{
  "id": 208044,
  "title": "🎊 🎉CheXpert - Leaderboard Solutions and Code 🎇 🎆",
  "url": "/competitions/vinbigdata-chest-xray-abnormalities-detection/discussion/208044",
  "author_name": "Tensor Girl",
  "post_date": "2021-01-01T14:48:29.345000",
  "votes": 25,
  "comment_count": 1,
  "views": 0,
  "content": "<p><img src=\"https://drive.google.com/uc?id=1kdnYQ376lPIx06C3CXjLoxwptTx1UeAm\" alt=\"\"><br>\n<strong>What is CheXpert?</strong><br>\nCheXpert is a large dataset of chest X-rays and competition for automated chest x-ray interpretation, which features uncertainty labels and radiologist-labeled reference standard evaluation sets.<br>\nLink : <a href=\"https://stanfordmlgroup.github.io/competitions/chexpert/\" target=\"_blank\">https://stanfordmlgroup.github.io/competitions/chexpert/</a><br>\nThe leaderboard solutions can serve as inspiration for the current competition .<br>\n<strong>Interpreting chest X-rays via CNNs that exploit hierarchical disease dependencies and uncertainty labels</strong><br>\n<a href=\"https://arxiv.org/abs/1911.06475\" target=\"_blank\">https://arxiv.org/abs/1911.06475</a><br>\n<strong>5 th Rank : YWW(ensemble) JF&amp;NNU</strong><br>\n<a href=\"https://github.com/jfhealthcare/Chexpert\" target=\"_blank\">https://github.com/jfhealthcare/Chexpert</a><br>\n<strong>14th Rank : bedineze</strong> <br>\n<a href=\"https://github.com/deadpoppy/CheXpert-Challenge\" target=\"_blank\">https://github.com/deadpoppy/CheXpert-Challenge</a><br>\n<strong>32nd Rank : yww211</strong><br>\n<a href=\"https://github.com/inisis/chexpert\" target=\"_blank\">https://github.com/inisis/chexpert</a><br>\n<strong>56th Rank : Ensemble_v2 Ian, Wingspan</strong><br>\n<a href=\"https://github.com/Ien001/CheXpert_challenge_2019\" target=\"_blank\">https://github.com/Ien001/CheXpert_challenge_2019</a><br>\nHope you found the solutions helpful ..Best wishes for the competition !!!</p>",
  "messages": [
    {
      "id": 1134753,
      "postDate": "2021-01-01T14:48:29.347Z",
      "content": "<p><img src=\"https://drive.google.com/uc?id=1kdnYQ376lPIx06C3CXjLoxwptTx1UeAm\" alt=\"\"><br>\n<strong>What is CheXpert?</strong><br>\nCheXpert is a large dataset of chest X-rays and competition for automated chest x-ray interpretation, which features uncertainty labels and radiologist-labeled reference standard evaluation sets.<br>\nLink : <a href=\"https://stanfordmlgroup.github.io/competitions/chexpert/\" target=\"_blank\">https://stanfordmlgroup.github.io/competitions/chexpert/</a><br>\nThe leaderboard solutions can serve as inspiration for the current competition .<br>\n<strong>Interpreting chest X-rays via CNNs that exploit hierarchical disease dependencies and uncertainty labels</strong><br>\n<a href=\"https://arxiv.org/abs/1911.06475\" target=\"_blank\">https://arxiv.org/abs/1911.06475</a><br>\n<strong>5 th Rank : YWW(ensemble) JF&amp;NNU</strong><br>\n<a href=\"https://github.com/jfhealthcare/Chexpert\" target=\"_blank\">https://github.com/jfhealthcare/Chexpert</a><br>\n<strong>14th Rank : bedineze</strong> <br>\n<a href=\"https://github.com/deadpoppy/CheXpert-Challenge\" target=\"_blank\">https://github.com/deadpoppy/CheXpert-Challenge</a><br>\n<strong>32nd Rank : yww211</strong><br>\n<a href=\"https://github.com/inisis/chexpert\" target=\"_blank\">https://github.com/inisis/chexpert</a><br>\n<strong>56th Rank : Ensemble_v2 Ian, Wingspan</strong><br>\n<a href=\"https://github.com/Ien001/CheXpert_challenge_2019\" target=\"_blank\">https://github.com/Ien001/CheXpert_challenge_2019</a><br>\nHope you found the solutions helpful ..Best wishes for the competition !!!</p>",
      "rawMarkdown": "\n![](https://drive.google.com/uc?id=1kdnYQ376lPIx06C3CXjLoxwptTx1UeAm)\n\n\n**What is CheXpert?**\nCheXpert is a large dataset of chest X-rays and competition for automated chest x-ray interpretation, which features uncertainty labels and radiologist-labeled reference standard evaluation sets.\n\nLink : https://stanfordmlgroup.github.io/competitions/chexpert/\n\nThe leaderboard solutions can serve as inspiration for the current competition .\n\n**Interpreting chest X-rays via CNNs that exploit hierarchical disease dependencies and uncertainty labels**\nhttps://arxiv.org/abs/1911.06475\n\n**5 th Rank : YWW(ensemble) JF&NNU**\nhttps://github.com/jfhealthcare/Chexpert\n\n**14th Rank : bedineze** \nhttps://github.com/deadpoppy/CheXpert-Challenge\n\n**32nd Rank : yww211**\nhttps://github.com/inisis/chexpert\n\n**56th Rank : Ensemble_v2 Ian, Wingspan**\nhttps://github.com/Ien001/CheXpert_challenge_2019\n\nHope you found the solutions helpful ..Best wishes for the competition !!!",
      "votes": 25
    },
    {
      "id": 3230820,
      "postDate": "2025-06-23T13:27:09.590Z",
      "content": "<p>6 years later, we have another better solution?</p>",
      "rawMarkdown": "6 years later, we have another better solution?"
    }
  ],
  "comments": [
    {
      "id": 3230820,
      "author_name": "Vitor Dalto",
      "author_url": "",
      "post_date": "2025-06-23T13:27:09.590000",
      "content": "<p>6 years later, we have another better solution?</p>",
      "votes": 0,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "1134753": "\n![](https://drive.google.com/uc?id=1kdnYQ376lPIx06C3CXjLoxwptTx1UeAm)\n\n\n**What is CheXpert?**\nCheXpert is a large dataset of chest X-rays and competition for automated chest x-ray interpretation, which features uncertainty labels and radiologist-labeled reference standard evaluation sets.\n\nLink : https://stanfordmlgroup.github.io/competitions/chexpert/\n\nThe leaderboard solutions can serve as inspiration for the current competition .\n\n**Interpreting chest X-rays via CNNs that exploit hierarchical disease dependencies and uncertainty labels**\nhttps://arxiv.org/abs/1911.06475\n\n**5 th Rank : YWW(ensemble) JF&NNU**\nhttps://github.com/jfhealthcare/Chexpert\n\n**14th Rank : bedineze** \nhttps://github.com/deadpoppy/CheXpert-Challenge\n\n**32nd Rank : yww211**\nhttps://github.com/inisis/chexpert\n\n**56th Rank : Ensemble_v2 Ian, Wingspan**\nhttps://github.com/Ien001/CheXpert_challenge_2019\n\nHope you found the solutions helpful ..Best wishes for the competition !!!",
    "3230820": "6 years later, we have another better solution?"
  }
}