{
  "id": 214216,
  "title": "EfficientNet",
  "url": "/competitions/cassava-leaf-disease-classification/discussion/214216",
  "author_name": "",
  "post_date": "2021-01-25T17:41:33.379217300Z",
  "votes": 1,
  "comment_count": 4,
  "views": 0,
  "content": "<p>Which version do you use EfficientNet ?</p>",
  "messages": [
    {
      "id": "1169710",
      "postDate": "01/25/2021 17:41:33",
      "content": "<p>Which version do you use EfficientNet ?</p>",
      "rawMarkdown": "Which version do you use EfficientNet ?",
      "votes": null
    },
    {
      "id": "1169719",
      "postDate": "01/25/2021 17:48:54",
      "content": "<p>I am currently working with B3 and B4 , thinking to try B5 or B6.<br>\nYou can experiment on anyone , but a tip don't use imagenet weights, giving very poor on CV as compared to noisy-student weights .</p>",
      "rawMarkdown": "I am currently working with B3 and B4 , thinking to try B5 or B6.\nYou can experiment on anyone , but a tip don't use imagenet weights, giving very poor on CV as compared to noisy-student weights .",
      "votes": null
    },
    {
      "id": "1169754",
      "postDate": "01/25/2021 18:07:23",
      "content": "<p>efficientnet b4</p>",
      "rawMarkdown": "efficientnet b4",
      "votes": null
    },
    {
      "id": "1172672",
      "postDate": "01/27/2021 13:50:34",
      "content": "<p>For those who don't know what is <strong>noisy-student weight</strong>, this paper introduces the concept of noisy student:<br>\n[<a href=\"https://arxiv.org/abs/1911.04252])(https://arxiv.org/abs/1911.04252\" target=\"_blank\">https://arxiv.org/abs/1911.04252])(https://arxiv.org/abs/1911.04252</a>)</p>",
      "rawMarkdown": "For those who don't know what is **noisy-student weight**, this paper introduces the concept of noisy student:\n[https://arxiv.org/abs/1911.04252])(https://arxiv.org/abs/1911.04252)",
      "votes": null
    },
    {
      "id": "1173687",
      "postDate": "01/28/2021 04:05:19",
      "content": "<p>any reason why ns is better?</p>",
      "rawMarkdown": "any reason why ns is better?",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1169719,
      "author_name": "prashantarorat",
      "author_url": "",
      "post_date": "01/25/2021 17:48:54",
      "content": "<p>I am currently working with B3 and B4 , thinking to try B5 or B6.<br>\nYou can experiment on anyone , but a tip don't use imagenet weights, giving very poor on CV as compared to noisy-student weights .</p>",
      "votes": null,
      "replies": [
        {
          "id": 1172672,
          "author_name": "joshi98kishan",
          "author_url": "",
          "post_date": "01/27/2021 13:50:34",
          "content": "<p>For those who don't know what is <strong>noisy-student weight</strong>, this paper introduces the concept of noisy student:<br>\n[<a href=\"https://arxiv.org/abs/1911.04252])(https://arxiv.org/abs/1911.04252\" target=\"_blank\">https://arxiv.org/abs/1911.04252])(https://arxiv.org/abs/1911.04252</a>)</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1173687,
          "author_name": "plugin1689",
          "author_url": "",
          "post_date": "01/28/2021 04:05:19",
          "content": "<p>any reason why ns is better?</p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 1169754,
      "author_name": "darknesszx",
      "author_url": "",
      "post_date": "01/25/2021 18:07:23",
      "content": "<p>efficientnet b4</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "1169710": "Which version do you use EfficientNet ?",
    "1169719": "I am currently working with B3 and B4 , thinking to try B5 or B6.\nYou can experiment on anyone , but a tip don't use imagenet weights, giving very poor on CV as compared to noisy-student weights .",
    "1169754": "efficientnet b4",
    "1172672": "For those who don't know what is **noisy-student weight**, this paper introduces the concept of noisy student:\n[https://arxiv.org/abs/1911.04252])(https://arxiv.org/abs/1911.04252)",
    "1173687": "any reason why ns is better?"
  },
  "source": "meta"
}