{
  "id": 417317,
  "title": "Top Solutions Collection",
  "url": "/competitions/vesuvius-challenge-ink-detection/discussion/417317",
  "author_name": "",
  "post_date": "2023-06-15T08:14:39.786534200Z",
  "votes": 6,
  "comment_count": 5,
  "views": 0,
  "content": "<p>I have enjoyed participating in this challenge, trying and reading about many 3D-2.5D models.</p>\n<p>Here is a collection of the top solutions:</p>\n<h1>Gold 🥇</h1>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417496\" target=\"_blank\">1st place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417255\" target=\"_blank\">2nd place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417536\" target=\"_blank\">3d place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417779\" target=\"_blank\">4th place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417642\" target=\"_blank\">5th place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417274\" target=\"_blank\">6th place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417430\" target=\"_blank\">7th place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417361\" target=\"_blank\">9th place</a> (many thanks to <a href=\"https://www.kaggle.com/hengck23\" target=\"_blank\">Cher Keng Heng</a> for sharing many useful things.)</li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417363\" target=\"_blank\">10th place</a> </li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417281\" target=\"_blank\">11th place</a></li>\n</ul>\n<h1>Silver 🥈</h1>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417323\" target=\"_blank\">33d place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417258\" target=\"_blank\">37th place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417880\" target=\"_blank\">49th place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417746\" target=\"_blank\">55th place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417260\" target=\"_blank\">56th place</a></li>\n</ul>\n<h1>&nbsp;Bronze 🥉</h1>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417563\" target=\"_blank\">73d place</a></li>\n</ul>\n<h1>&nbsp;Meta-Analysis</h1>\n<ul>\n<li>Most solutions have used the <strong>fragment 1</strong> as a validation one.</li>\n<li><a href=\"https://arxiv.org/abs/1505.04597\" target=\"_blank\">U-Net</a> is the most used <strong>decoder</strong> with various backbones</li>\n<li>Most top solutions have used an <strong>ensemble</strong> of various models and a <strong>simple average</strong> was used most of the time</li>\n</ul>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F172860%2F2a1c2fd8ce3397812810e862ab3d188e%2Funet.png?generation=1687094220678018&amp;alt=media\" alt=\"U-NET architecture\"></p>\n<p>U-NET is the king of medical segmentation competitions! Architecture <a href=\"https://lmb.informatik.uni-freiburg.de/people/ronneber/u-net/u-net-architecture.png\" target=\"_blank\">source</a>. </p>\n<p>I will keep updating this list, thanks to all participants for sharing their solutions, enjoy reading!</p>",
  "messages": [
    {
      "id": "2303296",
      "postDate": "06/15/2023 08:14:39",
      "content": "<p>I have enjoyed participating in this challenge, trying and reading about many 3D-2.5D models.</p>\n<p>Here is a collection of the top solutions:</p>\n<h1>Gold 🥇</h1>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417496\" target=\"_blank\">1st place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417255\" target=\"_blank\">2nd place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417536\" target=\"_blank\">3d place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417779\" target=\"_blank\">4th place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417642\" target=\"_blank\">5th place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417274\" target=\"_blank\">6th place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417430\" target=\"_blank\">7th place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417361\" target=\"_blank\">9th place</a> (many thanks to <a href=\"https://www.kaggle.com/hengck23\" target=\"_blank\">Cher Keng Heng</a> for sharing many useful things.)</li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417363\" target=\"_blank\">10th place</a> </li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417281\" target=\"_blank\">11th place</a></li>\n</ul>\n<h1>Silver 🥈</h1>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417323\" target=\"_blank\">33d place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417258\" target=\"_blank\">37th place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417880\" target=\"_blank\">49th place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417746\" target=\"_blank\">55th place</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417260\" target=\"_blank\">56th place</a></li>\n</ul>\n<h1>&nbsp;Bronze 🥉</h1>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417563\" target=\"_blank\">73d place</a></li>\n</ul>\n<h1>&nbsp;Meta-Analysis</h1>\n<ul>\n<li>Most solutions have used the <strong>fragment 1</strong> as a validation one.</li>\n<li><a href=\"https://arxiv.org/abs/1505.04597\" target=\"_blank\">U-Net</a> is the most used <strong>decoder</strong> with various backbones</li>\n<li>Most top solutions have used an <strong>ensemble</strong> of various models and a <strong>simple average</strong> was used most of the time</li>\n</ul>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F172860%2F2a1c2fd8ce3397812810e862ab3d188e%2Funet.png?generation=1687094220678018&amp;alt=media\" alt=\"U-NET architecture\"></p>\n<p>U-NET is the king of medical segmentation competitions! Architecture <a href=\"https://lmb.informatik.uni-freiburg.de/people/ronneber/u-net/u-net-architecture.png\" target=\"_blank\">source</a>. </p>\n<p>I will keep updating this list, thanks to all participants for sharing their solutions, enjoy reading!</p>",
      "rawMarkdown": "I have enjoyed participating in this challenge, trying and reading about many 3D-2.5D models.\n\nHere is a collection of the top solutions:\n\n# Gold 🥇\n\n* [1st place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417496)\n* [2nd place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417255)\n* [3d place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417536)\n* [4th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417779)\n* [5th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417642)\n* [6th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417274)\n* [7th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417430)\n* [9th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417361) (many thanks to [Cher Keng Heng](https://www.kaggle.com/hengck23) for sharing many useful things.)\n* [10th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417363) \n* [11th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417281)\n\n\n# Silver 🥈\n\n* [33d place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417323)\n* [37th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417258)\n* [49th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417880)\n* [55th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417746)\n* [56th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417260)\n\n# Bronze 🥉\n\n* [73d place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417563)\n\n# Meta-Analysis\n\n* Most solutions have used the **fragment 1** as a validation one.\n* [U-Net](https://arxiv.org/abs/1505.04597) is the most used **decoder** with various backbones\n* Most top solutions have used an **ensemble** of various models and a **simple average** was used most of the time\n\n\n![U-NET architecture](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F172860%2F2a1c2fd8ce3397812810e862ab3d188e%2Funet.png?generation=1687094220678018&alt=media)\n\n\nU-NET is the king of medical segmentation competitions! Architecture [source](https://lmb.informatik.uni-freiburg.de/people/ronneber/u-net/u-net-architecture.png). \n\n\nI will keep updating this list, thanks to all participants for sharing their solutions, enjoy reading!",
      "votes": null
    },
    {
      "id": "2303347",
      "postDate": "06/15/2023 08:56:37",
      "content": "<p>(My) 33d place solution here: <a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417323\" target=\"_blank\">https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417323</a> 🙏</p>",
      "rawMarkdown": "(My) 33d place solution here: https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417323 🙏",
      "votes": null
    },
    {
      "id": "2303348",
      "postDate": "06/15/2023 08:57:22",
      "content": "<p>Thanks for sharing. I will update the list. 👍 </p>",
      "rawMarkdown": "Thanks for sharing. I will update the list. 👍",
      "votes": null
    },
    {
      "id": "2304738",
      "postDate": "06/16/2023 07:49:04",
      "content": "<p>[<strong>Update</strong>] First place solution was shared: <a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417496\" target=\"_blank\">https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417496</a></p>",
      "rawMarkdown": "[**Update**] First place solution was shared: https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417496",
      "votes": null
    },
    {
      "id": "2304767",
      "postDate": "06/16/2023 08:10:37",
      "content": "<p>Our 7th place solution is also online: <a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417430\" target=\"_blank\">https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417430</a><br>\nInteresting meta analysis!</p>",
      "rawMarkdown": "Our 7th place solution is also online: https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417430\nInteresting meta analysis!",
      "votes": null
    },
    {
      "id": "2307854",
      "postDate": "06/18/2023 13:13:53",
      "content": "<p>Awesome, I am adding it. Thanks.<br>\nThe meta analysis is still a WIP, need to dig deeper. </p>",
      "rawMarkdown": "Awesome, I am adding it. Thanks.\nThe meta analysis is still a WIP, need to dig deeper.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 2303347,
      "author_name": "lucasvw",
      "author_url": "",
      "post_date": "06/15/2023 08:56:37",
      "content": "<p>(My) 33d place solution here: <a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417323\" target=\"_blank\">https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417323</a> 🙏</p>",
      "votes": null,
      "replies": [
        {
          "id": 2303348,
          "author_name": "yassinealouini",
          "author_url": "",
          "post_date": "06/15/2023 08:57:22",
          "content": "<p>Thanks for sharing. I will update the list. 👍 </p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 2304738,
      "author_name": "yassinealouini",
      "author_url": "",
      "post_date": "06/16/2023 07:49:04",
      "content": "<p>[<strong>Update</strong>] First place solution was shared: <a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417496\" target=\"_blank\">https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417496</a></p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 2304767,
      "author_name": "yankir",
      "author_url": "",
      "post_date": "06/16/2023 08:10:37",
      "content": "<p>Our 7th place solution is also online: <a href=\"https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417430\" target=\"_blank\">https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417430</a><br>\nInteresting meta analysis!</p>",
      "votes": null,
      "replies": [
        {
          "id": 2307854,
          "author_name": "yassinealouini",
          "author_url": "",
          "post_date": "06/18/2023 13:13:53",
          "content": "<p>Awesome, I am adding it. Thanks.<br>\nThe meta analysis is still a WIP, need to dig deeper. </p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "2303296": "I have enjoyed participating in this challenge, trying and reading about many 3D-2.5D models.\n\nHere is a collection of the top solutions:\n\n# Gold 🥇\n\n* [1st place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417496)\n* [2nd place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417255)\n* [3d place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417536)\n* [4th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417779)\n* [5th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417642)\n* [6th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417274)\n* [7th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417430)\n* [9th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417361) (many thanks to [Cher Keng Heng](https://www.kaggle.com/hengck23) for sharing many useful things.)\n* [10th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417363) \n* [11th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417281)\n\n\n# Silver 🥈\n\n* [33d place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417323)\n* [37th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417258)\n* [49th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417880)\n* [55th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417746)\n* [56th place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417260)\n\n# Bronze 🥉\n\n* [73d place](https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417563)\n\n# Meta-Analysis\n\n* Most solutions have used the **fragment 1** as a validation one.\n* [U-Net](https://arxiv.org/abs/1505.04597) is the most used **decoder** with various backbones\n* Most top solutions have used an **ensemble** of various models and a **simple average** was used most of the time\n\n\n![U-NET architecture](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F172860%2F2a1c2fd8ce3397812810e862ab3d188e%2Funet.png?generation=1687094220678018&alt=media)\n\n\nU-NET is the king of medical segmentation competitions! Architecture [source](https://lmb.informatik.uni-freiburg.de/people/ronneber/u-net/u-net-architecture.png). \n\n\nI will keep updating this list, thanks to all participants for sharing their solutions, enjoy reading!",
    "2303347": "(My) 33d place solution here: https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417323 🙏",
    "2303348": "Thanks for sharing. I will update the list. 👍",
    "2304738": "[**Update**] First place solution was shared: https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417496",
    "2304767": "Our 7th place solution is also online: https://www.kaggle.com/competitions/vesuvius-challenge-ink-detection/discussion/417430\nInteresting meta analysis!",
    "2307854": "Awesome, I am adding it. Thanks.\nThe meta analysis is still a WIP, need to dig deeper."
  },
  "source": "meta"
}