{
  "id": 162469,
  "title": "Learning Resources",
  "url": "/competitions/siim-isic-melanoma-classification/discussion/162469",
  "author_name": "",
  "post_date": "2020-06-29T03:49:11.581893800Z",
  "votes": 2,
  "comment_count": 2,
  "views": 0,
  "content": "<p>I found the following links useful.</p>\n\n<ol>\n<li><p><a href=\"https://ieeexplore.ieee.org/document/9113301\">https://ieeexplore.ieee.org/document/9113301</a></p></li>\n<li><p><a href=\"https://www.google.com/url?sa=t&amp;source=web&amp;rct=j&amp;url=http://openaccess.thecvf.com/content_CVPRW_2019/papers/ISIC/Bisla_Towards_Automated_Melanoma_Detection_With_Deep_Learning_Data_Purification_and_CVPRW_2019_paper.pdf&amp;ved=2ahUKEwjqyaHMjKbqAhXDxTgGHbdtCxAQFjAEegQIBRAB&amp;usg=AOvVaw3KVv7lvpOHIq3SmtHmhhpU\">Automated Melanoma Detection</a></p></li>\n<li><a href=\"https://www.google.com/url?sa=t&amp;source=web&amp;rct=j&amp;url=https://deepai.org/publication/convolutional-neural-network-committees-for-melanoma-classification-with-classical-and-expert-knowledge-based-image-transforms-data-augmentation&amp;ved=2ahUKEwjqyaHMjKbqAhXDxTgGHbdtCxAQFjAGegQIBhAB&amp;usg=AOvVaw1cVW6WF-6a0cLZa3RdldQM\">Melanoma classification with data augmentation</a></li>\n</ol>",
  "messages": [
    {
      "id": "906066",
      "postDate": "06/29/2020 03:49:11",
      "content": "<p>I found the following links useful.</p>\n\n<ol>\n<li><p><a href=\"https://ieeexplore.ieee.org/document/9113301\">https://ieeexplore.ieee.org/document/9113301</a></p></li>\n<li><p><a href=\"https://www.google.com/url?sa=t&amp;source=web&amp;rct=j&amp;url=http://openaccess.thecvf.com/content_CVPRW_2019/papers/ISIC/Bisla_Towards_Automated_Melanoma_Detection_With_Deep_Learning_Data_Purification_and_CVPRW_2019_paper.pdf&amp;ved=2ahUKEwjqyaHMjKbqAhXDxTgGHbdtCxAQFjAEegQIBRAB&amp;usg=AOvVaw3KVv7lvpOHIq3SmtHmhhpU\">Automated Melanoma Detection</a></p></li>\n<li><a href=\"https://www.google.com/url?sa=t&amp;source=web&amp;rct=j&amp;url=https://deepai.org/publication/convolutional-neural-network-committees-for-melanoma-classification-with-classical-and-expert-knowledge-based-image-transforms-data-augmentation&amp;ved=2ahUKEwjqyaHMjKbqAhXDxTgGHbdtCxAQFjAGegQIBhAB&amp;usg=AOvVaw1cVW6WF-6a0cLZa3RdldQM\">Melanoma classification with data augmentation</a></li>\n</ol>",
      "rawMarkdown": "I found the following links useful.\n\n1. [https://ieeexplore.ieee.org/document/9113301](https://ieeexplore.ieee.org/document/9113301)\n\n2. [Automated Melanoma Detection](https://www.google.com/url?sa=t&amp;source=web&amp;rct=j&amp;url=http://openaccess.thecvf.com/content_CVPRW_2019/papers/ISIC/Bisla_Towards_Automated_Melanoma_Detection_With_Deep_Learning_Data_Purification_and_CVPRW_2019_paper.pdf&amp;ved=2ahUKEwjqyaHMjKbqAhXDxTgGHbdtCxAQFjAEegQIBRAB&amp;usg=AOvVaw3KVv7lvpOHIq3SmtHmhhpU)\n3. [Melanoma classification with data augmentation](https://www.google.com/url?sa=t&amp;source=web&amp;rct=j&amp;url=https://deepai.org/publication/convolutional-neural-network-committees-for-melanoma-classification-with-classical-and-expert-knowledge-based-image-transforms-data-augmentation&amp;ved=2ahUKEwjqyaHMjKbqAhXDxTgGHbdtCxAQFjAGegQIBhAB&amp;usg=AOvVaw1cVW6WF-6a0cLZa3RdldQM)",
      "votes": null
    },
    {
      "id": "906209",
      "postDate": "06/29/2020 06:01:07",
      "content": "<p>Ty for sharing! <a href=\"/ashishrout\">@ashishrout</a> </p>",
      "rawMarkdown": "Ty for sharing! @ashishrout",
      "votes": null
    },
    {
      "id": "906700",
      "postDate": "06/29/2020 13:55:33",
      "content": "<p>The third link also includes \"related research\", what a bonus.</p>",
      "rawMarkdown": "The third link also includes \"related research\", what a bonus.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 906209,
      "author_name": "abhishekhegde1998",
      "author_url": "",
      "post_date": "06/29/2020 06:01:07",
      "content": "<p>Ty for sharing! <a href=\"/ashishrout\">@ashishrout</a> </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 906700,
      "author_name": "hiramcho",
      "author_url": "",
      "post_date": "06/29/2020 13:55:33",
      "content": "<p>The third link also includes \"related research\", what a bonus.</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "906066": "I found the following links useful.\n\n1. [https://ieeexplore.ieee.org/document/9113301](https://ieeexplore.ieee.org/document/9113301)\n\n2. [Automated Melanoma Detection](https://www.google.com/url?sa=t&amp;source=web&amp;rct=j&amp;url=http://openaccess.thecvf.com/content_CVPRW_2019/papers/ISIC/Bisla_Towards_Automated_Melanoma_Detection_With_Deep_Learning_Data_Purification_and_CVPRW_2019_paper.pdf&amp;ved=2ahUKEwjqyaHMjKbqAhXDxTgGHbdtCxAQFjAEegQIBRAB&amp;usg=AOvVaw3KVv7lvpOHIq3SmtHmhhpU)\n3. [Melanoma classification with data augmentation](https://www.google.com/url?sa=t&amp;source=web&amp;rct=j&amp;url=https://deepai.org/publication/convolutional-neural-network-committees-for-melanoma-classification-with-classical-and-expert-knowledge-based-image-transforms-data-augmentation&amp;ved=2ahUKEwjqyaHMjKbqAhXDxTgGHbdtCxAQFjAGegQIBhAB&amp;usg=AOvVaw1cVW6WF-6a0cLZa3RdldQM)",
    "906209": "Ty for sharing! @ashishrout",
    "906700": "The third link also includes \"related research\", what a bonus."
  },
  "source": "meta"
}