{
  "id": 144210,
  "title": "Further image augmentation",
  "url": "/competitions/flower-classification-with-tpus/discussion/144210",
  "author_name": "",
  "post_date": "2020-04-18T05:59:37.938940100Z",
  "votes": 1,
  "comment_count": 1,
  "views": 0,
  "content": "<p>Have you used any augmentation techniques other than horizontal flips which provided an accuracy increase? What worked best for you?</p>",
  "messages": [
    {
      "id": "811619",
      "postDate": "04/18/2020 05:59:37",
      "content": "<p>Have you used any augmentation techniques other than horizontal flips which provided an accuracy increase? What worked best for you?</p>",
      "rawMarkdown": "Have you used any augmentation techniques other than horizontal flips which provided an accuracy increase? What worked best for you?",
      "votes": null
    },
    {
      "id": "812245",
      "postDate": "04/18/2020 15:58:48",
      "content": "<p>Didn't you try out Cutmix and mixup?</p>",
      "rawMarkdown": "Didn't you try out Cutmix and mixup?",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 812245,
      "author_name": "kurianbenoy",
      "author_url": "",
      "post_date": "04/18/2020 15:58:48",
      "content": "<p>Didn't you try out Cutmix and mixup?</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "811619": "Have you used any augmentation techniques other than horizontal flips which provided an accuracy increase? What worked best for you?",
    "812245": "Didn't you try out Cutmix and mixup?"
  },
  "source": "meta"
}