{
  "id": 528849,
  "title": "Automatic Spine Cord Segmentation: SAM 2",
  "url": "/competitions/rsna-2024-lumbar-spine-degenerative-classification/discussion/528849",
  "author_name": "",
  "post_date": "2024-08-17T14:37:52.263947900Z",
  "votes": 8,
  "comment_count": 6,
  "views": 0,
  "content": "<p>I just did a little notebook that might be interesting for some. Had the idea some days ago and wanted to share it.</p>\n<p><a href=\"https://www.kaggle.com/code/claverru/automatic-spine-cord-segmentation-sam-2\" target=\"_blank\">https://www.kaggle.com/code/claverru/automatic-spine-cord-segmentation-sam-2</a></p>",
  "messages": [
    {
      "id": "2962448",
      "postDate": "08/17/2024 14:37:52",
      "content": "<p>I just did a little notebook that might be interesting for some. Had the idea some days ago and wanted to share it.</p>\n<p><a href=\"https://www.kaggle.com/code/claverru/automatic-spine-cord-segmentation-sam-2\" target=\"_blank\">https://www.kaggle.com/code/claverru/automatic-spine-cord-segmentation-sam-2</a></p>",
      "rawMarkdown": "I just did a little notebook that might be interesting for some. Had the idea some days ago and wanted to share it.\n\nhttps://www.kaggle.com/code/claverru/automatic-spine-cord-segmentation-sam-2",
      "votes": null
    },
    {
      "id": "2962585",
      "postDate": "08/17/2024 18:49:51",
      "content": "<p>a another(?) way to use SAM could be:</p>\n<ul>\n<li>input MRI slice --&gt; sam.image_encoder --&gt;feature map</li>\n<li>input point ( detected point) +  feature map --&gt; sam.decoder --&gt; attention mask/attribute mask/etc (e.g. circle around point. attribute can be level, grade, etc)</li>\n<li>input MRI slice +  attention mask  --&gt; image classifier --&gt;grade score (3 class) </li>\n</ul>",
      "rawMarkdown": "a another(?) way to use SAM could be:\n- input MRI slice --> sam.image_encoder -->feature map\n- input point ( detected point) +  feature map --> sam.decoder --> attention mask/attribute mask/etc (e.g. circle around point. attribute can be level, grade, etc)\n- input MRI slice +  attention mask  --> image classifier -->grade score (3 class)",
      "votes": null
    },
    {
      "id": "2963217",
      "postDate": "08/18/2024 13:27:15",
      "content": "<p>thank you for sharing, <a href=\"https://www.kaggle.com/claverru\" target=\"_blank\">@claverru</a> how much of the sam is in your pipeline?</p>",
      "rawMarkdown": "thank you for sharing, @claverru how much of the sam is in your pipeline?",
      "votes": null
    },
    {
      "id": "2963506",
      "postDate": "08/18/2024 18:37:53",
      "content": "<p>Never ask a man his salary, a woman her age and a Data Scientist if they have SAM in their pipeline.</p>",
      "rawMarkdown": "Never ask a man his salary, a woman her age and a Data Scientist if they have SAM in their pipeline.",
      "votes": null
    },
    {
      "id": "2963555",
      "postDate": "08/18/2024 19:56:43",
      "content": "<p>unless the man shares ideas about his salary,  the woman her age and data Scientist SAM for the pipeline</p>",
      "rawMarkdown": "unless the man shares ideas about his salary,  the woman her age and data Scientist SAM for the pipeline",
      "votes": null
    },
    {
      "id": "2964087",
      "postDate": "08/19/2024 14:25:23",
      "content": "<p>not right bro</p>",
      "rawMarkdown": "not right bro",
      "votes": null
    },
    {
      "id": "2964088",
      "postDate": "08/19/2024 14:25:57",
      "content": "<p>nice reply though got me choking</p>",
      "rawMarkdown": "nice reply though got me choking",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 2962585,
      "author_name": "hengck23",
      "author_url": "",
      "post_date": "08/17/2024 18:49:51",
      "content": "<p>a another(?) way to use SAM could be:</p>\n<ul>\n<li>input MRI slice --&gt; sam.image_encoder --&gt;feature map</li>\n<li>input point ( detected point) +  feature map --&gt; sam.decoder --&gt; attention mask/attribute mask/etc (e.g. circle around point. attribute can be level, grade, etc)</li>\n<li>input MRI slice +  attention mask  --&gt; image classifier --&gt;grade score (3 class) </li>\n</ul>",
      "votes": null,
      "replies": []
    },
    {
      "id": 2963217,
      "author_name": "sergiosaharovskiy",
      "author_url": "",
      "post_date": "08/18/2024 13:27:15",
      "content": "<p>thank you for sharing, <a href=\"https://www.kaggle.com/claverru\" target=\"_blank\">@claverru</a> how much of the sam is in your pipeline?</p>",
      "votes": null,
      "replies": [
        {
          "id": 2963506,
          "author_name": "claverru",
          "author_url": "",
          "post_date": "08/18/2024 18:37:53",
          "content": "<p>Never ask a man his salary, a woman her age and a Data Scientist if they have SAM in their pipeline.</p>",
          "votes": null,
          "replies": [
            {
              "id": 2963555,
              "author_name": "sergiosaharovskiy",
              "author_url": "",
              "post_date": "08/18/2024 19:56:43",
              "content": "<p>unless the man shares ideas about his salary,  the woman her age and data Scientist SAM for the pipeline</p>",
              "votes": null,
              "replies": [
                {
                  "id": 2964088,
                  "author_name": "theexaltedone",
                  "author_url": "",
                  "post_date": "08/19/2024 14:25:57",
                  "content": "<p>nice reply though got me choking</p>",
                  "votes": null,
                  "replies": []
                }
              ]
            },
            {
              "id": 2964087,
              "author_name": "theexaltedone",
              "author_url": "",
              "post_date": "08/19/2024 14:25:23",
              "content": "<p>not right bro</p>",
              "votes": null,
              "replies": []
            }
          ]
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "2962448": "I just did a little notebook that might be interesting for some. Had the idea some days ago and wanted to share it.\n\nhttps://www.kaggle.com/code/claverru/automatic-spine-cord-segmentation-sam-2",
    "2962585": "a another(?) way to use SAM could be:\n- input MRI slice --> sam.image_encoder -->feature map\n- input point ( detected point) +  feature map --> sam.decoder --> attention mask/attribute mask/etc (e.g. circle around point. attribute can be level, grade, etc)\n- input MRI slice +  attention mask  --> image classifier -->grade score (3 class)",
    "2963217": "thank you for sharing, @claverru how much of the sam is in your pipeline?",
    "2963506": "Never ask a man his salary, a woman her age and a Data Scientist if they have SAM in their pipeline.",
    "2963555": "unless the man shares ideas about his salary,  the woman her age and data Scientist SAM for the pipeline",
    "2964087": "not right bro",
    "2964088": "nice reply though got me choking"
  },
  "source": "meta"
}