{
  "id": 129697,
  "title": "AugMix implementation based on albumentations",
  "url": "/competitions/bengaliai-cv19/discussion/129697",
  "author_name": "",
  "post_date": "2020-02-10T04:52:51.776120200Z",
  "votes": 32,
  "comment_count": 5,
  "views": 0,
  "content": "<h2>Augmix</h2>\n\n<p>Paper: <a href=\"https://arxiv.org/abs/1912.02781\">https://arxiv.org/abs/1912.02781</a></p>\n\n<p>Official implementation: <a href=\"https://github.com/google-research/augmix\">https://github.com/google-research/augmix</a></p>\n\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F448347%2Fe9d3259d5b0ef3dadba0238bf3901f1e%2F2020-02-10%2013.50.53.png?generation=1581310282118474&amp;alt=media\" alt=\"\"></p>\n\n<h2>Implementation &amp; Demo</h2>\n\n<p><a href=\"https://www.kaggle.com/haqishen/augmix-based-on-albumentations\">https://www.kaggle.com/haqishen/augmix-based-on-albumentations</a></p>\n\n<h2>Output</h2>\n\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F448347%2Ff86f098ab540c9a1054c0dc9c43a664b%2F__results___9_0.png?generation=1581310326690213&amp;alt=media\" alt=\"\"></p>\n\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F448347%2F5bf691b96d01d7d44671f3a5d9dcb452%2F__results___9_1.png?generation=1581310339725980&amp;alt=media\" alt=\"\"></p>",
  "messages": [
    {
      "id": "741007",
      "postDate": "02/10/2020 04:52:51",
      "content": "<h2>Augmix</h2>\n\n<p>Paper: <a href=\"https://arxiv.org/abs/1912.02781\">https://arxiv.org/abs/1912.02781</a></p>\n\n<p>Official implementation: <a href=\"https://github.com/google-research/augmix\">https://github.com/google-research/augmix</a></p>\n\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F448347%2Fe9d3259d5b0ef3dadba0238bf3901f1e%2F2020-02-10%2013.50.53.png?generation=1581310282118474&amp;alt=media\" alt=\"\"></p>\n\n<h2>Implementation &amp; Demo</h2>\n\n<p><a href=\"https://www.kaggle.com/haqishen/augmix-based-on-albumentations\">https://www.kaggle.com/haqishen/augmix-based-on-albumentations</a></p>\n\n<h2>Output</h2>\n\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F448347%2Ff86f098ab540c9a1054c0dc9c43a664b%2F__results___9_0.png?generation=1581310326690213&amp;alt=media\" alt=\"\"></p>\n\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F448347%2F5bf691b96d01d7d44671f3a5d9dcb452%2F__results___9_1.png?generation=1581310339725980&amp;alt=media\" alt=\"\"></p>",
      "rawMarkdown": "## Augmix\n\nPaper: https://arxiv.org/abs/1912.02781\n\nOfficial implementation: https://github.com/google-research/augmix\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F448347%2Fe9d3259d5b0ef3dadba0238bf3901f1e%2F2020-02-10%2013.50.53.png?generation=1581310282118474&amp;alt=media)\n\n\n\n## Implementation &amp; Demo\n\nhttps://www.kaggle.com/haqishen/augmix-based-on-albumentations\n\n## Output\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F448347%2Ff86f098ab540c9a1054c0dc9c43a664b%2F__results___9_0.png?generation=1581310326690213&amp;alt=media)\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F448347%2F5bf691b96d01d7d44671f3a5d9dcb452%2F__results___9_1.png?generation=1581310339725980&amp;alt=media)",
      "votes": null
    },
    {
      "id": "741154",
      "postDate": "02/10/2020 09:01:07",
      "content": "<p>👍 </p>",
      "rawMarkdown": "👍",
      "votes": null
    },
    {
      "id": "741163",
      "postDate": "02/10/2020 09:22:52",
      "content": "<p><a href=\"/haqishen\">@haqishen</a> Have you implemented augmix? Is it giving good results?</p>",
      "rawMarkdown": "haqishen Have you implemented augmix? Is it giving good results?",
      "votes": null
    },
    {
      "id": "741194",
      "postDate": "02/10/2020 10:01:25",
      "content": "<p>The URL to my implementation is attached in the post.\nI'm still doing experiments on augmix.</p>",
      "rawMarkdown": "The URL to my implementation is attached in the post.\nI'm still doing experiments on augmix.",
      "votes": null
    },
    {
      "id": "742175",
      "postDate": "02/11/2020 06:02:39",
      "content": "<p>Thanks. I shall use your implementation.</p>",
      "rawMarkdown": "Thanks. I shall use your implementation.",
      "votes": null
    },
    {
      "id": "750880",
      "postDate": "02/19/2020 19:20:54",
      "content": "<p>I didn't manage to get increase in accuracy with GridMask, was wondering if you did? <a href=\"/haqishen\">@haqishen</a> </p>",
      "rawMarkdown": "I didn't manage to get increase in accuracy with GridMask, was wondering if you did? @haqishen",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 741154,
      "author_name": "machinelp",
      "author_url": "",
      "post_date": "02/10/2020 09:01:07",
      "content": "<p>👍 </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 741163,
      "author_name": "rohitagarwal",
      "author_url": "",
      "post_date": "02/10/2020 09:22:52",
      "content": "<p><a href=\"/haqishen\">@haqishen</a> Have you implemented augmix? Is it giving good results?</p>",
      "votes": null,
      "replies": [
        {
          "id": 741194,
          "author_name": "haqishen",
          "author_url": "",
          "post_date": "02/10/2020 10:01:25",
          "content": "<p>The URL to my implementation is attached in the post.\nI'm still doing experiments on augmix.</p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 742175,
      "author_name": "virajbagal",
      "author_url": "",
      "post_date": "02/11/2020 06:02:39",
      "content": "<p>Thanks. I shall use your implementation.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 750880,
      "author_name": "ma7555",
      "author_url": "",
      "post_date": "02/19/2020 19:20:54",
      "content": "<p>I didn't manage to get increase in accuracy with GridMask, was wondering if you did? <a href=\"/haqishen\">@haqishen</a> </p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "741007": "## Augmix\n\nPaper: https://arxiv.org/abs/1912.02781\n\nOfficial implementation: https://github.com/google-research/augmix\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F448347%2Fe9d3259d5b0ef3dadba0238bf3901f1e%2F2020-02-10%2013.50.53.png?generation=1581310282118474&amp;alt=media)\n\n\n\n## Implementation &amp; Demo\n\nhttps://www.kaggle.com/haqishen/augmix-based-on-albumentations\n\n## Output\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F448347%2Ff86f098ab540c9a1054c0dc9c43a664b%2F__results___9_0.png?generation=1581310326690213&amp;alt=media)\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F448347%2F5bf691b96d01d7d44671f3a5d9dcb452%2F__results___9_1.png?generation=1581310339725980&amp;alt=media)",
    "741154": "👍",
    "741163": "haqishen Have you implemented augmix? Is it giving good results?",
    "741194": "The URL to my implementation is attached in the post.\nI'm still doing experiments on augmix.",
    "742175": "Thanks. I shall use your implementation.",
    "750880": "I didn't manage to get increase in accuracy with GridMask, was wondering if you did? @haqishen"
  },
  "source": "meta"
}