{
  "id": 169200,
  "title": "Which data  augment technology is helpful for this competition?",
  "url": "/competitions/siim-isic-melanoma-classification/discussion/169200",
  "author_name": "lixiangyang",
  "post_date": "2020-07-23T07:30:53.901000",
  "votes": 2,
  "comment_count": 3,
  "views": 0,
  "content": "<p>For me, I used gridask, random erasing, cutmix, but it doesn't seem to work. Which data enhancement technology works for you?</p>",
  "messages": [
    {
      "id": 941367,
      "postDate": "2020-07-23T07:30:53.900Z",
      "content": "<p>For me, I used gridask, random erasing, cutmix, but it doesn't seem to work. Which data enhancement technology works for you?</p>",
      "rawMarkdown": "For me, I used gridask, random erasing, cutmix, but it doesn't seem to work. Which data enhancement technology works for you?",
      "votes": 1
    },
    {
      "id": 941961,
      "postDate": "2020-07-23T14:16:01.937Z",
      "content": "<ul>\n<li>Rotations</li>\n<li>Flips</li>\n<li>Zoom</li>\n<li>Shear</li>\n<li>Saturation</li>\n<li>Contrast</li>\n<li>Brightness</li>\n</ul>\n\n<p>Are the ones that I've found useful in this competition</p>",
      "rawMarkdown": "- Rotations\n- Flips\n- Zoom\n- Shear\n- Saturation\n- Contrast\n- Brightness\n\nAre the ones that I've found useful in this competition"
    },
    {
      "id": 941574,
      "postDate": "2020-07-23T09:59:39.520Z",
      "content": "<p>I tried class-wise cutmix and mixup, with minor improvements</p>",
      "rawMarkdown": "I tried class-wise cutmix and mixup, with minor improvements"
    },
    {
      "id": 941553,
      "postDate": "2020-07-23T09:42:46.357Z",
      "rawMarkdown": "",
      "isDeleted": true
    }
  ],
  "comments": [
    {
      "id": 941961,
      "author_name": "Santiago Viquez",
      "author_url": "",
      "post_date": "2020-07-23T14:16:01.937000",
      "content": "<ul>\n<li>Rotations</li>\n<li>Flips</li>\n<li>Zoom</li>\n<li>Shear</li>\n<li>Saturation</li>\n<li>Contrast</li>\n<li>Brightness</li>\n</ul>\n\n<p>Are the ones that I've found useful in this competition</p>",
      "votes": 0,
      "replies": []
    },
    {
      "id": 941574,
      "author_name": "Amedeo Biolatti",
      "author_url": "",
      "post_date": "2020-07-23T09:59:39.520000",
      "content": "<p>I tried class-wise cutmix and mixup, with minor improvements</p>",
      "votes": 0,
      "replies": []
    },
    {
      "id": 941553,
      "author_name": "",
      "author_url": "",
      "post_date": "2020-07-23T09:42:46.357000",
      "content": "",
      "votes": 0,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "941367": "For me, I used gridask, random erasing, cutmix, but it doesn't seem to work. Which data enhancement technology works for you?",
    "941961": "- Rotations\n- Flips\n- Zoom\n- Shear\n- Saturation\n- Contrast\n- Brightness\n\nAre the ones that I've found useful in this competition",
    "941574": "I tried class-wise cutmix and mixup, with minor improvements",
    "941553": ""
  }
}