s46331391: Improved UNet - #202

Merged
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition
Nov 23, 2021
Merged

s46331391: Improved UNet#202
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition

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ID: s46331391
Task: Improved UNet

The pull request includes the seven files

  • README.md
  • criterion.py
  • dataloader.py
  • driver.py
  • model.py
  • model_train_val.py
  • visualise.py

README.md provides a brief explanation about the model structure, model evaluation with dice coefficient, dice loss, and image segmentation. The dice coefficient of the test images shows over 0.87.

wakamedsand others added 30 commits September 24, 2021 14:54
remove png file
remove png file
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Removed commit 02e5662

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Hi Professor. I think the conflict problem happened due to a response to remove a commit log request. If possible, would you tell me what I should do to solve the problem?

@shakes76

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TF/Torch Usage

Adequate use and implementation

Good Practice (Design/Commenting)

Good spacing and comments
Header blocks

Algorithm

Driver Script present
Shows Usage & Demo & Visualisation & Data usage
Module present
No Data leakage
Difficulty: Easy -10

Commit Log

Meaningful commit messages
Progressive commits used

Documentation

Good Description and Comments
Markdown used PDF submitted

Pull Request

Successful Pull Request (Working Algorithm Delivered on Time in Correct Branch)
Still need to fix the merge conflict before I can merge -2
Request Description OK

@wakameds

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Hi, Professor Shakes. I fixed the merge conflict. Please confirm it.

@shakes76

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Feedback marks awarded.

@shakes76
shakes76 merged commit 018b724 into shakes76:topic-recognitionNov 23, 2021
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4 participants

@wakameds@wooboyeong@shakes76@nathasha-naranpanawa
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n 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;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
Skip to content

s46331391: Improved UNet - #202

Merged
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition
Nov 23, 2021
Merged

s46331391: Improved UNet#202
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition

Conversation

@wakameds

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ID: s46331391
Task: Improved UNet

The pull request includes the seven files

  • README.md
  • criterion.py
  • dataloader.py
  • driver.py
  • model.py
  • model_train_val.py
  • visualise.py

README.md provides a brief explanation about the model structure, model evaluation with dice coefficient, dice loss, and image segmentation. The dice coefficient of the test images shows over 0.87.

wakamedsand others added 30 commits September 24, 2021 14:54
remove png file
remove png file
@wakameds

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Author

Removed commit 02e5662

@wakameds

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Author

Hi Professor. I think the conflict problem happened due to a response to remove a commit log request. If possible, would you tell me what I should do to solve the problem?

@shakes76

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Owner

TF/Torch Usage

Adequate use and implementation

Good Practice (Design/Commenting)

Good spacing and comments
Header blocks

Algorithm

Driver Script present
Shows Usage & Demo & Visualisation & Data usage
Module present
No Data leakage
Difficulty: Easy -10

Commit Log

Meaningful commit messages
Progressive commits used

Documentation

Good Description and Comments
Markdown used PDF submitted

Pull Request

Successful Pull Request (Working Algorithm Delivered on Time in Correct Branch)
Still need to fix the merge conflict before I can merge -2
Request Description OK

@wakameds

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Author

Hi, Professor Shakes. I fixed the merge conflict. Please confirm it.

@shakes76

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Owner

Feedback marks awarded.

@shakes76
shakes76 merged commit 018b724 into shakes76:topic-recognitionNov 23, 2021
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4 participants

@wakameds@wooboyeong@shakes76@nathasha-naranpanawa
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

s46331391: Improved UNet - #202

Merged
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition
Nov 23, 2021
Merged

s46331391: Improved UNet#202
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition

Conversation

@wakameds

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ID: s46331391
Task: Improved UNet

The pull request includes the seven files

  • README.md
  • criterion.py
  • dataloader.py
  • driver.py
  • model.py
  • model_train_val.py
  • visualise.py

README.md provides a brief explanation about the model structure, model evaluation with dice coefficient, dice loss, and image segmentation. The dice coefficient of the test images shows over 0.87.

wakamedsand others added 30 commits September 24, 2021 14:54
remove png file
remove png file
@wakameds

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Author

Removed commit 02e5662

@wakameds

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Author

Hi Professor. I think the conflict problem happened due to a response to remove a commit log request. If possible, would you tell me what I should do to solve the problem?

@shakes76

Copy link
Copy Markdown
Owner

TF/Torch Usage

Adequate use and implementation

Good Practice (Design/Commenting)

Good spacing and comments
Header blocks

Algorithm

Driver Script present
Shows Usage & Demo & Visualisation & Data usage
Module present
No Data leakage
Difficulty: Easy -10

Commit Log

Meaningful commit messages
Progressive commits used

Documentation

Good Description and Comments
Markdown used PDF submitted

Pull Request

Successful Pull Request (Working Algorithm Delivered on Time in Correct Branch)
Still need to fix the merge conflict before I can merge -2
Request Description OK

@wakameds

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Author

Hi, Professor Shakes. I fixed the merge conflict. Please confirm it.

@shakes76

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Owner

Feedback marks awarded.

@shakes76
shakes76 merged commit 018b724 into shakes76:topic-recognitionNov 23, 2021
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4 participants

@wakameds@wooboyeong@shakes76@nathasha-naranpanawa
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

s46331391: Improved UNet - #202

Merged
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition
Nov 23, 2021
Merged

s46331391: Improved UNet#202
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition

Conversation

@wakameds

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ID: s46331391
Task: Improved UNet

The pull request includes the seven files

  • README.md
  • criterion.py
  • dataloader.py
  • driver.py
  • model.py
  • model_train_val.py
  • visualise.py

README.md provides a brief explanation about the model structure, model evaluation with dice coefficient, dice loss, and image segmentation. The dice coefficient of the test images shows over 0.87.

wakamedsand others added 30 commits September 24, 2021 14:54
remove png file
remove png file
@wakameds

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Author

Removed commit 02e5662

@wakameds

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Author

Hi Professor. I think the conflict problem happened due to a response to remove a commit log request. If possible, would you tell me what I should do to solve the problem?

@shakes76

Copy link
Copy Markdown
Owner

TF/Torch Usage

Adequate use and implementation

Good Practice (Design/Commenting)

Good spacing and comments
Header blocks

Algorithm

Driver Script present
Shows Usage & Demo & Visualisation & Data usage
Module present
No Data leakage
Difficulty: Easy -10

Commit Log

Meaningful commit messages
Progressive commits used

Documentation

Good Description and Comments
Markdown used PDF submitted

Pull Request

Successful Pull Request (Working Algorithm Delivered on Time in Correct Branch)
Still need to fix the merge conflict before I can merge -2
Request Description OK

@wakameds

Copy link
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Author

Hi, Professor Shakes. I fixed the merge conflict. Please confirm it.

@shakes76

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Owner

Feedback marks awarded.

@shakes76
shakes76 merged commit 018b724 into shakes76:topic-recognitionNov 23, 2021
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4 participants

@wakameds@wooboyeong@shakes76@nathasha-naranpanawa
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
Skip to content

s46331391: Improved UNet - #202

Merged
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition
Nov 23, 2021
Merged

s46331391: Improved UNet#202
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition

Conversation

@wakameds

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ID: s46331391
Task: Improved UNet

The pull request includes the seven files

  • README.md
  • criterion.py
  • dataloader.py
  • driver.py
  • model.py
  • model_train_val.py
  • visualise.py

README.md provides a brief explanation about the model structure, model evaluation with dice coefficient, dice loss, and image segmentation. The dice coefficient of the test images shows over 0.87.

wakamedsand others added 30 commits September 24, 2021 14:54
remove png file
remove png file
@wakameds

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Author

Removed commit 02e5662

@wakameds

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Author

Hi Professor. I think the conflict problem happened due to a response to remove a commit log request. If possible, would you tell me what I should do to solve the problem?

@shakes76

Copy link
Copy Markdown
Owner

TF/Torch Usage

Adequate use and implementation

Good Practice (Design/Commenting)

Good spacing and comments
Header blocks

Algorithm

Driver Script present
Shows Usage & Demo & Visualisation & Data usage
Module present
No Data leakage
Difficulty: Easy -10

Commit Log

Meaningful commit messages
Progressive commits used

Documentation

Good Description and Comments
Markdown used PDF submitted

Pull Request

Successful Pull Request (Working Algorithm Delivered on Time in Correct Branch)
Still need to fix the merge conflict before I can merge -2
Request Description OK

@wakameds

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Author

Hi, Professor Shakes. I fixed the merge conflict. Please confirm it.

@shakes76

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Owner

Feedback marks awarded.

@shakes76
shakes76 merged commit 018b724 into shakes76:topic-recognitionNov 23, 2021
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Projects

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Development

Successfully merging this pull request may close these issues.

4 participants

@wakameds@wooboyeong@shakes76@nathasha-naranpanawa
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

s46331391: Improved UNet - #202

Merged
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition
Nov 23, 2021
Merged

s46331391: Improved UNet#202
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition

Conversation

@wakameds

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ID: s46331391
Task: Improved UNet

The pull request includes the seven files

  • README.md
  • criterion.py
  • dataloader.py
  • driver.py
  • model.py
  • model_train_val.py
  • visualise.py

README.md provides a brief explanation about the model structure, model evaluation with dice coefficient, dice loss, and image segmentation. The dice coefficient of the test images shows over 0.87.

wakamedsand others added 30 commits September 24, 2021 14:54
remove png file
remove png file
@wakameds

Copy link
Copy Markdown
Author

Removed commit 02e5662

@wakameds

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Copy Markdown
Author

Hi Professor. I think the conflict problem happened due to a response to remove a commit log request. If possible, would you tell me what I should do to solve the problem?

@shakes76

Copy link
Copy Markdown
Owner

TF/Torch Usage

Adequate use and implementation

Good Practice (Design/Commenting)

Good spacing and comments
Header blocks

Algorithm

Driver Script present
Shows Usage & Demo & Visualisation & Data usage
Module present
No Data leakage
Difficulty: Easy -10

Commit Log

Meaningful commit messages
Progressive commits used

Documentation

Good Description and Comments
Markdown used PDF submitted

Pull Request

Successful Pull Request (Working Algorithm Delivered on Time in Correct Branch)
Still need to fix the merge conflict before I can merge -2
Request Description OK

@wakameds

Copy link
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Author

Hi, Professor Shakes. I fixed the merge conflict. Please confirm it.

@shakes76

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Owner

Feedback marks awarded.

@shakes76
shakes76 merged commit 018b724 into shakes76:topic-recognitionNov 23, 2021
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Projects

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Development

Successfully merging this pull request may close these issues.

4 participants

@wakameds@wooboyeong@shakes76@nathasha-naranpanawa
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

s46331391: Improved UNet - #202

Merged
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition
Nov 23, 2021
Merged

s46331391: Improved UNet#202
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition

Conversation

@wakameds

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ID: s46331391
Task: Improved UNet

The pull request includes the seven files

  • README.md
  • criterion.py
  • dataloader.py
  • driver.py
  • model.py
  • model_train_val.py
  • visualise.py

README.md provides a brief explanation about the model structure, model evaluation with dice coefficient, dice loss, and image segmentation. The dice coefficient of the test images shows over 0.87.

wakamedsand others added 30 commits September 24, 2021 14:54
remove png file
remove png file
@wakameds

Copy link
Copy Markdown
Author

Removed commit 02e5662

@wakameds

Copy link
Copy Markdown
Author

Hi Professor. I think the conflict problem happened due to a response to remove a commit log request. If possible, would you tell me what I should do to solve the problem?

@shakes76

Copy link
Copy Markdown
Owner

TF/Torch Usage

Adequate use and implementation

Good Practice (Design/Commenting)

Good spacing and comments
Header blocks

Algorithm

Driver Script present
Shows Usage & Demo & Visualisation & Data usage
Module present
No Data leakage
Difficulty: Easy -10

Commit Log

Meaningful commit messages
Progressive commits used

Documentation

Good Description and Comments
Markdown used PDF submitted

Pull Request

Successful Pull Request (Working Algorithm Delivered on Time in Correct Branch)
Still need to fix the merge conflict before I can merge -2
Request Description OK

@wakameds

Copy link
Copy Markdown
Author

Hi, Professor Shakes. I fixed the merge conflict. Please confirm it.

@shakes76

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Owner

Feedback marks awarded.

@shakes76
shakes76 merged commit 018b724 into shakes76:topic-recognitionNov 23, 2021
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Projects

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Development

Successfully merging this pull request may close these issues.

4 participants

@wakameds@wooboyeong@shakes76@nathasha-naranpanawa
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
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s46331391: Improved UNet - #202

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shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition
Nov 23, 2021
Merged

s46331391: Improved UNet#202
shakes76 merged 75 commits into
shakes76:topic-recognitionfrom
wakameds:topic-recognition

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@wakameds

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ID: s46331391
Task: Improved UNet

The pull request includes the seven files

  • README.md
  • criterion.py
  • dataloader.py
  • driver.py
  • model.py
  • model_train_val.py
  • visualise.py

README.md provides a brief explanation about the model structure, model evaluation with dice coefficient, dice loss, and image segmentation. The dice coefficient of the test images shows over 0.87.

wakamedsand others added 30 commits September 24, 2021 14:54
remove png file
remove png file
@wakameds

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Removed commit 02e5662

@wakameds

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Hi Professor. I think the conflict problem happened due to a response to remove a commit log request. If possible, would you tell me what I should do to solve the problem?

@shakes76

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TF/Torch Usage

Adequate use and implementation

Good Practice (Design/Commenting)

Good spacing and comments
Header blocks

Algorithm

Driver Script present
Shows Usage & Demo & Visualisation & Data usage
Module present
No Data leakage
Difficulty: Easy -10

Commit Log

Meaningful commit messages
Progressive commits used

Documentation

Good Description and Comments
Markdown used PDF submitted

Pull Request

Successful Pull Request (Working Algorithm Delivered on Time in Correct Branch)
Still need to fix the merge conflict before I can merge -2
Request Description OK

@wakameds

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Hi, Professor Shakes. I fixed the merge conflict. Please confirm it.

@shakes76

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Feedback marks awarded.

@shakes76
shakes76 merged commit 018b724 into shakes76:topic-recognitionNov 23, 2021
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4 participants

@wakameds@wooboyeong@shakes76@nathasha-naranpanawa