{
  "id": 152570,
  "title": "Data augmentation techniques",
  "url": "/competitions/prostate-cancer-grade-assessment/discussion/152570",
  "author_name": "Trigram",
  "post_date": "2020-05-20T13:21:53.037000",
  "votes": 7,
  "comment_count": 5,
  "views": 0,
  "content": "<p><a href=\"https://www.kaggle.com/nxrprime/panda-image-data-augmentation-techniques-w-monai\">https://www.kaggle.com/nxrprime/panda-image-data-augmentation-techniques-w-monai</a></p>\n\n<p>I'm using MONAI for the first time here along with Matplotlib, cv2 and Numpy and it seems to work pretty well! Please comment if you have anything to ask.</p>",
  "messages": [
    {
      "id": 854953,
      "postDate": "2020-05-20T13:21:53.037Z",
      "content": "<p><a href=\"https://www.kaggle.com/nxrprime/panda-image-data-augmentation-techniques-w-monai\">https://www.kaggle.com/nxrprime/panda-image-data-augmentation-techniques-w-monai</a></p>\n\n<p>I'm using MONAI for the first time here along with Matplotlib, cv2 and Numpy and it seems to work pretty well! Please comment if you have anything to ask.</p>",
      "rawMarkdown": "https://www.kaggle.com/nxrprime/panda-image-data-augmentation-techniques-w-monai\n\nI'm using MONAI for the first time here along with Matplotlib, cv2 and Numpy and it seems to work pretty well! Please comment if you have anything to ask.",
      "votes": 7
    },
    {
      "id": 855401,
      "postDate": "2020-05-20T22:24:10.693Z",
      "content": "<p>I'm curious if MONAI has any advantages over the commonly used <a href=\"https://github.com/albumentations-team/albumentations\">albumentations</a>?</p>",
      "rawMarkdown": "I'm curious if MONAI has any advantages over the commonly used [albumentations](https://github.com/albumentations-team/albumentations)?",
      "votes": 2,
      "replies": [
        {
          "id": 855416,
          "postDate": "2020-05-20T22:42:01.740Z",
          "content": "<p>I think it has for 3D data augmentation. In the on-going TREnDS competition, the leader has built a 3D ConvNet and MONAI is used for data augmentation. For 2D image classification, I'm not sure. So far I have not witnessed any noticeable changes.</p>",
          "rawMarkdown": "I think it has for 3D data augmentation. In the on-going TREnDS competition, the leader has built a 3D ConvNet and MONAI is used for data augmentation. For 2D image classification, I'm not sure. So far I have not witnessed any noticeable changes.",
          "votes": 1
        },
        {
          "id": 855458,
          "postDate": "2020-05-21T00:13:23.653Z",
          "content": "<p>I see, thanks.</p>",
          "rawMarkdown": "I see, thanks."
        },
        {
          "id": 857071,
          "postDate": "2020-05-22T09:23:17.370Z",
          "content": "<p><a href=\"/iafoss\">@iafoss</a> I was just curious with MONAI for 2D, having stumbled upon it before.</p>",
          "rawMarkdown": "@iafoss I was just curious with MONAI for 2D, having stumbled upon it before."
        }
      ]
    },
    {
      "id": 855149,
      "postDate": "2020-05-20T16:27:46.387Z",
      "rawMarkdown": "",
      "isDeleted": true
    }
  ],
  "comments": [
    {
      "id": 855401,
      "author_name": "Iafoss",
      "author_url": "",
      "post_date": "2020-05-20T22:24:10.693000",
      "content": "<p>I'm curious if MONAI has any advantages over the commonly used <a href=\"https://github.com/albumentations-team/albumentations\">albumentations</a>?</p>",
      "votes": 2,
      "replies": [
        {
          "id": 855416,
          "author_name": "PAB97",
          "author_url": "",
          "post_date": "2020-05-20T22:42:01.740000",
          "content": "<p>I think it has for 3D data augmentation. In the on-going TREnDS competition, the leader has built a 3D ConvNet and MONAI is used for data augmentation. For 2D image classification, I'm not sure. So far I have not witnessed any noticeable changes.</p>",
          "votes": 1,
          "replies": []
        },
        {
          "id": 855458,
          "author_name": "Iafoss",
          "author_url": "",
          "post_date": "2020-05-21T00:13:23.653000",
          "content": "<p>I see, thanks.</p>",
          "votes": 0,
          "replies": []
        },
        {
          "id": 857071,
          "author_name": "Trigram",
          "author_url": "",
          "post_date": "2020-05-22T09:23:17.370000",
          "content": "<p><a href=\"/iafoss\">@iafoss</a> I was just curious with MONAI for 2D, having stumbled upon it before.</p>",
          "votes": 0,
          "replies": []
        }
      ]
    },
    {
      "id": 855149,
      "author_name": "",
      "author_url": "",
      "post_date": "2020-05-20T16:27:46.387000",
      "content": "",
      "votes": 0,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "854953": "https://www.kaggle.com/nxrprime/panda-image-data-augmentation-techniques-w-monai\n\nI'm using MONAI for the first time here along with Matplotlib, cv2 and Numpy and it seems to work pretty well! Please comment if you have anything to ask.",
    "855401": "I'm curious if MONAI has any advantages over the commonly used [albumentations](https://github.com/albumentations-team/albumentations)?",
    "855149": ""
  }
}