{
  "id": 94076,
  "title": "What's is the good augmentation?",
  "url": "/competitions/imet-2019-fgvc6/discussion/94076",
  "author_name": "",
  "post_date": "2019-06-01T16:47:45.895197Z",
  "votes": 1,
  "comment_count": 1,
  "views": 0,
  "content": "<p>I had tried many ways to augmentation with fastai. Now, I realized the best case: do_flip, max_rotate=0.1, zoom=1.5, warp=0.2, lighting=0.2 and padding_mode='border'.\nHow about your guys?</p>",
  "messages": [
    {
      "id": "541069",
      "postDate": "06/01/2019 16:47:45",
      "content": "<p>I had tried many ways to augmentation with fastai. Now, I realized the best case: do_flip, max_rotate=0.1, zoom=1.5, warp=0.2, lighting=0.2 and padding_mode='border'.\nHow about your guys?</p>",
      "rawMarkdown": "I had tried many ways to augmentation with fastai. Now, I realized the best case: do_flip, max_rotate=0.1, zoom=1.5, warp=0.2, lighting=0.2 and padding_mode='border'.\nHow about your guys?",
      "votes": null
    },
    {
      "id": "542047",
      "postDate": "06/03/2019 11:32:49",
      "content": "<p>I only do RandomResizeCrop and HFlip. I have try other augmentations but they can not give me a better score.</p>",
      "rawMarkdown": "I only do RandomResizeCrop and HFlip. I have try other augmentations but they can not give me a better score.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 542047,
      "author_name": "seefun",
      "author_url": "",
      "post_date": "06/03/2019 11:32:49",
      "content": "<p>I only do RandomResizeCrop and HFlip. I have try other augmentations but they can not give me a better score.</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "541069": "I had tried many ways to augmentation with fastai. Now, I realized the best case: do_flip, max_rotate=0.1, zoom=1.5, warp=0.2, lighting=0.2 and padding_mode='border'.\nHow about your guys?",
    "542047": "I only do RandomResizeCrop and HFlip. I have try other augmentations but they can not give me a better score."
  },
  "source": "meta"
}