{
  "id": 174450,
  "title": "ISIC 2020 datasets with color normalized images (with color constancy)",
  "url": "/competitions/siim-isic-melanoma-classification/discussion/174450",
  "author_name": "Amirreza Mahbod",
  "post_date": "2020-08-13T15:08:06.054000",
  "votes": 6,
  "comment_count": 0,
  "views": 0,
  "content": "<p>Hi,<br>\nI created color normalized datasets (both jpegs and tfrecords) from the modified ISIC 2020 training and test images (thanks to <a href=\"https://www.kaggle.com/cdeotte\" target=\"_blank\">@cdeotte</a> for creating those modified datasets ). They may be useful in the ensembling.<br>\nThey can be found from the following links: <br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-128-colornormed-jpeg\" target=\"_blank\">128x128 jpeg</a> <br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-192-colornormed-jpeg\" target=\"_blank\">192x192 jpeg</a> <br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-256-colornormed-jpeg\" target=\"_blank\">256x256 jpeg</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-384-colornormed-jpeg\" target=\"_blank\">384x384 jpeg</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-512-colornormed-jpeg\" target=\"_blank\">512x512 jpeg</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-768-colornormed-jpeg\" target=\"_blank\">768x786 jpeg</a></p>\n<p><a href=\"https://www.kaggle.com/ipateam/isic2020-128-colornormed-tfrecord\" target=\"_blank\">128x128 tfrecords</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-192-colornormed-tfrecord\" target=\"_blank\">192x192 tfrecords</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-256-colornormed-tfrecords\" target=\"_blank\">256x256 tfrecords</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-384-colornormed-tfrecords\" target=\"_blank\">384x384 tfrecords</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-512-colornormed-tfrecords\" target=\"_blank\">512x512 tfrecords</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-768-colornormed-tfrecords\" target=\"_blank\">768x786 tfrecords</a></p>\n<p>To create the TFRecords I used the sample <a href=\"https://www.kaggle.com/cdeotte\" target=\"_blank\">@cdeotte</a> notebook posted here:<br>\n<a href=\"https://www.kaggle.com/cdeotte/how-to-create-tfrecords\" target=\"_blank\">https://www.kaggle.com/cdeotte/how-to-create-tfrecords</a></p>\n<p>Original  central cropped and resized datasets by <a href=\"https://www.kaggle.com/cdeotte\" target=\"_blank\">@cdeotte</a> can be found here:<br>\n<a href=\"https://www.kaggle.com/c/siim-isic-melanoma-classification/discussion/155579\" target=\"_blank\">https://www.kaggle.com/c/siim-isic-melanoma-classification/discussion/155579</a></p>",
  "messages": [
    {
      "id": 969242,
      "postDate": "2020-08-13T15:08:06.053Z",
      "content": "<p>Hi,<br>\nI created color normalized datasets (both jpegs and tfrecords) from the modified ISIC 2020 training and test images (thanks to <a href=\"https://www.kaggle.com/cdeotte\" target=\"_blank\">@cdeotte</a> for creating those modified datasets ). They may be useful in the ensembling.<br>\nThey can be found from the following links: <br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-128-colornormed-jpeg\" target=\"_blank\">128x128 jpeg</a> <br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-192-colornormed-jpeg\" target=\"_blank\">192x192 jpeg</a> <br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-256-colornormed-jpeg\" target=\"_blank\">256x256 jpeg</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-384-colornormed-jpeg\" target=\"_blank\">384x384 jpeg</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-512-colornormed-jpeg\" target=\"_blank\">512x512 jpeg</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-768-colornormed-jpeg\" target=\"_blank\">768x786 jpeg</a></p>\n<p><a href=\"https://www.kaggle.com/ipateam/isic2020-128-colornormed-tfrecord\" target=\"_blank\">128x128 tfrecords</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-192-colornormed-tfrecord\" target=\"_blank\">192x192 tfrecords</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-256-colornormed-tfrecords\" target=\"_blank\">256x256 tfrecords</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-384-colornormed-tfrecords\" target=\"_blank\">384x384 tfrecords</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-512-colornormed-tfrecords\" target=\"_blank\">512x512 tfrecords</a><br>\n<a href=\"https://www.kaggle.com/ipateam/isic2020-768-colornormed-tfrecords\" target=\"_blank\">768x786 tfrecords</a></p>\n<p>To create the TFRecords I used the sample <a href=\"https://www.kaggle.com/cdeotte\" target=\"_blank\">@cdeotte</a> notebook posted here:<br>\n<a href=\"https://www.kaggle.com/cdeotte/how-to-create-tfrecords\" target=\"_blank\">https://www.kaggle.com/cdeotte/how-to-create-tfrecords</a></p>\n<p>Original  central cropped and resized datasets by <a href=\"https://www.kaggle.com/cdeotte\" target=\"_blank\">@cdeotte</a> can be found here:<br>\n<a href=\"https://www.kaggle.com/c/siim-isic-melanoma-classification/discussion/155579\" target=\"_blank\">https://www.kaggle.com/c/siim-isic-melanoma-classification/discussion/155579</a></p>",
      "rawMarkdown": "Hi,\nI created color normalized datasets (both jpegs and tfrecords) from the modified ISIC 2020 training and test images (thanks to @cdeotte for creating those modified datasets ). They may be useful in the ensembling.\nThey can be found from the following links: \n[128x128 jpeg](https://www.kaggle.com/ipateam/isic2020-128-colornormed-jpeg) \n[192x192 jpeg](https://www.kaggle.com/ipateam/isic2020-192-colornormed-jpeg) \n[256x256 jpeg](https://www.kaggle.com/ipateam/isic2020-256-colornormed-jpeg)\n[384x384 jpeg](https://www.kaggle.com/ipateam/isic2020-384-colornormed-jpeg)\n[512x512 jpeg](https://www.kaggle.com/ipateam/isic2020-512-colornormed-jpeg)\n[768x786 jpeg](https://www.kaggle.com/ipateam/isic2020-768-colornormed-jpeg)\n\n[128x128 tfrecords](https://www.kaggle.com/ipateam/isic2020-128-colornormed-tfrecord)\n[192x192 tfrecords](https://www.kaggle.com/ipateam/isic2020-192-colornormed-tfrecord)\n[256x256 tfrecords](https://www.kaggle.com/ipateam/isic2020-256-colornormed-tfrecords)\n[384x384 tfrecords](https://www.kaggle.com/ipateam/isic2020-384-colornormed-tfrecords)\n[512x512 tfrecords](https://www.kaggle.com/ipateam/isic2020-512-colornormed-tfrecords)\n[768x786 tfrecords](https://www.kaggle.com/ipateam/isic2020-768-colornormed-tfrecords)\n\nTo create the TFRecords I used the sample @cdeotte notebook posted here:\nhttps://www.kaggle.com/cdeotte/how-to-create-tfrecords\n\nOriginal  central cropped and resized datasets by @cdeotte can be found here:\nhttps://www.kaggle.com/c/siim-isic-melanoma-classification/discussion/155579",
      "votes": 6
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "969242": "Hi,\nI created color normalized datasets (both jpegs and tfrecords) from the modified ISIC 2020 training and test images (thanks to @cdeotte for creating those modified datasets ). They may be useful in the ensembling.\nThey can be found from the following links: \n[128x128 jpeg](https://www.kaggle.com/ipateam/isic2020-128-colornormed-jpeg) \n[192x192 jpeg](https://www.kaggle.com/ipateam/isic2020-192-colornormed-jpeg) \n[256x256 jpeg](https://www.kaggle.com/ipateam/isic2020-256-colornormed-jpeg)\n[384x384 jpeg](https://www.kaggle.com/ipateam/isic2020-384-colornormed-jpeg)\n[512x512 jpeg](https://www.kaggle.com/ipateam/isic2020-512-colornormed-jpeg)\n[768x786 jpeg](https://www.kaggle.com/ipateam/isic2020-768-colornormed-jpeg)\n\n[128x128 tfrecords](https://www.kaggle.com/ipateam/isic2020-128-colornormed-tfrecord)\n[192x192 tfrecords](https://www.kaggle.com/ipateam/isic2020-192-colornormed-tfrecord)\n[256x256 tfrecords](https://www.kaggle.com/ipateam/isic2020-256-colornormed-tfrecords)\n[384x384 tfrecords](https://www.kaggle.com/ipateam/isic2020-384-colornormed-tfrecords)\n[512x512 tfrecords](https://www.kaggle.com/ipateam/isic2020-512-colornormed-tfrecords)\n[768x786 tfrecords](https://www.kaggle.com/ipateam/isic2020-768-colornormed-tfrecords)\n\nTo create the TFRecords I used the sample @cdeotte notebook posted here:\nhttps://www.kaggle.com/cdeotte/how-to-create-tfrecords\n\nOriginal  central cropped and resized datasets by @cdeotte can be found here:\nhttps://www.kaggle.com/c/siim-isic-melanoma-classification/discussion/155579"
  }
}