{
  "id": 733835,
  "title": "76th Place Solution",
  "url": "/competitions/csiro-biomass/discussion/733835",
  "author_name": "Eisuke Okuda",
  "post_date": "2026-08-08T14:40:04.006000",
  "votes": 3,
  "comment_count": 0,
  "views": 0,
  "content": "<p>The competition closed on 28 January 2026. I am writing this in August, more than six\nmonths later — at the time I had a result and a directory of scripts, and never wrote\nanything up. I have since gone back through the 481 training runs and the 196 submissions,\nrebuilt the final solution as a single package, and put the whole thing in one place: <a href=\"https://github.com/eisuke119/csiro-image2biomass\" target=\"_blank\">https://github.com/eisuke119/csiro-image2biomass</a></p>\n<p>Cross-validation, the tiling, the two heads, the ensemble, what did not work, and what the\n481 runs can and cannot support — it is all in there, with the code and the two tables every\nfigure comes from. Have a look if it is useful.</p>\n<p>Happy to answer questions here.</p>",
  "messages": [
    {
      "id": 3510442,
      "postDate": "2026-08-08T14:40:04.007Z",
      "content": "<p>The competition closed on 28 January 2026. I am writing this in August, more than six\nmonths later — at the time I had a result and a directory of scripts, and never wrote\nanything up. I have since gone back through the 481 training runs and the 196 submissions,\nrebuilt the final solution as a single package, and put the whole thing in one place: <a href=\"https://github.com/eisuke119/csiro-image2biomass\" target=\"_blank\">https://github.com/eisuke119/csiro-image2biomass</a></p>\n<p>Cross-validation, the tiling, the two heads, the ensemble, what did not work, and what the\n481 runs can and cannot support — it is all in there, with the code and the two tables every\nfigure comes from. Have a look if it is useful.</p>\n<p>Happy to answer questions here.</p>",
      "rawMarkdown": "The competition closed on 28 January 2026. I am writing this in August, more than six\nmonths later — at the time I had a result and a directory of scripts, and never wrote\nanything up. I have since gone back through the 481 training runs and the 196 submissions,\nrebuilt the final solution as a single package, and put the whole thing in one place: [https://github.com/eisuke119/csiro-image2biomass](https://github.com/eisuke119/csiro-image2biomass)\n\nCross-validation, the tiling, the two heads, the ensemble, what did not work, and what the\n481 runs can and cannot support — it is all in there, with the code and the two tables every\nfigure comes from. Have a look if it is useful.\n\nHappy to answer questions here.",
      "votes": 3
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "3510442": "The competition closed on 28 January 2026. I am writing this in August, more than six\nmonths later — at the time I had a result and a directory of scripts, and never wrote\nanything up. I have since gone back through the 481 training runs and the 196 submissions,\nrebuilt the final solution as a single package, and put the whole thing in one place: [https://github.com/eisuke119/csiro-image2biomass](https://github.com/eisuke119/csiro-image2biomass)\n\nCross-validation, the tiling, the two heads, the ensemble, what did not work, and what the\n481 runs can and cannot support — it is all in there, with the code and the two tables every\nfigure comes from. Have a look if it is useful.\n\nHappy to answer questions here."
  }
}