{
  "id": 155739,
  "title": "Useful Research Papers ",
  "url": "/competitions/siim-isic-melanoma-classification/discussion/155739",
  "author_name": "Athar Sayed",
  "post_date": "2020-06-02T19:33:07.835000",
  "votes": 4,
  "comment_count": 0,
  "views": 0,
  "content": "<p>I search for research papers relevant to this competition which can be used for getting some ideas on  Deep Learning Architecture , Transfer Learning and Data Augmentation.\n1. <a href=\"https://arxiv.org/pdf/1710.05006v3.pdf\">This </a>is research paper from 2017 ISIC Melanoma Classification we can use some ideas from it\n2. <a href=\"https://arxiv.org/pdf/1703.04819v1.pdf\">Here </a>is another research paper for ISIC competition we can pick some ideas from here.\n3. We can follow this <a href=\"https://arxiv.org/pdf/1809.01442v1.pdf\">link </a>and pick up some data augmentation ideas.\n4. For Transfer Learning we can take ideas from this <a href=\"https://arxiv.org/pdf/1703.07479v1.pdf\">link </a>\n This are some of the research papers I found that can be refered for this competition , Please do upvote if you find this useful.</p>",
  "messages": [
    {
      "id": 871985,
      "postDate": "2020-06-02T19:33:07.837Z",
      "content": "<p>I search for research papers relevant to this competition which can be used for getting some ideas on  Deep Learning Architecture , Transfer Learning and Data Augmentation.\n1. <a href=\"https://arxiv.org/pdf/1710.05006v3.pdf\">This </a>is research paper from 2017 ISIC Melanoma Classification we can use some ideas from it\n2. <a href=\"https://arxiv.org/pdf/1703.04819v1.pdf\">Here </a>is another research paper for ISIC competition we can pick some ideas from here.\n3. We can follow this <a href=\"https://arxiv.org/pdf/1809.01442v1.pdf\">link </a>and pick up some data augmentation ideas.\n4. For Transfer Learning we can take ideas from this <a href=\"https://arxiv.org/pdf/1703.07479v1.pdf\">link </a>\n This are some of the research papers I found that can be refered for this competition , Please do upvote if you find this useful.</p>",
      "rawMarkdown": "I search for research papers relevant to this competition which can be used for getting some ideas on  Deep Learning Architecture , Transfer Learning and Data Augmentation.\n1. [This ](https://arxiv.org/pdf/1710.05006v3.pdf)is research paper from 2017 ISIC Melanoma Classification we can use some ideas from it\n2. [Here ](https://arxiv.org/pdf/1703.04819v1.pdf)is another research paper for ISIC competition we can pick some ideas from here.\n3. We can follow this [link ](https://arxiv.org/pdf/1809.01442v1.pdf)and pick up some data augmentation ideas.\n4. For Transfer Learning we can take ideas from this [link ](https://arxiv.org/pdf/1703.07479v1.pdf)\n This are some of the research papers I found that can be refered for this competition , Please do upvote if you find this useful.",
      "votes": 4
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "871985": "I search for research papers relevant to this competition which can be used for getting some ideas on  Deep Learning Architecture , Transfer Learning and Data Augmentation.\n1. [This ](https://arxiv.org/pdf/1710.05006v3.pdf)is research paper from 2017 ISIC Melanoma Classification we can use some ideas from it\n2. [Here ](https://arxiv.org/pdf/1703.04819v1.pdf)is another research paper for ISIC competition we can pick some ideas from here.\n3. We can follow this [link ](https://arxiv.org/pdf/1809.01442v1.pdf)and pick up some data augmentation ideas.\n4. For Transfer Learning we can take ideas from this [link ](https://arxiv.org/pdf/1703.07479v1.pdf)\n This are some of the research papers I found that can be refered for this competition , Please do upvote if you find this useful."
  }
}