{
  "id": 200767,
  "title": "🎊 🎉Winning Solutions of Image Segmentation Kaggle Competitions ⚱️ 🏺",
  "url": "/competitions/hubmap-kidney-segmentation/discussion/200767",
  "author_name": "",
  "post_date": "2020-12-01T19:13:54.292929500Z",
  "votes": 166,
  "comment_count": 31,
  "views": 0,
  "content": "<p><img src=\"https://drive.google.com/uc?id=1NQP-LMmOMq3bV6GiHnKxbCjKDyrPIk0P\" alt=\"\"></p>\n<p>Here is the compilation of winning solutions of Kaggle image segmentation related competitions .</p>\n<p><strong>Global Wheat Detection :</strong></p>\n<p>1 st Place<br>\n<a href=\"https://www.kaggle.com/c/global-wheat-detection/discussion/172418\" target=\"_blank\">https://www.kaggle.com/c/global-wheat-detection/discussion/172418</a></p>\n<p>2 nd Place <br>\n<a href=\"https://www.kaggle.com/c/global-wheat-detection/discussion/175961\" target=\"_blank\">https://www.kaggle.com/c/global-wheat-detection/discussion/175961</a></p>\n<p>3 rd Place <br>\n<a href=\"https://www.kaggle.com/c/global-wheat-detection/discussion/179055\" target=\"_blank\">https://www.kaggle.com/c/global-wheat-detection/discussion/179055</a></p>\n<p><strong>Severstal: Steel Defect Detection</strong></p>\n<p>1st Place <br>\n<a href=\"https://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114254\" target=\"_blank\">https://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114254</a></p>\n<p>4 th Place <br>\n<a href=\"https://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114716\" target=\"_blank\">https://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114716</a></p>\n<p>7 th Place<br>\n<a href=\"https://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114215\" target=\"_blank\">https://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114215</a></p>\n<p><strong>Understanding Clouds from Satellite Images</strong></p>\n<p>1 st Place :<br>\n<a href=\"https://www.kaggle.com/c/understanding_cloud_organization/discussion/118080\" target=\"_blank\">https://www.kaggle.com/c/understanding_cloud_organization/discussion/118080</a></p>\n<p>2 nd Place :<br>\n<a href=\"https://www.kaggle.com/c/understanding_cloud_organization/discussion/118255\" target=\"_blank\">https://www.kaggle.com/c/understanding_cloud_organization/discussion/118255</a></p>\n<p>3 rd Place :<br>\n<a href=\"https://www.kaggle.com/c/understanding_cloud_organization/discussion/117949\" target=\"_blank\">https://www.kaggle.com/c/understanding_cloud_organization/discussion/117949</a></p>\n<p><strong>Human Protein Atlas Image Classification</strong></p>\n<p>1 st place : <br>\n<a href=\"https://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/78109\" target=\"_blank\">https://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/78109</a></p>\n<p>5th Place<br>\n<a href=\"https://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/77731\" target=\"_blank\">https://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/77731</a></p>\n<p>39 th Place :<br>\n<a href=\"https://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/77637\" target=\"_blank\">https://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/77637</a></p>\n<p><strong>APTOS 2019 Blindness Detection</strong></p>\n<p>1 st Place :<br>\n<a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/108065\" target=\"_blank\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/108065</a></p>\n<p>2nd Place<br>\n<a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107926\" target=\"_blank\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107926</a></p>\n<p>4th Place <br>\n<a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107987\" target=\"_blank\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107987</a></p>\n<p>5th Place <br>\n<a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107960\" target=\"_blank\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107960</a></p>\n<p>8th Place <br>\n<a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/108030\" target=\"_blank\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/108030</a></p>\n<p><strong>SIIM-ACR Pneumothorax Segmentation</strong></p>\n<p>1 st Place :<br>\n<a href=\"https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107824\" target=\"_blank\">https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107824</a></p>\n<p>2 nd Place :<br>\n<a href=\"https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/108009\" target=\"_blank\">https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/108009</a></p>\n<p>3 rd Place :<br>\n<a href=\"https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107981\" target=\"_blank\">https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107981</a></p>\n<p>5 th Place :<br>\n<a href=\"https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107603\" target=\"_blank\">https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107603</a></p>\n<p><strong>TGS Salt Identification Challenge</strong></p>\n<p>1st Place :<br>\n<a href=\"https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69291\" target=\"_blank\">https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69291</a></p>\n<p>4 th Place :<br>\n<a href=\"https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69178\" target=\"_blank\">https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69178</a></p>\n<p>9 th Place :<br>\n<a href=\"https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69053\" target=\"_blank\">https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69053</a></p>\n<p>Hope you find this useful . If there is any competition left out and you would like to get it included , please mention it in the comment and I will update the post .</p>",
  "messages": [
    {
      "id": "1098676",
      "postDate": "12/01/2020 19:13:54",
      "content": "<p><img src=\"https://drive.google.com/uc?id=1NQP-LMmOMq3bV6GiHnKxbCjKDyrPIk0P\" alt=\"\"></p>\n<p>Here is the compilation of winning solutions of Kaggle image segmentation related competitions .</p>\n<p><strong>Global Wheat Detection :</strong></p>\n<p>1 st Place<br>\n<a href=\"https://www.kaggle.com/c/global-wheat-detection/discussion/172418\" target=\"_blank\">https://www.kaggle.com/c/global-wheat-detection/discussion/172418</a></p>\n<p>2 nd Place <br>\n<a href=\"https://www.kaggle.com/c/global-wheat-detection/discussion/175961\" target=\"_blank\">https://www.kaggle.com/c/global-wheat-detection/discussion/175961</a></p>\n<p>3 rd Place <br>\n<a href=\"https://www.kaggle.com/c/global-wheat-detection/discussion/179055\" target=\"_blank\">https://www.kaggle.com/c/global-wheat-detection/discussion/179055</a></p>\n<p><strong>Severstal: Steel Defect Detection</strong></p>\n<p>1st Place <br>\n<a href=\"https://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114254\" target=\"_blank\">https://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114254</a></p>\n<p>4 th Place <br>\n<a href=\"https://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114716\" target=\"_blank\">https://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114716</a></p>\n<p>7 th Place<br>\n<a href=\"https://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114215\" target=\"_blank\">https://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114215</a></p>\n<p><strong>Understanding Clouds from Satellite Images</strong></p>\n<p>1 st Place :<br>\n<a href=\"https://www.kaggle.com/c/understanding_cloud_organization/discussion/118080\" target=\"_blank\">https://www.kaggle.com/c/understanding_cloud_organization/discussion/118080</a></p>\n<p>2 nd Place :<br>\n<a href=\"https://www.kaggle.com/c/understanding_cloud_organization/discussion/118255\" target=\"_blank\">https://www.kaggle.com/c/understanding_cloud_organization/discussion/118255</a></p>\n<p>3 rd Place :<br>\n<a href=\"https://www.kaggle.com/c/understanding_cloud_organization/discussion/117949\" target=\"_blank\">https://www.kaggle.com/c/understanding_cloud_organization/discussion/117949</a></p>\n<p><strong>Human Protein Atlas Image Classification</strong></p>\n<p>1 st place : <br>\n<a href=\"https://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/78109\" target=\"_blank\">https://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/78109</a></p>\n<p>5th Place<br>\n<a href=\"https://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/77731\" target=\"_blank\">https://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/77731</a></p>\n<p>39 th Place :<br>\n<a href=\"https://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/77637\" target=\"_blank\">https://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/77637</a></p>\n<p><strong>APTOS 2019 Blindness Detection</strong></p>\n<p>1 st Place :<br>\n<a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/108065\" target=\"_blank\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/108065</a></p>\n<p>2nd Place<br>\n<a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107926\" target=\"_blank\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107926</a></p>\n<p>4th Place <br>\n<a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107987\" target=\"_blank\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107987</a></p>\n<p>5th Place <br>\n<a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107960\" target=\"_blank\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107960</a></p>\n<p>8th Place <br>\n<a href=\"https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/108030\" target=\"_blank\">https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/108030</a></p>\n<p><strong>SIIM-ACR Pneumothorax Segmentation</strong></p>\n<p>1 st Place :<br>\n<a href=\"https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107824\" target=\"_blank\">https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107824</a></p>\n<p>2 nd Place :<br>\n<a href=\"https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/108009\" target=\"_blank\">https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/108009</a></p>\n<p>3 rd Place :<br>\n<a href=\"https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107981\" target=\"_blank\">https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107981</a></p>\n<p>5 th Place :<br>\n<a href=\"https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107603\" target=\"_blank\">https://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107603</a></p>\n<p><strong>TGS Salt Identification Challenge</strong></p>\n<p>1st Place :<br>\n<a href=\"https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69291\" target=\"_blank\">https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69291</a></p>\n<p>4 th Place :<br>\n<a href=\"https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69178\" target=\"_blank\">https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69178</a></p>\n<p>9 th Place :<br>\n<a href=\"https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69053\" target=\"_blank\">https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69053</a></p>\n<p>Hope you find this useful . If there is any competition left out and you would like to get it included , please mention it in the comment and I will update the post .</p>",
      "rawMarkdown": "![](https://drive.google.com/uc?id=1NQP-LMmOMq3bV6GiHnKxbCjKDyrPIk0P)\n\nHere is the compilation of winning solutions of Kaggle image segmentation related competitions .\n\n**Global Wheat Detection :**\n\n1 st Place\nhttps://www.kaggle.com/c/global-wheat-detection/discussion/172418\n\n2 nd Place \nhttps://www.kaggle.com/c/global-wheat-detection/discussion/175961\n\n3 rd Place \nhttps://www.kaggle.com/c/global-wheat-detection/discussion/179055\n\n**Severstal: Steel Defect Detection**\n\n1st Place \nhttps://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114254\n\n4 th Place \nhttps://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114716\n\n7 th Place\nhttps://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114215\n\n**Understanding Clouds from Satellite Images**\n\n1 st Place :\nhttps://www.kaggle.com/c/understanding_cloud_organization/discussion/118080\n\n2 nd Place :\nhttps://www.kaggle.com/c/understanding_cloud_organization/discussion/118255\n\n3 rd Place :\nhttps://www.kaggle.com/c/understanding_cloud_organization/discussion/117949\n\n \n**Human Protein Atlas Image Classification**\n\n1 st place : \nhttps://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/78109\n\n5th Place\nhttps://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/77731\n\n39 th Place :\nhttps://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/77637\n\n**APTOS 2019 Blindness Detection**\n\n1 st Place :\nhttps://www.kaggle.com/c/aptos2019-blindness-detection/discussion/108065\n\n2nd Place\nhttps://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107926\n\n4th Place \nhttps://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107987\n\n5th Place \nhttps://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107960\n\n8th Place \nhttps://www.kaggle.com/c/aptos2019-blindness-detection/discussion/108030\n\n**SIIM-ACR Pneumothorax Segmentation**\n\n1 st Place :\nhttps://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107824\n\n2 nd Place :\nhttps://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/108009\n\n3 rd Place :\nhttps://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107981\n\n5 th Place :\nhttps://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107603\n\n**TGS Salt Identification Challenge**\n\n1st Place :\nhttps://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69291\n\n4 th Place :\nhttps://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69178\n\n9 th Place :\nhttps://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69053\n\nHope you find this useful . If there is any competition left out and you would like to get it included , please mention it in the comment and I will update the post .",
      "votes": null
    },
    {
      "id": "1098728",
      "postDate": "12/01/2020 19:50:55",
      "content": "<p>Thanks for sharing!</p>",
      "rawMarkdown": "Thanks for sharing!",
      "votes": null
    },
    {
      "id": "1099200",
      "postDate": "12/02/2020 07:03:32",
      "content": "<p>very helpful</p>",
      "rawMarkdown": "very helpful",
      "votes": null
    },
    {
      "id": "1099753",
      "postDate": "12/02/2020 15:27:22",
      "content": "<p>Thanks a lot for sharing it!</p>",
      "rawMarkdown": "Thanks a lot for sharing it!",
      "votes": null
    },
    {
      "id": "1099793",
      "postDate": "12/02/2020 15:44:21",
      "content": "<p>Thanks for the compilation 😄!</p>",
      "rawMarkdown": "Thanks for the compilation 😄!",
      "votes": null
    },
    {
      "id": "1099850",
      "postDate": "12/02/2020 16:31:35",
      "content": "<p>Very helpful resource. Thanks for sharing <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> </p>",
      "rawMarkdown": "Very helpful resource. Thanks for sharing @usharengaraju",
      "votes": null
    },
    {
      "id": "1099861",
      "postDate": "12/02/2020 16:46:59",
      "content": "<p>I successfully managed to apply image segmentation techniques to the Conway's Reverse Game of Life problem. </p>\n<p>38th place solution with an accuracy of 56.9%, in a competition that was dominated by SAT solvers and Genetic Algorithms. </p>\n<ul>\n<li><a href=\"https://www.kaggle.com/jamesmcguigan/game-of-life-image-segmentation-solver/\" target=\"_blank\">https://www.kaggle.com/jamesmcguigan/game-of-life-image-segmentation-solver/</a></li>\n<li><a href=\"https://www.kaggle.com/c/conways-reverse-game-of-life-2020/discussion/198141\" target=\"_blank\">https://www.kaggle.com/c/conways-reverse-game-of-life-2020/discussion/198141</a></li>\n</ul>",
      "rawMarkdown": "I successfully managed to apply image segmentation techniques to the Conway's Reverse Game of Life problem. \n\n38th place solution with an accuracy of 56.9%, in a competition that was dominated by SAT solvers and Genetic Algorithms. \n\n- https://www.kaggle.com/jamesmcguigan/game-of-life-image-segmentation-solver/\n- https://www.kaggle.com/c/conways-reverse-game-of-life-2020/discussion/198141",
      "votes": null
    },
    {
      "id": "1100368",
      "postDate": "12/03/2020 03:26:46",
      "content": "<p>oh good, it will be helpful for us</p>",
      "rawMarkdown": "oh good, it will be helpful for us",
      "votes": null
    },
    {
      "id": "1100477",
      "postDate": "12/03/2020 05:31:17",
      "content": "<p>38th? Looks like you ranked 22nd to me?</p>",
      "rawMarkdown": "38th? Looks like you ranked 22nd to me?",
      "votes": null
    },
    {
      "id": "1101423",
      "postDate": "12/03/2020 22:21:36",
      "content": "<p>My Z3 Constraint Satisfaction Solver Ranked 22nd. </p>\n<p>I attempted multiple different approaches to the same problem, and the Image Segmentation Solver alone would have ranked 38th place on the final leaderboards.</p>\n<ul>\n<li><a href=\"https://www.kaggle.com/c/conways-reverse-game-of-life-2020/discussion/200608\" target=\"_blank\">https://www.kaggle.com/c/conways-reverse-game-of-life-2020/discussion/200608</a></li>\n</ul>",
      "rawMarkdown": "My Z3 Constraint Satisfaction Solver Ranked 22nd. \n\nI attempted multiple different approaches to the same problem, and the Image Segmentation Solver alone would have ranked 38th place on the final leaderboards.\n\n- https://www.kaggle.com/c/conways-reverse-game-of-life-2020/discussion/200608",
      "votes": null
    },
    {
      "id": "1101492",
      "postDate": "12/04/2020 00:09:28",
      "content": "<p>Thanks for sharing!</p>",
      "rawMarkdown": "Thanks for sharing!",
      "votes": null
    },
    {
      "id": "1105101",
      "postDate": "12/07/2020 14:18:40",
      "content": "<p>Exhaustive list, much appreciated 👌</p>",
      "rawMarkdown": "Exhaustive list, much appreciated 👌",
      "votes": null
    },
    {
      "id": "1106123",
      "postDate": "12/08/2020 14:55:01",
      "content": "<p>Great list, thanks for sharing!</p>",
      "rawMarkdown": "Great list, thanks for sharing!",
      "votes": null
    },
    {
      "id": "1106357",
      "postDate": "12/08/2020 18:31:49",
      "content": "<p>Excellent post 👍</p>",
      "rawMarkdown": "Excellent post 👍",
      "votes": null
    },
    {
      "id": "1108934",
      "postDate": "12/11/2020 06:54:01",
      "content": "<p>Thank you for the arrangement!</p>",
      "rawMarkdown": "Thank you for the arrangement!",
      "votes": null
    },
    {
      "id": "1109314",
      "postDate": "12/11/2020 14:25:30",
      "content": "<p>Thank you for the share!</p>",
      "rawMarkdown": "Thank you for the share!",
      "votes": null
    },
    {
      "id": "1111256",
      "postDate": "12/13/2020 15:18:34",
      "content": "<p>Thanks for sharing this post! Very helpful!</p>",
      "rawMarkdown": "Thanks for sharing this post! Very helpful!",
      "votes": null
    },
    {
      "id": "1113013",
      "postDate": "12/15/2020 05:27:34",
      "content": "<p>Thank you for the post </p>",
      "rawMarkdown": "Thank you for the post",
      "votes": null
    },
    {
      "id": "1113387",
      "postDate": "12/15/2020 12:10:01",
      "content": "<p>What about this competition <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> :</p>\n<p><a href=\"https://www.kaggle.com/c/airbus-ship-detection/overview\" target=\"_blank\">Airbus Ship Detection Challenge</a></p>",
      "rawMarkdown": "What about this competition @usharengaraju :\n\n[Airbus Ship Detection Challenge](https://www.kaggle.com/c/airbus-ship-detection/overview)",
      "votes": null
    },
    {
      "id": "1118448",
      "postDate": "12/19/2020 04:41:49",
      "content": "<p>Thanks for sharing, this is really helpful …</p>",
      "rawMarkdown": "Thanks for sharing, this is really helpful ...",
      "votes": null
    },
    {
      "id": "1119963",
      "postDate": "12/20/2020 13:44:21",
      "content": "<p>What is they's key ideas?</p>",
      "rawMarkdown": "What is they's key ideas?",
      "votes": null
    },
    {
      "id": "1122244",
      "postDate": "12/22/2020 09:38:13",
      "content": "<p>Thanks for sharing </p>",
      "rawMarkdown": "Thanks for sharing",
      "votes": null
    },
    {
      "id": "1135226",
      "postDate": "01/02/2021 03:39:07",
      "content": "<p>wow , excellent</p>",
      "rawMarkdown": "wow , excellent",
      "votes": null
    },
    {
      "id": "1153815",
      "postDate": "01/15/2021 07:03:50",
      "content": "<p>Really Motivating 😄 <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> </p>",
      "rawMarkdown": "Really Motivating 😄 @usharengaraju",
      "votes": null
    },
    {
      "id": "1185265",
      "postDate": "02/04/2021 04:49:21",
      "content": "<p>Thanks for sharing!<br>\nIt's awesome!</p>",
      "rawMarkdown": "Thanks for sharing!\nIt's awesome!",
      "votes": null
    },
    {
      "id": "1265577",
      "postDate": "04/07/2021 03:28:03",
      "content": "<p>Thanks for sharing</p>",
      "rawMarkdown": "Thanks for sharing",
      "votes": null
    },
    {
      "id": "1280721",
      "postDate": "04/22/2021 09:20:20",
      "content": "<p>Great list, thanks for sharing!</p>",
      "rawMarkdown": "Great list, thanks for sharing!",
      "votes": null
    },
    {
      "id": "1286500",
      "postDate": "04/28/2021 04:36:25",
      "content": "<p>Thanks for sharing</p>",
      "rawMarkdown": "Thanks for sharing",
      "votes": null
    },
    {
      "id": "1286771",
      "postDate": "04/28/2021 11:49:48",
      "content": "<p>Thanks for sharing</p>",
      "rawMarkdown": "Thanks for sharing",
      "votes": null
    },
    {
      "id": "1359095",
      "postDate": "06/21/2021 04:41:13",
      "content": "<p>Thanks for sharing. Really in need of it. </p>",
      "rawMarkdown": "Thanks for sharing. Really in need of it.",
      "votes": null
    },
    {
      "id": "1359406",
      "postDate": "06/21/2021 09:20:55",
      "content": "<p>Thanks for compiling this post! <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> </p>",
      "rawMarkdown": "Thanks for compiling this post! @usharengaraju",
      "votes": null
    },
    {
      "id": "1364060",
      "postDate": "06/24/2021 15:27:50",
      "content": "<p>Exactly what I was searching for. Thank you once again <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a>.</p>",
      "rawMarkdown": "Exactly what I was searching for. Thank you once again @usharengaraju.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1098728,
      "author_name": "yolandakaggle",
      "author_url": "",
      "post_date": "12/01/2020 19:50:55",
      "content": "<p>Thanks for sharing!</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1099200,
      "author_name": "yuvaramsingh",
      "author_url": "",
      "post_date": "12/02/2020 07:03:32",
      "content": "<p>very helpful</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1099753,
      "author_name": "ichigoku",
      "author_url": "",
      "post_date": "12/02/2020 15:27:22",
      "content": "<p>Thanks a lot for sharing it!</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1099793,
      "author_name": "sgburgess687",
      "author_url": "",
      "post_date": "12/02/2020 15:44:21",
      "content": "<p>Thanks for the compilation 😄!</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1099850,
      "author_name": "vineeth1999",
      "author_url": "",
      "post_date": "12/02/2020 16:31:35",
      "content": "<p>Very helpful resource. Thanks for sharing <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1099861,
      "author_name": "jamesmcguigan",
      "author_url": "",
      "post_date": "12/02/2020 16:46:59",
      "content": "<p>I successfully managed to apply image segmentation techniques to the Conway's Reverse Game of Life problem. </p>\n<p>38th place solution with an accuracy of 56.9%, in a competition that was dominated by SAT solvers and Genetic Algorithms. </p>\n<ul>\n<li><a href=\"https://www.kaggle.com/jamesmcguigan/game-of-life-image-segmentation-solver/\" target=\"_blank\">https://www.kaggle.com/jamesmcguigan/game-of-life-image-segmentation-solver/</a></li>\n<li><a href=\"https://www.kaggle.com/c/conways-reverse-game-of-life-2020/discussion/198141\" target=\"_blank\">https://www.kaggle.com/c/conways-reverse-game-of-life-2020/discussion/198141</a></li>\n</ul>",
      "votes": null,
      "replies": [
        {
          "id": 1100477,
          "author_name": "matthewmasters",
          "author_url": "",
          "post_date": "12/03/2020 05:31:17",
          "content": "<p>38th? Looks like you ranked 22nd to me?</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1101423,
          "author_name": "jamesmcguigan",
          "author_url": "",
          "post_date": "12/03/2020 22:21:36",
          "content": "<p>My Z3 Constraint Satisfaction Solver Ranked 22nd. </p>\n<p>I attempted multiple different approaches to the same problem, and the Image Segmentation Solver alone would have ranked 38th place on the final leaderboards.</p>\n<ul>\n<li><a href=\"https://www.kaggle.com/c/conways-reverse-game-of-life-2020/discussion/200608\" target=\"_blank\">https://www.kaggle.com/c/conways-reverse-game-of-life-2020/discussion/200608</a></li>\n</ul>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 1100368,
      "author_name": "riteshvish",
      "author_url": "",
      "post_date": "12/03/2020 03:26:46",
      "content": "<p>oh good, it will be helpful for us</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1101492,
      "author_name": "lucasserafim",
      "author_url": "",
      "post_date": "12/04/2020 00:09:28",
      "content": "<p>Thanks for sharing!</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1105101,
      "author_name": "bouweceunen",
      "author_url": "",
      "post_date": "12/07/2020 14:18:40",
      "content": "<p>Exhaustive list, much appreciated 👌</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1106123,
      "author_name": "jhanyceolin",
      "author_url": "",
      "post_date": "12/08/2020 14:55:01",
      "content": "<p>Great list, thanks for sharing!</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1106357,
      "author_name": "carternichols",
      "author_url": "",
      "post_date": "12/08/2020 18:31:49",
      "content": "<p>Excellent post 👍</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1108934,
      "author_name": "rubix9821",
      "author_url": "",
      "post_date": "12/11/2020 06:54:01",
      "content": "<p>Thank you for the arrangement!</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1109314,
      "author_name": "rubix9821",
      "author_url": "",
      "post_date": "12/11/2020 14:25:30",
      "content": "<p>Thank you for the share!</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1111256,
      "author_name": "aikeyz",
      "author_url": "",
      "post_date": "12/13/2020 15:18:34",
      "content": "<p>Thanks for sharing this post! Very helpful!</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1113013,
      "author_name": "ashikm96",
      "author_url": "",
      "post_date": "12/15/2020 05:27:34",
      "content": "<p>Thank you for the post </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1113387,
      "author_name": "joshi98kishan",
      "author_url": "",
      "post_date": "12/15/2020 12:10:01",
      "content": "<p>What about this competition <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> :</p>\n<p><a href=\"https://www.kaggle.com/c/airbus-ship-detection/overview\" target=\"_blank\">Airbus Ship Detection Challenge</a></p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1118448,
      "author_name": "atharvaingle",
      "author_url": "",
      "post_date": "12/19/2020 04:41:49",
      "content": "<p>Thanks for sharing, this is really helpful …</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1119963,
      "author_name": "zavodrobotov",
      "author_url": "",
      "post_date": "12/20/2020 13:44:21",
      "content": "<p>What is they's key ideas?</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1122244,
      "author_name": "hazemchaabi",
      "author_url": "",
      "post_date": "12/22/2020 09:38:13",
      "content": "<p>Thanks for sharing </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1135226,
      "author_name": "sogoodday",
      "author_url": "",
      "post_date": "01/02/2021 03:39:07",
      "content": "<p>wow , excellent</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1153815,
      "author_name": "aryan27",
      "author_url": "",
      "post_date": "01/15/2021 07:03:50",
      "content": "<p>Really Motivating 😄 <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1185265,
      "author_name": "daikimurakami",
      "author_url": "",
      "post_date": "02/04/2021 04:49:21",
      "content": "<p>Thanks for sharing!<br>\nIt's awesome!</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1265577,
      "author_name": "vipbook",
      "author_url": "",
      "post_date": "04/07/2021 03:28:03",
      "content": "<p>Thanks for sharing</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1280721,
      "author_name": "happytimothy",
      "author_url": "",
      "post_date": "04/22/2021 09:20:20",
      "content": "<p>Great list, thanks for sharing!</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1286500,
      "author_name": "wwwdatatime",
      "author_url": "",
      "post_date": "04/28/2021 04:36:25",
      "content": "<p>Thanks for sharing</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1286771,
      "author_name": "shigengtian",
      "author_url": "",
      "post_date": "04/28/2021 11:49:48",
      "content": "<p>Thanks for sharing</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1359095,
      "author_name": "samirkhanal",
      "author_url": "",
      "post_date": "06/21/2021 04:41:13",
      "content": "<p>Thanks for sharing. Really in need of it. </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1359406,
      "author_name": "rmtrickster",
      "author_url": "",
      "post_date": "06/21/2021 09:20:55",
      "content": "<p>Thanks for compiling this post! <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1364060,
      "author_name": "keagle",
      "author_url": "",
      "post_date": "06/24/2021 15:27:50",
      "content": "<p>Exactly what I was searching for. Thank you once again <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a>.</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "1098676": "![](https://drive.google.com/uc?id=1NQP-LMmOMq3bV6GiHnKxbCjKDyrPIk0P)\n\nHere is the compilation of winning solutions of Kaggle image segmentation related competitions .\n\n**Global Wheat Detection :**\n\n1 st Place\nhttps://www.kaggle.com/c/global-wheat-detection/discussion/172418\n\n2 nd Place \nhttps://www.kaggle.com/c/global-wheat-detection/discussion/175961\n\n3 rd Place \nhttps://www.kaggle.com/c/global-wheat-detection/discussion/179055\n\n**Severstal: Steel Defect Detection**\n\n1st Place \nhttps://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114254\n\n4 th Place \nhttps://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114716\n\n7 th Place\nhttps://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114215\n\n**Understanding Clouds from Satellite Images**\n\n1 st Place :\nhttps://www.kaggle.com/c/understanding_cloud_organization/discussion/118080\n\n2 nd Place :\nhttps://www.kaggle.com/c/understanding_cloud_organization/discussion/118255\n\n3 rd Place :\nhttps://www.kaggle.com/c/understanding_cloud_organization/discussion/117949\n\n \n**Human Protein Atlas Image Classification**\n\n1 st place : \nhttps://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/78109\n\n5th Place\nhttps://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/77731\n\n39 th Place :\nhttps://www.kaggle.com/c/human-protein-atlas-image-classification/discussion/77637\n\n**APTOS 2019 Blindness Detection**\n\n1 st Place :\nhttps://www.kaggle.com/c/aptos2019-blindness-detection/discussion/108065\n\n2nd Place\nhttps://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107926\n\n4th Place \nhttps://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107987\n\n5th Place \nhttps://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107960\n\n8th Place \nhttps://www.kaggle.com/c/aptos2019-blindness-detection/discussion/108030\n\n**SIIM-ACR Pneumothorax Segmentation**\n\n1 st Place :\nhttps://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107824\n\n2 nd Place :\nhttps://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/108009\n\n3 rd Place :\nhttps://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107981\n\n5 th Place :\nhttps://www.kaggle.com/c/siim-acr-pneumothorax-segmentation/discussion/107603\n\n**TGS Salt Identification Challenge**\n\n1st Place :\nhttps://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69291\n\n4 th Place :\nhttps://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69178\n\n9 th Place :\nhttps://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69053\n\nHope you find this useful . If there is any competition left out and you would like to get it included , please mention it in the comment and I will update the post .",
    "1098728": "Thanks for sharing!",
    "1099200": "very helpful",
    "1099753": "Thanks a lot for sharing it!",
    "1099793": "Thanks for the compilation 😄!",
    "1099850": "Very helpful resource. Thanks for sharing @usharengaraju",
    "1099861": "I successfully managed to apply image segmentation techniques to the Conway's Reverse Game of Life problem. \n\n38th place solution with an accuracy of 56.9%, in a competition that was dominated by SAT solvers and Genetic Algorithms. \n\n- https://www.kaggle.com/jamesmcguigan/game-of-life-image-segmentation-solver/\n- https://www.kaggle.com/c/conways-reverse-game-of-life-2020/discussion/198141",
    "1100368": "oh good, it will be helpful for us",
    "1100477": "38th? Looks like you ranked 22nd to me?",
    "1101423": "My Z3 Constraint Satisfaction Solver Ranked 22nd. \n\nI attempted multiple different approaches to the same problem, and the Image Segmentation Solver alone would have ranked 38th place on the final leaderboards.\n\n- https://www.kaggle.com/c/conways-reverse-game-of-life-2020/discussion/200608",
    "1101492": "Thanks for sharing!",
    "1105101": "Exhaustive list, much appreciated 👌",
    "1106123": "Great list, thanks for sharing!",
    "1106357": "Excellent post 👍",
    "1108934": "Thank you for the arrangement!",
    "1109314": "Thank you for the share!",
    "1111256": "Thanks for sharing this post! Very helpful!",
    "1113013": "Thank you for the post",
    "1113387": "What about this competition @usharengaraju :\n\n[Airbus Ship Detection Challenge](https://www.kaggle.com/c/airbus-ship-detection/overview)",
    "1118448": "Thanks for sharing, this is really helpful ...",
    "1119963": "What is they's key ideas?",
    "1122244": "Thanks for sharing",
    "1135226": "wow , excellent",
    "1153815": "Really Motivating 😄 @usharengaraju",
    "1185265": "Thanks for sharing!\nIt's awesome!",
    "1265577": "Thanks for sharing",
    "1280721": "Great list, thanks for sharing!",
    "1286500": "Thanks for sharing",
    "1286771": "Thanks for sharing",
    "1359095": "Thanks for sharing. Really in need of it.",
    "1359406": "Thanks for compiling this post! @usharengaraju",
    "1364060": "Exactly what I was searching for. Thank you once again @usharengaraju."
  },
  "source": "meta"
}