with:

ruff format
ruff check --fix

or

pre-commit run --all-files

If necessary, you can also temporarily disable all pre-commit hooks when committing by using the --no-verify flag with git commit.

About

Spatial Transcriptomics Cell Segmentation Benchmark

Resources

Stars

2 stars

Watchers

2 watching

Forks

Releases

Packages

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Universal Dark Mode - works on any site (function() { var enabled = true; function applyDarkMode() { if (!enabled) return; // Create style element if it doesn't exist var style = document.getElementById('universal-dark-mode-style'); if (!style) { style = document.createElement('style'); style.id = 'universal-dark-mode-style'; document.head.appendChild(style); } // Dark mode CSS - inverts colors but preserves images/video style.textContent = ' /* Invert everything except media */ html { filter: invert(1) hue-rotate(180deg) !important; background: #1a1a2e !important; } /* Restore images, videos, iframes, canvas */ img, video, iframe, canvas, svg, picture, [style*="background-image"] { filter: invert(1) hue-rotate(180deg) !important; } /* Preserve specific elements that should not be inverted */ .no-dark-mode, .no-dark-mode *, [data-theme="light"], [data-theme="light"], .ace_editor, .ace_editor *, .CodeMirror, .CodeMirror *, .monaco-editor, .monaco-editor *, .markdown-body pre, .markdown-body pre *, .highlight, .highlight *, pre code, pre code * { filter: none !important; } /* Fix common UI elements */ .modal, .popup, .dropdown-menu, .tooltip, .popover { filter: invert(1) hue-rotate(180deg) !important; background: #2d2d44 !important; border-color: #444 !important; } /* Scrollbars */ ::-webkit-scrollbar { background: #1a1a2e !important; } ::-webkit-scrollbar-thumb { background: #444 !important; } ::-webkit-scrollbar-thumb:hover { background: #555 !important; } /* Selection */ ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; } ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; } '; } function removeDarkMode() { var style = document.getElementById('universal-dark-mode-style'); if (style) style.remove(); } // Toggle with Alt+Shift+D document.addEventListener('keydown', function(e) { if (e.altKey && e.shiftKey && e.key === 'D') { e.preventDefault(); enabled = !enabled; if (enabled) { applyDarkMode(); console.log('[Universal Dark Mode] Enabled'); } else { removeDarkMode(); console.log('[Universal Dark Mode] Disabled'); } } }); // Apply on load applyDarkMode(); // Re-apply on dynamic content var observer = new MutationObserver(function(mutations) { if (enabled && !document.getElementById('universal-dark-mode-style')) { applyDarkMode(); } }); observer.observe(document.head, { childList: true }); console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle'); })(); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
Skip to content

Repository files navigation

Cell segmentation benchmark

Structure of this repository

  • cellseg_benchmark Function definitions (the package)
  • scripts Scripts for metric calculations and segmentation algorithms, incl. scripts/sbatch_utils for generating per-method sbatch scripts
  • notebooks Jupyter notebooks for development and analysis
  • configs Configuration files (e.g. VPT segmentation configs)
  • archive Symlink to raw MERSCOPE data on DSS
  • data Symlink to processed data on DSS

Development

We are using ruff and the ruff pre-commit hook to check and format the code and docstrings

Installation: Install ruff and pre-commit in your environment and install the pre-commit hooks for ruff defined in .pre-commit-config.yml

pip install ruff
pip install pre-commit
pre-commit install
# (optional: run against all files & fix any errors that are in your current codebase)
pre-commit run --all-files

Basic usage: The ruff config is located in pyproject.toml. See the ruff documentation of rules for all possible rules that we can enable / disable. As we have installed the pre-commit hook, ruff formatting and liniting will run automatically for all changed files whenever you do git commit. If there are errors, you will get a detailled messaged of the offending code and the error. Fix the errors, add the changed file and try to commit again.

You can also manually run the ruff formatter and checker on all files with:

ruff format
ruff check --fix

or

pre-commit run --all-files

If necessary, you can also temporarily disable all pre-commit hooks when committing by using the --no-verify flag with git commit.

About

Spatial Transcriptomics Cell Segmentation Benchmark

Resources

Stars

2 stars

Watchers

2 watching

Forks

Releases

Packages

Used by

Contributors

Languages