{
  "id": 160171,
  "title": "Image Augmentation",
  "url": "/competitions/siim-isic-melanoma-classification/discussion/160171",
  "author_name": "",
  "post_date": "2020-06-20T06:02:54.470817600Z",
  "votes": 1,
  "comment_count": 2,
  "views": 0,
  "content": "<p>Anyone kind to share the list of most common and useful image augmentation methods? And some resources explaining the method as well? Some aug i have in mind: 1)bounding box, 2)cutout</p>",
  "messages": [
    {
      "id": "894039",
      "postDate": "06/20/2020 06:02:54",
      "content": "<p>Anyone kind to share the list of most common and useful image augmentation methods? And some resources explaining the method as well? Some aug i have in mind: 1)bounding box, 2)cutout</p>",
      "rawMarkdown": "Anyone kind to share the list of most common and useful image augmentation methods? And some resources explaining the method as well? Some aug i have in mind: 1)bounding box, 2)cutout",
      "votes": null
    },
    {
      "id": "894550",
      "postDate": "06/20/2020 14:15:52",
      "content": "<p>maybe you can flip image along vertical axis or changing a rgb values little bit to get images as if taken in different lightning condition like during day time (bright image) or night time (dark image). <a href=\"https://www.youtube.com/watch?v=JI8saFjK84o\">data augmentation by Andrew Ng</a>.\nHope this help🙂 </p>",
      "rawMarkdown": "maybe you can flip image along vertical axis or changing a rgb values little bit to get images as if taken in different lightning condition like during day time (bright image) or night time (dark image). [data augmentation by Andrew Ng](https://www.youtube.com/watch?v=JI8saFjK84o).\nHope this help🙂",
      "votes": null
    },
    {
      "id": "894643",
      "postDate": "06/20/2020 16:07:53",
      "content": "<p>I have done augmentation in CK+48 dataset <a href=\"https://www.kaggle.com/milan400/ckplus-augmentation\">link</a></p>",
      "rawMarkdown": "I have done augmentation in CK+48 dataset [link](https://www.kaggle.com/milan400/ckplus-augmentation)",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 894550,
      "author_name": "piyushkumarsah",
      "author_url": "",
      "post_date": "06/20/2020 14:15:52",
      "content": "<p>maybe you can flip image along vertical axis or changing a rgb values little bit to get images as if taken in different lightning condition like during day time (bright image) or night time (dark image). <a href=\"https://www.youtube.com/watch?v=JI8saFjK84o\">data augmentation by Andrew Ng</a>.\nHope this help🙂 </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 894643,
      "author_name": "milan400",
      "author_url": "",
      "post_date": "06/20/2020 16:07:53",
      "content": "<p>I have done augmentation in CK+48 dataset <a href=\"https://www.kaggle.com/milan400/ckplus-augmentation\">link</a></p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "894039": "Anyone kind to share the list of most common and useful image augmentation methods? And some resources explaining the method as well? Some aug i have in mind: 1)bounding box, 2)cutout",
    "894550": "maybe you can flip image along vertical axis or changing a rgb values little bit to get images as if taken in different lightning condition like during day time (bright image) or night time (dark image). [data augmentation by Andrew Ng](https://www.youtube.com/watch?v=JI8saFjK84o).\nHope this help🙂",
    "894643": "I have done augmentation in CK+48 dataset [link](https://www.kaggle.com/milan400/ckplus-augmentation)"
  },
  "source": "meta"
}