Improved UNet by s4627234 - #394

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Improved UNet by s4627234#394
DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition

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Author: Jingming Dai

Student Number: s4627234 / 46272346

Description: Q1 in the COMP3710 report - ISIC dataset segmentation based on improved Unet.

Files :

modules.py source code of the components of model.

dataset.py data loader for loading and preprocessing data.

train.py source code for training, testing, validating, and saving model.

predict.py showing example of your model base on validation data.

README.MD document of project

images images of the results produced by the model

@SiyuLiu0329

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This is an initial inspection, no action is required at this point

  • Code: OK
  • Results: OK
  • Readme: OK
  • Commit Messages: OK
  • Other comments: N/A

IMPORTANT: Commits are not in the right place. Did you create the topic-recognition branch yourself? In your PR update, please fork Shakes repo in whole (there is a checkmark when you fork) and commit to his topic-recognition branch. You should be able to see work from the previous years in "recognition folder"

@DaveD123321DaveD123321 closed this by deleting the head repository Nov 14, 2022
@DaveD123321

DaveD123321 commented Nov 21, 2022 via email

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@DaveD123321@SiyuLiu0329@gayanku
, '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" + '
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Improved UNet by s4627234 - #394

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DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition
Closed

Improved UNet by s4627234#394
DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition

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@DaveD123321

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Author: Jingming Dai

Student Number: s4627234 / 46272346

Description: Q1 in the COMP3710 report - ISIC dataset segmentation based on improved Unet.

Files :

modules.py source code of the components of model.

dataset.py data loader for loading and preprocessing data.

train.py source code for training, testing, validating, and saving model.

predict.py showing example of your model base on validation data.

README.MD document of project

images images of the results produced by the model

@SiyuLiu0329

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Collaborator

This is an initial inspection, no action is required at this point

  • Code: OK
  • Results: OK
  • Readme: OK
  • Commit Messages: OK
  • Other comments: N/A

IMPORTANT: Commits are not in the right place. Did you create the topic-recognition branch yourself? In your PR update, please fork Shakes repo in whole (there is a checkmark when you fork) and commit to his topic-recognition branch. You should be able to see work from the previous years in "recognition folder"

@DaveD123321DaveD123321 closed this by deleting the head repository Nov 14, 2022
@DaveD123321

DaveD123321 commented Nov 21, 2022 via email

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@DaveD123321@SiyuLiu0329@gayanku
, '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('^' + ".*" + '
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Improved UNet by s4627234 - #394

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DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition
Closed

Improved UNet by s4627234#394
DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition

Conversation

@DaveD123321

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Author: Jingming Dai

Student Number: s4627234 / 46272346

Description: Q1 in the COMP3710 report - ISIC dataset segmentation based on improved Unet.

Files :

modules.py source code of the components of model.

dataset.py data loader for loading and preprocessing data.

train.py source code for training, testing, validating, and saving model.

predict.py showing example of your model base on validation data.

README.MD document of project

images images of the results produced by the model

@SiyuLiu0329

Copy link
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Collaborator

This is an initial inspection, no action is required at this point

  • Code: OK
  • Results: OK
  • Readme: OK
  • Commit Messages: OK
  • Other comments: N/A

IMPORTANT: Commits are not in the right place. Did you create the topic-recognition branch yourself? In your PR update, please fork Shakes repo in whole (there is a checkmark when you fork) and commit to his topic-recognition branch. You should be able to see work from the previous years in "recognition folder"

@DaveD123321DaveD123321 closed this by deleting the head repository Nov 14, 2022
@DaveD123321

DaveD123321 commented Nov 21, 2022 via email

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3 participants

@DaveD123321@SiyuLiu0329@gayanku
, '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('^' + ".*" + '
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Improved UNet by s4627234 - #394

Closed
DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition
Closed

Improved UNet by s4627234#394
DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition

Conversation

@DaveD123321

Copy link
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Author: Jingming Dai

Student Number: s4627234 / 46272346

Description: Q1 in the COMP3710 report - ISIC dataset segmentation based on improved Unet.

Files :

modules.py source code of the components of model.

dataset.py data loader for loading and preprocessing data.

train.py source code for training, testing, validating, and saving model.

predict.py showing example of your model base on validation data.

README.MD document of project

images images of the results produced by the model

@SiyuLiu0329

Copy link
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Collaborator

This is an initial inspection, no action is required at this point

  • Code: OK
  • Results: OK
  • Readme: OK
  • Commit Messages: OK
  • Other comments: N/A

IMPORTANT: Commits are not in the right place. Did you create the topic-recognition branch yourself? In your PR update, please fork Shakes repo in whole (there is a checkmark when you fork) and commit to his topic-recognition branch. You should be able to see work from the previous years in "recognition folder"

@DaveD123321DaveD123321 closed this by deleting the head repository Nov 14, 2022
@DaveD123321

DaveD123321 commented Nov 21, 2022 via email

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3 participants

@DaveD123321@SiyuLiu0329@gayanku
, '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" + '
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Improved UNet by s4627234 - #394

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DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition
Closed

Improved UNet by s4627234#394
DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition

Conversation

@DaveD123321

Copy link
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Author: Jingming Dai

Student Number: s4627234 / 46272346

Description: Q1 in the COMP3710 report - ISIC dataset segmentation based on improved Unet.

Files :

modules.py source code of the components of model.

dataset.py data loader for loading and preprocessing data.

train.py source code for training, testing, validating, and saving model.

predict.py showing example of your model base on validation data.

README.MD document of project

images images of the results produced by the model

@SiyuLiu0329

Copy link
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Collaborator

This is an initial inspection, no action is required at this point

  • Code: OK
  • Results: OK
  • Readme: OK
  • Commit Messages: OK
  • Other comments: N/A

IMPORTANT: Commits are not in the right place. Did you create the topic-recognition branch yourself? In your PR update, please fork Shakes repo in whole (there is a checkmark when you fork) and commit to his topic-recognition branch. You should be able to see work from the previous years in "recognition folder"

@DaveD123321DaveD123321 closed this by deleting the head repository Nov 14, 2022
@DaveD123321

DaveD123321 commented Nov 21, 2022 via email

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3 participants

@DaveD123321@SiyuLiu0329@gayanku
, '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('^' + ".*" + '
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Improved UNet by s4627234 - #394

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DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition
Closed

Improved UNet by s4627234#394
DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition

Conversation

@DaveD123321

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Author: Jingming Dai

Student Number: s4627234 / 46272346

Description: Q1 in the COMP3710 report - ISIC dataset segmentation based on improved Unet.

Files :

modules.py source code of the components of model.

dataset.py data loader for loading and preprocessing data.

train.py source code for training, testing, validating, and saving model.

predict.py showing example of your model base on validation data.

README.MD document of project

images images of the results produced by the model

@SiyuLiu0329

Copy link
Copy Markdown
Collaborator

This is an initial inspection, no action is required at this point

  • Code: OK
  • Results: OK
  • Readme: OK
  • Commit Messages: OK
  • Other comments: N/A

IMPORTANT: Commits are not in the right place. Did you create the topic-recognition branch yourself? In your PR update, please fork Shakes repo in whole (there is a checkmark when you fork) and commit to his topic-recognition branch. You should be able to see work from the previous years in "recognition folder"

@DaveD123321DaveD123321 closed this by deleting the head repository Nov 14, 2022
@DaveD123321

DaveD123321 commented Nov 21, 2022 via email

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3 participants

@DaveD123321@SiyuLiu0329@gayanku
, '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

Improved UNet by s4627234 - #394

Closed
DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition
Closed

Improved UNet by s4627234#394
DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition

Conversation

@DaveD123321

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Author: Jingming Dai

Student Number: s4627234 / 46272346

Description: Q1 in the COMP3710 report - ISIC dataset segmentation based on improved Unet.

Files :

modules.py source code of the components of model.

dataset.py data loader for loading and preprocessing data.

train.py source code for training, testing, validating, and saving model.

predict.py showing example of your model base on validation data.

README.MD document of project

images images of the results produced by the model

@SiyuLiu0329

Copy link
Copy Markdown
Collaborator

This is an initial inspection, no action is required at this point

  • Code: OK
  • Results: OK
  • Readme: OK
  • Commit Messages: OK
  • Other comments: N/A

IMPORTANT: Commits are not in the right place. Did you create the topic-recognition branch yourself? In your PR update, please fork Shakes repo in whole (there is a checkmark when you fork) and commit to his topic-recognition branch. You should be able to see work from the previous years in "recognition folder"

@DaveD123321DaveD123321 closed this by deleting the head repository Nov 14, 2022
@DaveD123321

DaveD123321 commented Nov 21, 2022 via email

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3 participants

@DaveD123321@SiyuLiu0329@gayanku
, '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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Improved UNet by s4627234 - #394

Closed
DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition
Closed

Improved UNet by s4627234#394
DaveD123321 wants to merge 23 commits into
shakes76:topic-recognitionfrom
DaveD123321:topic-recognition

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@DaveD123321

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Author: Jingming Dai

Student Number: s4627234 / 46272346

Description: Q1 in the COMP3710 report - ISIC dataset segmentation based on improved Unet.

Files :

modules.py source code of the components of model.

dataset.py data loader for loading and preprocessing data.

train.py source code for training, testing, validating, and saving model.

predict.py showing example of your model base on validation data.

README.MD document of project

images images of the results produced by the model

@SiyuLiu0329

Copy link
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Collaborator

This is an initial inspection, no action is required at this point

  • Code: OK
  • Results: OK
  • Readme: OK
  • Commit Messages: OK
  • Other comments: N/A

IMPORTANT: Commits are not in the right place. Did you create the topic-recognition branch yourself? In your PR update, please fork Shakes repo in whole (there is a checkmark when you fork) and commit to his topic-recognition branch. You should be able to see work from the previous years in "recognition folder"

@DaveD123321DaveD123321 closed this by deleting the head repository Nov 14, 2022
@DaveD123321

DaveD123321 commented Nov 21, 2022 via email

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3 participants

@DaveD123321@SiyuLiu0329@gayanku