{
  "id": 453803,
  "title": "Starting materials and references",
  "url": "/competitions/blood-vessel-segmentation/discussion/453803",
  "author_name": "",
  "post_date": "2023-11-07T19:47:05.533823800Z",
  "votes": 58,
  "comment_count": 7,
  "views": 0,
  "content": "<p>Hello all,</p>\n<p>Wish you all the best for the challenge. Hope the below references could get one started well- </p>\n<h1>Similar competitions</h1>\n<h2><a href=\"https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature\" target=\"_blank\">HuBMAP - Hacking the Human Vasculature</a></h2>\n<h3>Top 5 voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/ihelon/hubmap-exploratory-data-analysis\" target=\"_blank\">https://www.kaggle.com/code/ihelon/hubmap-exploratory-data-analysis</a></li>\n<li><a href=\"https://www.kaggle.com/code/mersico/medical-instance-segmentation-with-yolov8\" target=\"_blank\">https://www.kaggle.com/code/mersico/medical-instance-segmentation-with-yolov8</a></li>\n<li><a href=\"https://www.kaggle.com/code/leonidkulyk/eda-hubmap-hhv-interactive-annotations\" target=\"_blank\">https://www.kaggle.com/code/leonidkulyk/eda-hubmap-hhv-interactive-annotations</a></li>\n<li><a href=\"https://www.kaggle.com/code/itsuki9180/hubmap-inference\" target=\"_blank\">https://www.kaggle.com/code/itsuki9180/hubmap-inference</a></li>\n<li><a href=\"https://www.kaggle.com/code/ayushs9020/inventing-image-segmentation-from-scratch\" target=\"_blank\">https://www.kaggle.com/code/ayushs9020/inventing-image-segmentation-from-scratch</a></li>\n</ol>\n<h3>Top 3 public score kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/nischaydnk/cv-wala-mega-ensemble-hubmap-2023\" target=\"_blank\">https://www.kaggle.com/code/nischaydnk/cv-wala-mega-ensemble-hubmap-2023</a></li>\n<li><a href=\"https://www.kaggle.com/code/moritake04/private19th-final-sub\" target=\"_blank\">https://www.kaggle.com/code/moritake04/private19th-final-sub</a></li>\n<li><a href=\"https://www.kaggle.com/code/fengqilong/hubmap-inference-with-ensemble\" target=\"_blank\">https://www.kaggle.com/code/fengqilong/hubmap-inference-with-ensemble</a></li>\n</ol>\n<h3>Approaches and discussions- top 5</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429060\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429060</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429240\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429240</a> </li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/430242\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/430242</a> </li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/428994\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/428994</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429873\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429873</a></li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/hubmap-organ-segmentation\" target=\"_blank\">HuBMAP + HPA - Hacking the Human Body</a></h2>\n<h3>Top 5 voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/ishandutta/hubmap-complete-understanding-and-eda-w-b\" target=\"_blank\">https://www.kaggle.com/code/ishandutta/hubmap-complete-understanding-and-eda-w-b</a></li>\n<li><a href=\"https://www.kaggle.com/code/thedevastator/training-fastai-baseline\" target=\"_blank\">https://www.kaggle.com/code/thedevastator/training-fastai-baseline</a></li>\n<li><a href=\"https://www.kaggle.com/code/dschettler8845/eda-hubmap-hpa-organ-segmentation\" target=\"_blank\">https://www.kaggle.com/code/dschettler8845/eda-hubmap-hpa-organ-segmentation</a></li>\n<li><a href=\"https://www.kaggle.com/code/alincijov/training-hubmap-lb-0-75-swin-transformer-v1\" target=\"_blank\">https://www.kaggle.com/code/alincijov/training-hubmap-lb-0-75-swin-transformer-v1</a></li>\n<li><a href=\"https://www.kaggle.com/code/thedevastator/inference-fastai-baseline\" target=\"_blank\">https://www.kaggle.com/code/thedevastator/inference-fastai-baseline</a></li>\n</ol>\n<h3>Top 3 public score kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/victorsd/2nd-place-inference\" target=\"_blank\">https://www.kaggle.com/code/victorsd/2nd-place-inference</a></li>\n<li><a href=\"https://www.kaggle.com/code/vladimirsydor/hubmap-2021-inference-v1\" target=\"_blank\">https://www.kaggle.com/code/vladimirsydor/hubmap-2021-inference-v1</a></li>\n<li><a href=\"https://www.kaggle.com/code/hengck23/lb0-83-submit\" target=\"_blank\">https://www.kaggle.com/code/hengck23/lb0-83-submit</a></li>\n</ol>\n<h3>Approaches and discussions- top 5</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/356201\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/356201</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354857\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354857</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354683\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354683</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354851\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354851</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354859\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354859</a> -- rank7 </li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/hubmap-kidney-segmentation\" target=\"_blank\">HuBMAP - Hacking the Kidney</a></h2>\n<h3>Top 5 voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/ihelon/hubmap-exploratory-data-analysis\" target=\"_blank\">https://www.kaggle.com/code/ihelon/hubmap-exploratory-data-analysis</a></li>\n<li><a href=\"https://www.kaggle.com/code/iafoss/256x256-images\" target=\"_blank\">https://www.kaggle.com/code/iafoss/256x256-images</a></li>\n<li><a href=\"https://www.kaggle.com/code/iafoss/hubmap-pytorch-fast-ai-starter\" target=\"_blank\">https://www.kaggle.com/code/iafoss/hubmap-pytorch-fast-ai-starter</a></li>\n<li><a href=\"https://www.kaggle.com/code/iafoss/hubmap-pytorch-fast-ai-starter-sub\" target=\"_blank\">https://www.kaggle.com/code/iafoss/hubmap-pytorch-fast-ai-starter-sub</a></li>\n<li><a href=\"https://www.kaggle.com/code/yassinealouini/all-the-segmentation-metrics\" target=\"_blank\">https://www.kaggle.com/code/yassinealouini/all-the-segmentation-metrics</a></li>\n</ol>\n<h3>Top 3 public score kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/lililycai/infer-hubmap-deepflash2-bce\" target=\"_blank\">https://www.kaggle.com/code/lililycai/infer-hubmap-deepflash2-bce</a></li>\n<li><a href=\"https://www.kaggle.com/code/trytolose/ensemble-pipline\" target=\"_blank\">https://www.kaggle.com/code/trytolose/ensemble-pipline</a></li>\n<li><a href=\"https://www.kaggle.com/code/optimo/hubmap-inference-th-o\" target=\"_blank\">https://www.kaggle.com/code/optimo/hubmap-inference-th-o</a></li>\n</ol>\n<h3>Approaches and discussions- top approaches</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238198\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238198</a> -- rank1</li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238013\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238013</a> -- rank3</li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238024\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238024</a> -- rank4</li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238443\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238443</a> -- rank12</li>\n</ol>\n<p>All the best and regards!</p>",
  "messages": [
    {
      "id": "2516590",
      "postDate": "11/07/2023 19:47:05",
      "content": "<p>Hello all,</p>\n<p>Wish you all the best for the challenge. Hope the below references could get one started well- </p>\n<h1>Similar competitions</h1>\n<h2><a href=\"https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature\" target=\"_blank\">HuBMAP - Hacking the Human Vasculature</a></h2>\n<h3>Top 5 voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/ihelon/hubmap-exploratory-data-analysis\" target=\"_blank\">https://www.kaggle.com/code/ihelon/hubmap-exploratory-data-analysis</a></li>\n<li><a href=\"https://www.kaggle.com/code/mersico/medical-instance-segmentation-with-yolov8\" target=\"_blank\">https://www.kaggle.com/code/mersico/medical-instance-segmentation-with-yolov8</a></li>\n<li><a href=\"https://www.kaggle.com/code/leonidkulyk/eda-hubmap-hhv-interactive-annotations\" target=\"_blank\">https://www.kaggle.com/code/leonidkulyk/eda-hubmap-hhv-interactive-annotations</a></li>\n<li><a href=\"https://www.kaggle.com/code/itsuki9180/hubmap-inference\" target=\"_blank\">https://www.kaggle.com/code/itsuki9180/hubmap-inference</a></li>\n<li><a href=\"https://www.kaggle.com/code/ayushs9020/inventing-image-segmentation-from-scratch\" target=\"_blank\">https://www.kaggle.com/code/ayushs9020/inventing-image-segmentation-from-scratch</a></li>\n</ol>\n<h3>Top 3 public score kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/nischaydnk/cv-wala-mega-ensemble-hubmap-2023\" target=\"_blank\">https://www.kaggle.com/code/nischaydnk/cv-wala-mega-ensemble-hubmap-2023</a></li>\n<li><a href=\"https://www.kaggle.com/code/moritake04/private19th-final-sub\" target=\"_blank\">https://www.kaggle.com/code/moritake04/private19th-final-sub</a></li>\n<li><a href=\"https://www.kaggle.com/code/fengqilong/hubmap-inference-with-ensemble\" target=\"_blank\">https://www.kaggle.com/code/fengqilong/hubmap-inference-with-ensemble</a></li>\n</ol>\n<h3>Approaches and discussions- top 5</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429060\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429060</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429240\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429240</a> </li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/430242\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/430242</a> </li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/428994\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/428994</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429873\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429873</a></li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/hubmap-organ-segmentation\" target=\"_blank\">HuBMAP + HPA - Hacking the Human Body</a></h2>\n<h3>Top 5 voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/ishandutta/hubmap-complete-understanding-and-eda-w-b\" target=\"_blank\">https://www.kaggle.com/code/ishandutta/hubmap-complete-understanding-and-eda-w-b</a></li>\n<li><a href=\"https://www.kaggle.com/code/thedevastator/training-fastai-baseline\" target=\"_blank\">https://www.kaggle.com/code/thedevastator/training-fastai-baseline</a></li>\n<li><a href=\"https://www.kaggle.com/code/dschettler8845/eda-hubmap-hpa-organ-segmentation\" target=\"_blank\">https://www.kaggle.com/code/dschettler8845/eda-hubmap-hpa-organ-segmentation</a></li>\n<li><a href=\"https://www.kaggle.com/code/alincijov/training-hubmap-lb-0-75-swin-transformer-v1\" target=\"_blank\">https://www.kaggle.com/code/alincijov/training-hubmap-lb-0-75-swin-transformer-v1</a></li>\n<li><a href=\"https://www.kaggle.com/code/thedevastator/inference-fastai-baseline\" target=\"_blank\">https://www.kaggle.com/code/thedevastator/inference-fastai-baseline</a></li>\n</ol>\n<h3>Top 3 public score kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/victorsd/2nd-place-inference\" target=\"_blank\">https://www.kaggle.com/code/victorsd/2nd-place-inference</a></li>\n<li><a href=\"https://www.kaggle.com/code/vladimirsydor/hubmap-2021-inference-v1\" target=\"_blank\">https://www.kaggle.com/code/vladimirsydor/hubmap-2021-inference-v1</a></li>\n<li><a href=\"https://www.kaggle.com/code/hengck23/lb0-83-submit\" target=\"_blank\">https://www.kaggle.com/code/hengck23/lb0-83-submit</a></li>\n</ol>\n<h3>Approaches and discussions- top 5</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/356201\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/356201</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354857\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354857</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354683\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354683</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354851\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354851</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354859\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354859</a> -- rank7 </li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/hubmap-kidney-segmentation\" target=\"_blank\">HuBMAP - Hacking the Kidney</a></h2>\n<h3>Top 5 voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/ihelon/hubmap-exploratory-data-analysis\" target=\"_blank\">https://www.kaggle.com/code/ihelon/hubmap-exploratory-data-analysis</a></li>\n<li><a href=\"https://www.kaggle.com/code/iafoss/256x256-images\" target=\"_blank\">https://www.kaggle.com/code/iafoss/256x256-images</a></li>\n<li><a href=\"https://www.kaggle.com/code/iafoss/hubmap-pytorch-fast-ai-starter\" target=\"_blank\">https://www.kaggle.com/code/iafoss/hubmap-pytorch-fast-ai-starter</a></li>\n<li><a href=\"https://www.kaggle.com/code/iafoss/hubmap-pytorch-fast-ai-starter-sub\" target=\"_blank\">https://www.kaggle.com/code/iafoss/hubmap-pytorch-fast-ai-starter-sub</a></li>\n<li><a href=\"https://www.kaggle.com/code/yassinealouini/all-the-segmentation-metrics\" target=\"_blank\">https://www.kaggle.com/code/yassinealouini/all-the-segmentation-metrics</a></li>\n</ol>\n<h3>Top 3 public score kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/lililycai/infer-hubmap-deepflash2-bce\" target=\"_blank\">https://www.kaggle.com/code/lililycai/infer-hubmap-deepflash2-bce</a></li>\n<li><a href=\"https://www.kaggle.com/code/trytolose/ensemble-pipline\" target=\"_blank\">https://www.kaggle.com/code/trytolose/ensemble-pipline</a></li>\n<li><a href=\"https://www.kaggle.com/code/optimo/hubmap-inference-th-o\" target=\"_blank\">https://www.kaggle.com/code/optimo/hubmap-inference-th-o</a></li>\n</ol>\n<h3>Approaches and discussions- top approaches</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238198\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238198</a> -- rank1</li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238013\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238013</a> -- rank3</li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238024\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238024</a> -- rank4</li>\n<li><a href=\"https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238443\" target=\"_blank\">https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238443</a> -- rank12</li>\n</ol>\n<p>All the best and regards!</p>",
      "rawMarkdown": "Hello all,\n\nWish you all the best for the challenge. Hope the below references could get one started well- \n\n# Similar competitions\n## [HuBMAP - Hacking the Human Vasculature](https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature)\n### Top 5 voted kernels\n1. https://www.kaggle.com/code/ihelon/hubmap-exploratory-data-analysis\n2. https://www.kaggle.com/code/mersico/medical-instance-segmentation-with-yolov8\n3. https://www.kaggle.com/code/leonidkulyk/eda-hubmap-hhv-interactive-annotations\n4. https://www.kaggle.com/code/itsuki9180/hubmap-inference\n5. https://www.kaggle.com/code/ayushs9020/inventing-image-segmentation-from-scratch\n\n### Top 3 public score kernels\n1. https://www.kaggle.com/code/nischaydnk/cv-wala-mega-ensemble-hubmap-2023\n2. https://www.kaggle.com/code/moritake04/private19th-final-sub\n3. https://www.kaggle.com/code/fengqilong/hubmap-inference-with-ensemble\n\n### Approaches and discussions- top 5 \n1. https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429060\n2. https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429240 \n3. https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/430242 \n4. https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/428994\n5. https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429873\n\n## [HuBMAP + HPA - Hacking the Human Body](https://www.kaggle.com/competitions/hubmap-organ-segmentation)\n### Top 5 voted kernels\n1. https://www.kaggle.com/code/ishandutta/hubmap-complete-understanding-and-eda-w-b\n2. https://www.kaggle.com/code/thedevastator/training-fastai-baseline\n3. https://www.kaggle.com/code/dschettler8845/eda-hubmap-hpa-organ-segmentation\n4. https://www.kaggle.com/code/alincijov/training-hubmap-lb-0-75-swin-transformer-v1\n5. https://www.kaggle.com/code/thedevastator/inference-fastai-baseline\n\n### Top 3 public score kernels\n1. https://www.kaggle.com/code/victorsd/2nd-place-inference\n2. https://www.kaggle.com/code/vladimirsydor/hubmap-2021-inference-v1\n3. https://www.kaggle.com/code/hengck23/lb0-83-submit\n\n### Approaches and discussions- top 5 \n1. https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/356201\n2. https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354857\n3. https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354683\n4. https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354851\n5. https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354859 -- rank7 \n\n## [HuBMAP - Hacking the Kidney](https://www.kaggle.com/competitions/hubmap-kidney-segmentation)\n### Top 5 voted kernels\n1. https://www.kaggle.com/code/ihelon/hubmap-exploratory-data-analysis\n2. https://www.kaggle.com/code/iafoss/256x256-images\n3. https://www.kaggle.com/code/iafoss/hubmap-pytorch-fast-ai-starter\n4. https://www.kaggle.com/code/iafoss/hubmap-pytorch-fast-ai-starter-sub\n5. https://www.kaggle.com/code/yassinealouini/all-the-segmentation-metrics\n\n### Top 3 public score kernels\n1. https://www.kaggle.com/code/lililycai/infer-hubmap-deepflash2-bce\n2. https://www.kaggle.com/code/trytolose/ensemble-pipline\n3. https://www.kaggle.com/code/optimo/hubmap-inference-th-o\n\n### Approaches and discussions- top approaches \n1. https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238198 -- rank1\n2. https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238013 -- rank3\n3. https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238024 -- rank4\n4. https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238443 -- rank12\n\nAll the best and regards!",
      "votes": null
    },
    {
      "id": "2516668",
      "postDate": "11/07/2023 21:20:41",
      "content": "<p>Thanks for all the references! Best of luck! 🍀</p>",
      "rawMarkdown": "Thanks for all the references! Best of luck! 🍀",
      "votes": null
    },
    {
      "id": "2517392",
      "postDate": "11/08/2023 12:51:59",
      "content": "<p>That's my second competition in computer vision dear Ravi <a href=\"https://www.kaggle.com/ravi20076\" target=\"_blank\">@ravi20076</a> hope Your resources will be useful for beginner like me!😀</p>",
      "rawMarkdown": "That's my second competition in computer vision dear Ravi @ravi20076 hope Your resources will be useful for beginner like me!😀",
      "votes": null
    },
    {
      "id": "2517975",
      "postDate": "11/08/2023 23:40:23",
      "content": "<p>Thank you very much</p>",
      "rawMarkdown": "Thank you very much",
      "votes": null
    },
    {
      "id": "2520139",
      "postDate": "11/10/2023 15:48:40",
      "content": "<p>Thanks for the resources Ravi!</p>",
      "rawMarkdown": "Thanks for the resources Ravi!",
      "votes": null
    },
    {
      "id": "2523183",
      "postDate": "11/13/2023 10:38:50",
      "content": "<p>Thanks for the resources <a href=\"https://www.kaggle.com/ravi20076\" target=\"_blank\">@ravi20076</a> 👏</p>",
      "rawMarkdown": "Thanks for the resources @ravi20076 👏",
      "votes": null
    },
    {
      "id": "2550935",
      "postDate": "12/06/2023 12:12:19",
      "content": "<p>Thank you for the references! </p>",
      "rawMarkdown": "Thank you for the references!",
      "votes": null
    },
    {
      "id": "2573271",
      "postDate": "12/24/2023 20:52:55",
      "content": "<p>Thank you for the resources ! </p>",
      "rawMarkdown": "Thank you for the resources !",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 2516668,
      "author_name": "miltiadesgeneral",
      "author_url": "",
      "post_date": "11/07/2023 21:20:41",
      "content": "<p>Thanks for all the references! Best of luck! 🍀</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 2517392,
      "author_name": "kapturovalexander",
      "author_url": "",
      "post_date": "11/08/2023 12:51:59",
      "content": "<p>That's my second competition in computer vision dear Ravi <a href=\"https://www.kaggle.com/ravi20076\" target=\"_blank\">@ravi20076</a> hope Your resources will be useful for beginner like me!😀</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 2517975,
      "author_name": "ahmedamar1607",
      "author_url": "",
      "post_date": "11/08/2023 23:40:23",
      "content": "<p>Thank you very much</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 2520139,
      "author_name": "hridaym25",
      "author_url": "",
      "post_date": "11/10/2023 15:48:40",
      "content": "<p>Thanks for the resources Ravi!</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 2523183,
      "author_name": "mehmetisik",
      "author_url": "",
      "post_date": "11/13/2023 10:38:50",
      "content": "<p>Thanks for the resources <a href=\"https://www.kaggle.com/ravi20076\" target=\"_blank\">@ravi20076</a> 👏</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 2550935,
      "author_name": "thomasbastiaansen",
      "author_url": "",
      "post_date": "12/06/2023 12:12:19",
      "content": "<p>Thank you for the references! </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 2573271,
      "author_name": "vinayak121",
      "author_url": "",
      "post_date": "12/24/2023 20:52:55",
      "content": "<p>Thank you for the resources ! </p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "2516590": "Hello all,\n\nWish you all the best for the challenge. Hope the below references could get one started well- \n\n# Similar competitions\n## [HuBMAP - Hacking the Human Vasculature](https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature)\n### Top 5 voted kernels\n1. https://www.kaggle.com/code/ihelon/hubmap-exploratory-data-analysis\n2. https://www.kaggle.com/code/mersico/medical-instance-segmentation-with-yolov8\n3. https://www.kaggle.com/code/leonidkulyk/eda-hubmap-hhv-interactive-annotations\n4. https://www.kaggle.com/code/itsuki9180/hubmap-inference\n5. https://www.kaggle.com/code/ayushs9020/inventing-image-segmentation-from-scratch\n\n### Top 3 public score kernels\n1. https://www.kaggle.com/code/nischaydnk/cv-wala-mega-ensemble-hubmap-2023\n2. https://www.kaggle.com/code/moritake04/private19th-final-sub\n3. https://www.kaggle.com/code/fengqilong/hubmap-inference-with-ensemble\n\n### Approaches and discussions- top 5 \n1. https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429060\n2. https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429240 \n3. https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/430242 \n4. https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/428994\n5. https://www.kaggle.com/competitions/hubmap-hacking-the-human-vasculature/discussion/429873\n\n## [HuBMAP + HPA - Hacking the Human Body](https://www.kaggle.com/competitions/hubmap-organ-segmentation)\n### Top 5 voted kernels\n1. https://www.kaggle.com/code/ishandutta/hubmap-complete-understanding-and-eda-w-b\n2. https://www.kaggle.com/code/thedevastator/training-fastai-baseline\n3. https://www.kaggle.com/code/dschettler8845/eda-hubmap-hpa-organ-segmentation\n4. https://www.kaggle.com/code/alincijov/training-hubmap-lb-0-75-swin-transformer-v1\n5. https://www.kaggle.com/code/thedevastator/inference-fastai-baseline\n\n### Top 3 public score kernels\n1. https://www.kaggle.com/code/victorsd/2nd-place-inference\n2. https://www.kaggle.com/code/vladimirsydor/hubmap-2021-inference-v1\n3. https://www.kaggle.com/code/hengck23/lb0-83-submit\n\n### Approaches and discussions- top 5 \n1. https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/356201\n2. https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354857\n3. https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354683\n4. https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354851\n5. https://www.kaggle.com/competitions/hubmap-organ-segmentation/discussion/354859 -- rank7 \n\n## [HuBMAP - Hacking the Kidney](https://www.kaggle.com/competitions/hubmap-kidney-segmentation)\n### Top 5 voted kernels\n1. https://www.kaggle.com/code/ihelon/hubmap-exploratory-data-analysis\n2. https://www.kaggle.com/code/iafoss/256x256-images\n3. https://www.kaggle.com/code/iafoss/hubmap-pytorch-fast-ai-starter\n4. https://www.kaggle.com/code/iafoss/hubmap-pytorch-fast-ai-starter-sub\n5. https://www.kaggle.com/code/yassinealouini/all-the-segmentation-metrics\n\n### Top 3 public score kernels\n1. https://www.kaggle.com/code/lililycai/infer-hubmap-deepflash2-bce\n2. https://www.kaggle.com/code/trytolose/ensemble-pipline\n3. https://www.kaggle.com/code/optimo/hubmap-inference-th-o\n\n### Approaches and discussions- top approaches \n1. https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238198 -- rank1\n2. https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238013 -- rank3\n3. https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238024 -- rank4\n4. https://www.kaggle.com/competitions/hubmap-kidney-segmentation/discussion/238443 -- rank12\n\nAll the best and regards!",
    "2516668": "Thanks for all the references! Best of luck! 🍀",
    "2517392": "That's my second competition in computer vision dear Ravi @ravi20076 hope Your resources will be useful for beginner like me!😀",
    "2517975": "Thank you very much",
    "2520139": "Thanks for the resources Ravi!",
    "2523183": "Thanks for the resources @ravi20076 👏",
    "2550935": "Thank you for the references!",
    "2573271": "Thank you for the resources !"
  },
  "source": "meta"
}