{
  "id": 168833,
  "title": "A simple way to deal with noise label",
  "url": "/competitions/prostate-cancer-grade-assessment/discussion/168833",
  "author_name": "seefun",
  "post_date": "2020-07-22T04:08:39.611000",
  "votes": 13,
  "comment_count": 4,
  "views": 0,
  "content": "<p>our method:<br>\nStochastic Label Refinery (work in progress) (SOTA in <a href=\"https://isbi.deepdr.org\" target=\"_blank\">DeepDRiD</a>)<br>\n<a href=\"https://github.com/seefun/Stochastic_Label_Refinery\" target=\"_blank\">https://github.com/seefun/Stochastic_Label_Refinery</a></p>\n<p>some good repo:<br>\n<a href=\"https://github.com/subeeshvasu/Awesome-Learning-with-Label-Noise\" target=\"_blank\">https://github.com/subeeshvasu/Awesome-Learning-with-Label-Noise</a><br>\n<a href=\"https://github.com/cgnorthcutt/cleanlab\" target=\"_blank\">https://github.com/cgnorthcutt/cleanlab</a></p>",
  "messages": [
    {
      "id": 939147,
      "postDate": "2020-07-22T04:08:39.610Z",
      "content": "<p>our method:<br>\nStochastic Label Refinery (work in progress) (SOTA in <a href=\"https://isbi.deepdr.org\" target=\"_blank\">DeepDRiD</a>)<br>\n<a href=\"https://github.com/seefun/Stochastic_Label_Refinery\" target=\"_blank\">https://github.com/seefun/Stochastic_Label_Refinery</a></p>\n<p>some good repo:<br>\n<a href=\"https://github.com/subeeshvasu/Awesome-Learning-with-Label-Noise\" target=\"_blank\">https://github.com/subeeshvasu/Awesome-Learning-with-Label-Noise</a><br>\n<a href=\"https://github.com/cgnorthcutt/cleanlab\" target=\"_blank\">https://github.com/cgnorthcutt/cleanlab</a></p>",
      "rawMarkdown": "our method:\nStochastic Label Refinery (work in progress) (SOTA in [DeepDRiD](https://isbi.deepdr.org))\nhttps://github.com/seefun/Stochastic_Label_Refinery\n\nsome good repo:\nhttps://github.com/subeeshvasu/Awesome-Learning-with-Label-Noise\nhttps://github.com/cgnorthcutt/cleanlab",
      "votes": 13
    },
    {
      "id": 939312,
      "postDate": "2020-07-22T06:55:24.850Z",
      "content": "<p>You can also try this for noise data cleansing. <br>\n<a href=\"https://openaccess.thecvf.com/content_ICCV_2019/papers/Huang_O2U-Net_A_Simple_Noisy_Label_Detection_Approach_for_Deep_Neural_ICCV_2019_paper.pdf\" target=\"_blank\">https://openaccess.thecvf.com/content_ICCV_2019/papers/Huang_O2U-Net_A_Simple_Noisy_Label_Detection_Approach_for_Deep_Neural_ICCV_2019_paper.pdf</a></p>",
      "rawMarkdown": "You can also try this for noise data cleansing. \nhttps://openaccess.thecvf.com/content_ICCV_2019/papers/Huang_O2U-Net_A_Simple_Noisy_Label_Detection_Approach_for_Deep_Neural_ICCV_2019_paper.pdf",
      "votes": 3,
      "replies": [
        {
          "id": 939831,
          "postDate": "2020-07-22T13:59:34.977Z",
          "content": "<p>Thanks for sharing this . can you share some info on how much this method helped with improving your model </p>",
          "rawMarkdown": "Thanks for sharing this . can you share some info on how much this method helped with improving your model "
        },
        {
          "id": 940465,
          "postDate": "2020-07-23T01:02:06.960Z",
          "content": "<p>We actually used O2U-Net for data cleansing in this competition. You can read more about it here.\n<a href=\"https://www.kaggle.com/c/prostate-cancer-grade-assessment/discussion/169113\">https://www.kaggle.com/c/prostate-cancer-grade-assessment/discussion/169113</a></p>",
          "rawMarkdown": "We actually used O2U-Net for data cleansing in this competition. You can read more about it here.\nhttps://www.kaggle.com/c/prostate-cancer-grade-assessment/discussion/169113"
        }
      ]
    },
    {
      "id": 939157,
      "postDate": "2020-07-22T04:13:45.760Z",
      "rawMarkdown": "",
      "isDeleted": true
    }
  ],
  "comments": [
    {
      "id": 939312,
      "author_name": "hirune924",
      "author_url": "",
      "post_date": "2020-07-22T06:55:24.850000",
      "content": "<p>You can also try this for noise data cleansing. <br>\n<a href=\"https://openaccess.thecvf.com/content_ICCV_2019/papers/Huang_O2U-Net_A_Simple_Noisy_Label_Detection_Approach_for_Deep_Neural_ICCV_2019_paper.pdf\" target=\"_blank\">https://openaccess.thecvf.com/content_ICCV_2019/papers/Huang_O2U-Net_A_Simple_Noisy_Label_Detection_Approach_for_Deep_Neural_ICCV_2019_paper.pdf</a></p>",
      "votes": 3,
      "replies": [
        {
          "id": 939831,
          "author_name": "yuvaramsingh",
          "author_url": "",
          "post_date": "2020-07-22T13:59:34.977000",
          "content": "<p>Thanks for sharing this . can you share some info on how much this method helped with improving your model </p>",
          "votes": 0,
          "replies": []
        },
        {
          "id": 940465,
          "author_name": "hirune924",
          "author_url": "",
          "post_date": "2020-07-23T01:02:06.960000",
          "content": "<p>We actually used O2U-Net for data cleansing in this competition. You can read more about it here.\n<a href=\"https://www.kaggle.com/c/prostate-cancer-grade-assessment/discussion/169113\">https://www.kaggle.com/c/prostate-cancer-grade-assessment/discussion/169113</a></p>",
          "votes": 0,
          "replies": []
        }
      ]
    },
    {
      "id": 939157,
      "author_name": "",
      "author_url": "",
      "post_date": "2020-07-22T04:13:45.760000",
      "content": "",
      "votes": 0,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "939147": "our method:\nStochastic Label Refinery (work in progress) (SOTA in [DeepDRiD](https://isbi.deepdr.org))\nhttps://github.com/seefun/Stochastic_Label_Refinery\n\nsome good repo:\nhttps://github.com/subeeshvasu/Awesome-Learning-with-Label-Noise\nhttps://github.com/cgnorthcutt/cleanlab",
    "939312": "You can also try this for noise data cleansing. \nhttps://openaccess.thecvf.com/content_ICCV_2019/papers/Huang_O2U-Net_A_Simple_Noisy_Label_Detection_Approach_for_Deep_Neural_ICCV_2019_paper.pdf",
    "939157": ""
  }
}