{
  "id": 238574,
  "title": "[Inference Upgrade] Two stage to more accurate inference",
  "url": "/competitions/hubmap-kidney-segmentation/discussion/238574",
  "author_name": "",
  "post_date": "2021-05-12T16:22:47.795573300Z",
  "votes": 6,
  "comment_count": 2,
  "views": 0,
  "content": "<p>Hello, we are DWBF(<a href=\"https://www.kaggle.com/jinssaa\" target=\"_blank\">JIN</a>, <a href=\"https://www.kaggle.com/curiosity806\" target=\"_blank\">Daegwon B</a>). We didn't do well in the competition. But, We share the techniques we used in this competition.</p>\n<p>Thank you for holding a great contest!\nThank you all who participated!</p>\n<p><a href=\"https://www.kaggle.com/curiosity806/hubmap-use-catalyst-smp-and-albumentations\" target=\"_blank\">baseline code</a>\n<a href=\"https://www.kaggle.com/curiosity806/hubmap-two-stage-to-more-accurate-inference\" target=\"_blank\">Two stage to more accurate inference code</a></p>",
  "messages": [
    {
      "id": "1304455",
      "postDate": "05/12/2021 16:22:47",
      "content": "<p>Hello, we are DWBF(<a href=\"https://www.kaggle.com/jinssaa\" target=\"_blank\">JIN</a>, <a href=\"https://www.kaggle.com/curiosity806\" target=\"_blank\">Daegwon B</a>). We didn't do well in the competition. But, We share the techniques we used in this competition.</p>\n<p>Thank you for holding a great contest!\nThank you all who participated!</p>\n<p><a href=\"https://www.kaggle.com/curiosity806/hubmap-use-catalyst-smp-and-albumentations\" target=\"_blank\">baseline code</a>\n<a href=\"https://www.kaggle.com/curiosity806/hubmap-two-stage-to-more-accurate-inference\" target=\"_blank\">Two stage to more accurate inference code</a></p>",
      "rawMarkdown": "Hello, we are DWBF([JIN](https://www.kaggle.com/jinssaa), [Daegwon B](https://www.kaggle.com/curiosity806)). We didn't do well in the competition. But, We share the techniques we used in this competition.\n\nThank you for holding a great contest!\nThank you all who participated!\n\n[baseline code](https://www.kaggle.com/curiosity806/hubmap-use-catalyst-smp-and-albumentations)\n[Two stage to more accurate inference code](https://www.kaggle.com/curiosity806/hubmap-two-stage-to-more-accurate-inference)",
      "votes": null
    },
    {
      "id": "1305754",
      "postDate": "05/13/2021 13:10:49",
      "content": "<p>Thank you for sharing, but the missed area marked in red in stage 2 is a bit difficult for me to understand. Maybe it is the glomeruli area that is missed in the prediction?</p>",
      "rawMarkdown": "Thank you for sharing, but the missed area marked in red in stage 2 is a bit difficult for me to understand. Maybe it is the glomeruli area that is missed in the prediction?",
      "votes": null
    },
    {
      "id": "1306645",
      "postDate": "05/14/2021 00:40:52",
      "content": "<p>Hello, Thank you for your interest in our solution.<br>\nYes, that's right.  It is the glomeruli area that is missed in the prediction by stage one(only use center).<br>\nIf glomeruli is completely  in the center of the model's field of view, it can be detected. It represents a situation that cannot be detected, because it is located slightly off the center.<br>\nIn fact, when using only the stage 1's method, such misses have often occurred in the prediction.</p>",
      "rawMarkdown": "Hello, Thank you for your interest in our solution.\n\n Yes, that's right.  It is the glomeruli area that is missed in the prediction by stage one(only use center).\n\nIf glomeruli is completely  in the center of the model's field of view, it can be detected. It represents a situation that cannot be detected, because it is located slightly off the center.\n\n In fact, when using only the stage 1's method, such misses have often occurred in the prediction.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1305754,
      "author_name": "ruansj",
      "author_url": "",
      "post_date": "05/13/2021 13:10:49",
      "content": "<p>Thank you for sharing, but the missed area marked in red in stage 2 is a bit difficult for me to understand. Maybe it is the glomeruli area that is missed in the prediction?</p>",
      "votes": null,
      "replies": [
        {
          "id": 1306645,
          "author_name": "curiosity806",
          "author_url": "",
          "post_date": "05/14/2021 00:40:52",
          "content": "<p>Hello, Thank you for your interest in our solution.<br>\nYes, that's right.  It is the glomeruli area that is missed in the prediction by stage one(only use center).<br>\nIf glomeruli is completely  in the center of the model's field of view, it can be detected. It represents a situation that cannot be detected, because it is located slightly off the center.<br>\nIn fact, when using only the stage 1's method, such misses have often occurred in the prediction.</p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "1304455": "Hello, we are DWBF([JIN](https://www.kaggle.com/jinssaa), [Daegwon B](https://www.kaggle.com/curiosity806)). We didn't do well in the competition. But, We share the techniques we used in this competition.\n\nThank you for holding a great contest!\nThank you all who participated!\n\n[baseline code](https://www.kaggle.com/curiosity806/hubmap-use-catalyst-smp-and-albumentations)\n[Two stage to more accurate inference code](https://www.kaggle.com/curiosity806/hubmap-two-stage-to-more-accurate-inference)",
    "1305754": "Thank you for sharing, but the missed area marked in red in stage 2 is a bit difficult for me to understand. Maybe it is the glomeruli area that is missed in the prediction?",
    "1306645": "Hello, Thank you for your interest in our solution.\n\n Yes, that's right.  It is the glomeruli area that is missed in the prediction by stage one(only use center).\n\nIf glomeruli is completely  in the center of the model's field of view, it can be detected. It represents a situation that cannot be detected, because it is located slightly off the center.\n\n In fact, when using only the stage 1's method, such misses have often occurred in the prediction."
  },
  "source": "meta"
}