{
  "id": 171308,
  "title": "My TFRecords",
  "url": "/competitions/siim-isic-melanoma-classification/discussion/171308",
  "author_name": "",
  "post_date": "2020-07-31T09:15:52.592693500Z",
  "votes": 5,
  "comment_count": 4,
  "views": 0,
  "content": "<p>Hello all!!</p>\n\n<p>I recently applied \n- Image resizing - 256 X 256\n- Image Denosing\n- Histogram Equalization</p>\n\n<p>on all the training and testing images and exported them as TFRecords. Please find them at this link : </p>\n\n<p><strong><a href=\"https://www.kaggle.com/fireheart7/melanoma-tfrecords\">https://www.kaggle.com/fireheart7/melanoma-tfrecords</a></strong> </p>\n\n<p><img src=\"https://www.kaggleusercontent.com/kf/39877469/eyJhbGciOiJkaXIiLCJlbmMiOiJBMTI4Q0JDLUhTMjU2In0..Z4HpIca6EvJJO1wAcyjzxw.x3BAHniHKprk7yJ21sUfgzTMP1lOt7wIOp-kU-FpqnPFqlx6RpMNJxzKFu4uwLf7FszMDrPiNoIACB_97YTmzIq0ysncAUElW6W1AQ87ohi-g1R8e-GGHMhNsksUpWM_PxFVd9-ya9RgwwDNFR8sjJPLlllNk9UhFh3imDHkRIXN0JIyDOJfdR2_D8sJD0nS1W-I2fOT09VpgYxJK2pv9r0ocp4wwUad7xOv-RifEBSOkwM_wDF-_d62YiatakoB0Syh0kJpDVWDVLp8_99IiqXMbEVpE9plFmrKDMZas5N6SHmRjuzXVLqeUeL3thV0BqfSEw6jHSHpgIXS9g52JPD1bPGSGUB0YXA_Sk-1QMBb7cSjjz93R9UWBNyIT8p2vyn0vwREBbWIeVAInQfk_HELFWw319fy9P6o6wD4T9ZgyNUi-ys9peoJeX4zTCPyaD6TvA_8FxOr4i8eYflrZFIwT5GwGcmOGTMzcggN_r2ZKhVoeEdsUegbNaDPLyXL_iw6voM4C9qDEoPAe4yqPsTesuRO4s0ImYTg8dh4qP1zlzPVMWzPrdrgXQalJ6P0HlXdaiO6RU4TXmofTisHwsTSeYNgkh_KbWk-mQP_XKtu99Ari0GSUMB41uRwLkWJ.kICtujVurTZNLpxj7EF-Hw/__results___files/__results___55_0.png\" alt=\"Sample\"></p>\n\n<p>May these be of aid!! </p>\n\n<p>Thank you!</p>",
  "messages": [
    {
      "id": "952856",
      "postDate": "07/31/2020 09:15:52",
      "content": "<p>Hello all!!</p>\n\n<p>I recently applied \n- Image resizing - 256 X 256\n- Image Denosing\n- Histogram Equalization</p>\n\n<p>on all the training and testing images and exported them as TFRecords. Please find them at this link : </p>\n\n<p><strong><a href=\"https://www.kaggle.com/fireheart7/melanoma-tfrecords\">https://www.kaggle.com/fireheart7/melanoma-tfrecords</a></strong> </p>\n\n<p><img src=\"https://www.kaggleusercontent.com/kf/39877469/eyJhbGciOiJkaXIiLCJlbmMiOiJBMTI4Q0JDLUhTMjU2In0..Z4HpIca6EvJJO1wAcyjzxw.x3BAHniHKprk7yJ21sUfgzTMP1lOt7wIOp-kU-FpqnPFqlx6RpMNJxzKFu4uwLf7FszMDrPiNoIACB_97YTmzIq0ysncAUElW6W1AQ87ohi-g1R8e-GGHMhNsksUpWM_PxFVd9-ya9RgwwDNFR8sjJPLlllNk9UhFh3imDHkRIXN0JIyDOJfdR2_D8sJD0nS1W-I2fOT09VpgYxJK2pv9r0ocp4wwUad7xOv-RifEBSOkwM_wDF-_d62YiatakoB0Syh0kJpDVWDVLp8_99IiqXMbEVpE9plFmrKDMZas5N6SHmRjuzXVLqeUeL3thV0BqfSEw6jHSHpgIXS9g52JPD1bPGSGUB0YXA_Sk-1QMBb7cSjjz93R9UWBNyIT8p2vyn0vwREBbWIeVAInQfk_HELFWw319fy9P6o6wD4T9ZgyNUi-ys9peoJeX4zTCPyaD6TvA_8FxOr4i8eYflrZFIwT5GwGcmOGTMzcggN_r2ZKhVoeEdsUegbNaDPLyXL_iw6voM4C9qDEoPAe4yqPsTesuRO4s0ImYTg8dh4qP1zlzPVMWzPrdrgXQalJ6P0HlXdaiO6RU4TXmofTisHwsTSeYNgkh_KbWk-mQP_XKtu99Ari0GSUMB41uRwLkWJ.kICtujVurTZNLpxj7EF-Hw/__results___files/__results___55_0.png\" alt=\"Sample\"></p>\n\n<p>May these be of aid!! </p>\n\n<p>Thank you!</p>",
      "rawMarkdown": "Hello all!!\n\nI recently applied \n- Image resizing - 256 X 256\n- Image Denosing\n- Histogram Equalization\n\non all the training and testing images and exported them as TFRecords. Please find them at this link : \n\n**https://www.kaggle.com/fireheart7/melanoma-tfrecords** \n\n![Sample](https://www.kaggleusercontent.com/kf/39877469/eyJhbGciOiJkaXIiLCJlbmMiOiJBMTI4Q0JDLUhTMjU2In0..Z4HpIca6EvJJO1wAcyjzxw.x3BAHniHKprk7yJ21sUfgzTMP1lOt7wIOp-kU-FpqnPFqlx6RpMNJxzKFu4uwLf7FszMDrPiNoIACB_97YTmzIq0ysncAUElW6W1AQ87ohi-g1R8e-GGHMhNsksUpWM_PxFVd9-ya9RgwwDNFR8sjJPLlllNk9UhFh3imDHkRIXN0JIyDOJfdR2_D8sJD0nS1W-I2fOT09VpgYxJK2pv9r0ocp4wwUad7xOv-RifEBSOkwM_wDF-_d62YiatakoB0Syh0kJpDVWDVLp8_99IiqXMbEVpE9plFmrKDMZas5N6SHmRjuzXVLqeUeL3thV0BqfSEw6jHSHpgIXS9g52JPD1bPGSGUB0YXA_Sk-1QMBb7cSjjz93R9UWBNyIT8p2vyn0vwREBbWIeVAInQfk_HELFWw319fy9P6o6wD4T9ZgyNUi-ys9peoJeX4zTCPyaD6TvA_8FxOr4i8eYflrZFIwT5GwGcmOGTMzcggN_r2ZKhVoeEdsUegbNaDPLyXL_iw6voM4C9qDEoPAe4yqPsTesuRO4s0ImYTg8dh4qP1zlzPVMWzPrdrgXQalJ6P0HlXdaiO6RU4TXmofTisHwsTSeYNgkh_KbWk-mQP_XKtu99Ari0GSUMB41uRwLkWJ.kICtujVurTZNLpxj7EF-Hw/__results___files/__results___55_0.png)\n\nMay these be of aid!! \n\nThank you!",
      "votes": null
    },
    {
      "id": "954680",
      "postDate": "08/02/2020 01:59:14",
      "content": "<p>Thanks Aditya</p>",
      "rawMarkdown": "Thanks Aditya",
      "votes": null
    },
    {
      "id": "954783",
      "postDate": "08/02/2020 05:13:09",
      "content": "<p>There is an interesting observation here. Before applying histogram I simply denoised the images and stored them as TFRecords. Surprisingly, the accuracy went down.</p>\n\n<p>How come presence of noise is increasing accuracy ? That's strange!</p>",
      "rawMarkdown": "There is an interesting observation here. Before applying histogram I simply denoised the images and stored them as TFRecords. Surprisingly, the accuracy went down.\n\nHow come presence of noise is increasing accuracy ? That's strange!",
      "votes": null
    },
    {
      "id": "954792",
      "postDate": "08/02/2020 05:32:38",
      "content": "<p>I'm not sure if there is much noise in the original images. Applying noise reduction may simply be removing detail.</p>",
      "rawMarkdown": "I'm not sure if there is much noise in the original images. Applying noise reduction may simply be removing detail.",
      "votes": null
    },
    {
      "id": "954794",
      "postDate": "08/02/2020 05:36:49",
      "content": "<p>Oh, okay! That seems like a plausible reason. Thank you.</p>\n\n<p>~Aditya</p>",
      "rawMarkdown": "Oh, okay! That seems like a plausible reason. Thank you.\n\n~Aditya",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 954680,
      "author_name": "cdeotte",
      "author_url": "",
      "post_date": "08/02/2020 01:59:14",
      "content": "<p>Thanks Aditya</p>",
      "votes": null,
      "replies": [
        {
          "id": 954783,
          "author_name": "fireheart7",
          "author_url": "",
          "post_date": "08/02/2020 05:13:09",
          "content": "<p>There is an interesting observation here. Before applying histogram I simply denoised the images and stored them as TFRecords. Surprisingly, the accuracy went down.</p>\n\n<p>How come presence of noise is increasing accuracy ? That's strange!</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 954792,
          "author_name": "cdeotte",
          "author_url": "",
          "post_date": "08/02/2020 05:32:38",
          "content": "<p>I'm not sure if there is much noise in the original images. Applying noise reduction may simply be removing detail.</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 954794,
          "author_name": "fireheart7",
          "author_url": "",
          "post_date": "08/02/2020 05:36:49",
          "content": "<p>Oh, okay! That seems like a plausible reason. Thank you.</p>\n\n<p>~Aditya</p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "952856": "Hello all!!\n\nI recently applied \n- Image resizing - 256 X 256\n- Image Denosing\n- Histogram Equalization\n\non all the training and testing images and exported them as TFRecords. Please find them at this link : \n\n**https://www.kaggle.com/fireheart7/melanoma-tfrecords** \n\n![Sample](https://www.kaggleusercontent.com/kf/39877469/eyJhbGciOiJkaXIiLCJlbmMiOiJBMTI4Q0JDLUhTMjU2In0..Z4HpIca6EvJJO1wAcyjzxw.x3BAHniHKprk7yJ21sUfgzTMP1lOt7wIOp-kU-FpqnPFqlx6RpMNJxzKFu4uwLf7FszMDrPiNoIACB_97YTmzIq0ysncAUElW6W1AQ87ohi-g1R8e-GGHMhNsksUpWM_PxFVd9-ya9RgwwDNFR8sjJPLlllNk9UhFh3imDHkRIXN0JIyDOJfdR2_D8sJD0nS1W-I2fOT09VpgYxJK2pv9r0ocp4wwUad7xOv-RifEBSOkwM_wDF-_d62YiatakoB0Syh0kJpDVWDVLp8_99IiqXMbEVpE9plFmrKDMZas5N6SHmRjuzXVLqeUeL3thV0BqfSEw6jHSHpgIXS9g52JPD1bPGSGUB0YXA_Sk-1QMBb7cSjjz93R9UWBNyIT8p2vyn0vwREBbWIeVAInQfk_HELFWw319fy9P6o6wD4T9ZgyNUi-ys9peoJeX4zTCPyaD6TvA_8FxOr4i8eYflrZFIwT5GwGcmOGTMzcggN_r2ZKhVoeEdsUegbNaDPLyXL_iw6voM4C9qDEoPAe4yqPsTesuRO4s0ImYTg8dh4qP1zlzPVMWzPrdrgXQalJ6P0HlXdaiO6RU4TXmofTisHwsTSeYNgkh_KbWk-mQP_XKtu99Ari0GSUMB41uRwLkWJ.kICtujVurTZNLpxj7EF-Hw/__results___files/__results___55_0.png)\n\nMay these be of aid!! \n\nThank you!",
    "954680": "Thanks Aditya",
    "954783": "There is an interesting observation here. Before applying histogram I simply denoised the images and stored them as TFRecords. Surprisingly, the accuracy went down.\n\nHow come presence of noise is increasing accuracy ? That's strange!",
    "954792": "I'm not sure if there is much noise in the original images. Applying noise reduction may simply be removing detail.",
    "954794": "Oh, okay! That seems like a plausible reason. Thank you.\n\n~Aditya"
  },
  "source": "meta"
}