{
  "id": 589919,
  "title": "About real validation images...",
  "url": "/competitions/multi-class-object-detection-challenge/discussion/589919",
  "author_name": "Ángel Jacinto Sánchez Ruiz",
  "post_date": "2025-07-16T12:51:44.825000",
  "votes": 0,
  "comment_count": 2,
  "views": 0,
  "content": "<p>As far we keep them as validation only can we augment them with rotations and flips for example?</p>",
  "messages": [
    {
      "id": 3249643,
      "postDate": "2025-07-16T20:42:59.133Z",
      "content": "<p>You can use data augmentation techniques on your validation real-world images. Thank you for checking!</p>",
      "rawMarkdown": "You can use data augmentation techniques on your validation real-world images. Thank you for checking!",
      "votes": 1
    },
    {
      "id": 3249419,
      "postDate": "2025-07-16T12:51:44.827Z",
      "content": "<p>As far we keep them as validation only can we augment them with rotations and flips for example?</p>",
      "rawMarkdown": "As far we keep them as validation only can we augment them with rotations and flips for example?"
    },
    {
      "id": 3249448,
      "postDate": "2025-07-16T13:47:59.340Z",
      "rawMarkdown": "",
      "isDeleted": true
    }
  ],
  "comments": [
    {
      "id": 3249643,
      "author_name": "RebekahDuality",
      "author_url": "",
      "post_date": "2025-07-16T20:42:59.133000",
      "content": "<p>You can use data augmentation techniques on your validation real-world images. Thank you for checking!</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 3249448,
      "author_name": "",
      "author_url": "",
      "post_date": "2025-07-16T13:47:59.340000",
      "content": "",
      "votes": 0,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "3249643": "You can use data augmentation techniques on your validation real-world images. Thank you for checking!",
    "3249419": "As far we keep them as validation only can we augment them with rotations and flips for example?",
    "3249448": ""
  }
}