{
  "id": 158484,
  "title": "Papers for Recommended Augmentations for Problem",
  "url": "/competitions/siim-isic-melanoma-classification/discussion/158484",
  "author_name": "",
  "post_date": "2020-06-14T13:03:09.979674100Z",
  "votes": 1,
  "comment_count": 1,
  "views": 0,
  "content": "<p>Hi everyone. I found these papers super helpful in famous augmentation techniques for the problem at hand.</p>\n\n<p>[1] : <a href=\"https://arxiv.org/abs/1809.01442\">https://arxiv.org/abs/1809.01442</a>\n[2] : <a href=\"https://www.researchgate.net/publication/323161914_Deep_CNN_and_Data_Augmentation_for_Skin_Lesion_Classification\">https://www.researchgate.net/publication/323161914_Deep_CNN_and_Data_Augmentation_for_Skin_Lesion_Classification</a>\n[3] : <a href=\"https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0217293&amp;type=printable\">https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0217293&amp;type=printable</a></p>",
  "messages": [
    {
      "id": "885747",
      "postDate": "06/14/2020 13:03:09",
      "content": "<p>Hi everyone. I found these papers super helpful in famous augmentation techniques for the problem at hand.</p>\n\n<p>[1] : <a href=\"https://arxiv.org/abs/1809.01442\">https://arxiv.org/abs/1809.01442</a>\n[2] : <a href=\"https://www.researchgate.net/publication/323161914_Deep_CNN_and_Data_Augmentation_for_Skin_Lesion_Classification\">https://www.researchgate.net/publication/323161914_Deep_CNN_and_Data_Augmentation_for_Skin_Lesion_Classification</a>\n[3] : <a href=\"https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0217293&amp;type=printable\">https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0217293&amp;type=printable</a></p>",
      "rawMarkdown": "Hi everyone. I found these papers super helpful in famous augmentation techniques for the problem at hand.\n\n[1] : https://arxiv.org/abs/1809.01442\n[2] : https://www.researchgate.net/publication/323161914_Deep_CNN_and_Data_Augmentation_for_Skin_Lesion_Classification\n[3] : https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0217293&amp;type=printable",
      "votes": null
    },
    {
      "id": "885896",
      "postDate": "06/14/2020 14:48:48",
      "content": "<p>Thanks for sharing , would give a look in this.</p>",
      "rawMarkdown": "Thanks for sharing , would give a look in this.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 885896,
      "author_name": "yash612",
      "author_url": "",
      "post_date": "06/14/2020 14:48:48",
      "content": "<p>Thanks for sharing , would give a look in this.</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "885747": "Hi everyone. I found these papers super helpful in famous augmentation techniques for the problem at hand.\n\n[1] : https://arxiv.org/abs/1809.01442\n[2] : https://www.researchgate.net/publication/323161914_Deep_CNN_and_Data_Augmentation_for_Skin_Lesion_Classification\n[3] : https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0217293&amp;type=printable",
    "885896": "Thanks for sharing , would give a look in this."
  },
  "source": "meta"
}