{
  "id": 279305,
  "title": "Expoiting Rotational Symmetry in Cell Images - Histology insight ",
  "url": "/competitions/sartorius-cell-instance-segmentation/discussion/279305",
  "author_name": "Dr. Amritpal Singh",
  "post_date": "2021-10-17T16:38:29.509000",
  "votes": 15,
  "comment_count": 0,
  "views": 0,
  "content": "<p>I recently came across an amazing paper, <br>\n<strong>Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images</strong></p>\n<p>Authors came up with custom CNN models, that can exploit symmetry commonly found in histopathology images. </p>\n<p>Allows for classification and segmentation model.</p>\n<ul>\n<li>Github - <a href=\"https://github.com/simongraham/dsf-cnn\" target=\"_blank\">link</a></li>\n<li>Paper - <a href=\"https://arxiv.org/abs/2004.03037\" target=\"_blank\">link</a></li>\n<li>PaperWithCode - <a href=\"https://paperswithcode.com/paper/dense-steerable-filter-cnns-for-exploiting\" target=\"_blank\">link</a></li>\n</ul>\n<p><img src=\"https://raw.githubusercontent.com/simongraham/dsf-cnn/master/feature_maps.gif\" alt=\"CNN with rotational filters\"></p>\n<hr>\n<p>It would be interesting to try to implement this into this competition. If anyone has tried it previously, please share your experience.</p>",
  "messages": [
    {
      "id": 1547849,
      "postDate": "2021-10-17T16:38:29.510Z",
      "content": "<p>I recently came across an amazing paper, <br>\n<strong>Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images</strong></p>\n<p>Authors came up with custom CNN models, that can exploit symmetry commonly found in histopathology images. </p>\n<p>Allows for classification and segmentation model.</p>\n<ul>\n<li>Github - <a href=\"https://github.com/simongraham/dsf-cnn\" target=\"_blank\">link</a></li>\n<li>Paper - <a href=\"https://arxiv.org/abs/2004.03037\" target=\"_blank\">link</a></li>\n<li>PaperWithCode - <a href=\"https://paperswithcode.com/paper/dense-steerable-filter-cnns-for-exploiting\" target=\"_blank\">link</a></li>\n</ul>\n<p><img src=\"https://raw.githubusercontent.com/simongraham/dsf-cnn/master/feature_maps.gif\" alt=\"CNN with rotational filters\"></p>\n<hr>\n<p>It would be interesting to try to implement this into this competition. If anyone has tried it previously, please share your experience.</p>",
      "rawMarkdown": "I recently came across an amazing paper, \n**Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images**\n\nAuthors came up with custom CNN models, that can exploit symmetry commonly found in histopathology images. \n\nAllows for classification and segmentation model.\n\n- Github - [link](https://github.com/simongraham/dsf-cnn)\n- Paper - [link](https://arxiv.org/abs/2004.03037)\n- PaperWithCode - [link](https://paperswithcode.com/paper/dense-steerable-filter-cnns-for-exploiting)\n\n![CNN with rotational filters](https://raw.githubusercontent.com/simongraham/dsf-cnn/master/feature_maps.gif)\n\n--- \nIt would be interesting to try to implement this into this competition. If anyone has tried it previously, please share your experience.",
      "votes": 15
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "1547849": "I recently came across an amazing paper, \n**Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images**\n\nAuthors came up with custom CNN models, that can exploit symmetry commonly found in histopathology images. \n\nAllows for classification and segmentation model.\n\n- Github - [link](https://github.com/simongraham/dsf-cnn)\n- Paper - [link](https://arxiv.org/abs/2004.03037)\n- PaperWithCode - [link](https://paperswithcode.com/paper/dense-steerable-filter-cnns-for-exploiting)\n\n![CNN with rotational filters](https://raw.githubusercontent.com/simongraham/dsf-cnn/master/feature_maps.gif)\n\n--- \nIt would be interesting to try to implement this into this competition. If anyone has tried it previously, please share your experience."
  }
}