{"id":12814,"date":"2024-08-20T04:10:17","date_gmt":"2024-08-20T04:10:17","guid":{"rendered":"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/?p=12814"},"modified":"2026-03-12T03:16:27","modified_gmt":"2026-03-12T03:16:27","slug":"%e4%bd%9c%e6%a5%ad%e3%83%a1%e3%83%a2-20240820-deeplabcut-%e3%81%ae%e3%81%8a%e3%81%9d%e3%82%89%e3%81%8f%e9%96%93%e9%81%95%e3%81%a3%e3%81%9f%e3%82%a4%e3%83%b3%e3%82%b9%e3%83%88%e3%83%bc%e3%83%ab","status":"publish","type":"post","link":"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/?p=12814","title":{"rendered":"(\u4f5c\u696d\u30e1\u30e2 20240820) DeepLabCut \u306e\u304a\u305d\u3089\u304f\u9593\u9055\u3063\u305f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5"},"content":{"rendered":"<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/vlcsnap-2024-08-20-13h20m29s091.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/vlcsnap-2024-08-20-13h20m29s091-300x169.png\" alt=\"\" width=\"300\" height=\"169\" class=\"aligncenter size-medium wp-image-12817\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/vlcsnap-2024-08-20-13h20m29s091-300x169.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/vlcsnap-2024-08-20-13h20m29s091-1024x576.png 1024w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/vlcsnap-2024-08-20-13h20m29s091-768x432.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/vlcsnap-2024-08-20-13h20m29s091-1536x864.png 1536w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/vlcsnap-2024-08-20-13h20m29s091-600x338.png 600w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/vlcsnap-2024-08-20-13h20m29s091.png 1920w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>1\u304b\u6708\u307b\u3069\u524d\u304b\u3089\u3001<a href=\"http:\/\/www.mackenziemathislab.org\/deeplabcut\">DeepLabCut<\/a> \u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3092\u8a66\u307f\u3066\u3044\u307e\u3059\u3002\u6700\u521d\u306f ubuntu \u3067\u5229\u7528\u3057\u3088\u3046\u3068\u8a66\u307f\u305f\u306e\u3067\u3059\u304c\u3046\u307e\u304f\u884c\u304b\u305a\u3001\u73fe\u5728\u306f windows \u3067\u5229\u7528\u65b9\u6cd5\u3092\u63a2\u3063\u3066\u3044\u307e\u3059\u3002\u602a\u3057\u3044\u3084\u308a\u65b9\u3067\u306f\u3042\u308b\u306e\u3067\u3059\u304c\u3001\u3053\u3046\u3059\u308c\u3070\u30d3\u30c7\u30aa\u30ab\u30fc\u30c9\u306e\u6f14\u7b97\u6a5f\u80fd\u3092\u5229\u7528\u3067\u304d\u308b\u3068\u3044\u3046\u306e\u304c\u5206\u304b\u3063\u305f\u306e\u3067\u8a18\u9332\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u53c2\u8003\u30b5\u30a4\u30c8\uff1a<a href=\"https:\/\/wp.tkanai-lab.org\/deeplabcut_gpu.html\">DeepLabCut\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5(GPU\u7248\u3001Windows11)<\/a><\/p>\n<p>\u8272\u3005\u3068\u4e0a\u624b\u304f\u3044\u304b\u306a\u304b\u3063\u305f\u7406\u7531\u3068\u3057\u3066\u3001Tensorflow \u3092\u4f7f\u3046\u306e\u304b PyTorch \u306a\u306e\u304b\u3068\u3044\u3046\u3068\u3053\u308d\u304c\u3042\u3063\u305f\u304b\u306a\u3068\u601d\u3044\u307e\u3059\u3002\u73fe\u5728\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306e DeepLabCut \u306f PyTorch \u3092\u63a8\u5968\u3057\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002\u521d\u3081\u306f Tensorflow \u3092\u4f7f\u3046\u3082\u306e\u3060\u3068\u3070\u304b\u308a\u8003\u3048\u3066\u3044\u3066\u6df7\u4e71\u3057\u307e\u3057\u305f\u3002\u7d50\u5c40\u3001\u53e4\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u306e DeepLabCut \u3092 \u3001Tensorflow \u3067\u52d5\u304b\u3059\u3053\u3068\u306b\u306a\u308a\u307e\u3057\u305f\uff0820240909 \u73fe\u5728\u306f<a href=\"#link_e20260312\">\u3053\u306e\u30da\u30fc\u30b8\u306e\u5f8c\u534a<\/a>\u306b\u3042\u308b\u3088\u3046\u306b Pytorch \u3067\u3082\u52d5\u304b\u305b\u3066\u3044\u307e\u3059\u3002\u305d\u3061\u3089\u306e\u65b9\u304c\u5b66\u7fd2\u6642\u9593\u304c\u77ed\u304b\u3044\u3067\u3059\uff09\u3002<\/p>\n<p>\u4e0b\u8a18\u306b\u3001\u30d1\u30bd\u30b3\u30f3\u306e\u4ed5\u69d8\u3092\u6319\u3052\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30de\u30b6\u30fc\u30dc\u30fc\u30c9\uff1aASUS Pro H510M-C\/CSM<\/li>\n<li>CPU\uff1aCore i3-10105<\/li>\n<li>\u30e1\u30e2\u30ea\uff1a16.0 GB <\/li>\n<li>\u30d3\u30c7\u30aa\u30ab\u30fc\u30c9\uff1aRTX 2070 <\/li>\n<li>OS\uff1aWindows 11 Education<\/li>\n<\/ul>\n<p>\u30d3\u30c7\u30aa\u30ab\u30fc\u30c9\u306e\u30c9\u30e9\u30a4\u30d0\u30fc\u306f\u6700\u65b0\u306e\u3082\u306e\uff08560.81\uff09\u3092\u5165\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u6700\u521d\u306b\u3001<a href=\"https:\/\/visualstudio.microsoft.com\/ja\/vs\/older-downloads\/\">Visual Studio (community) 2019<\/a> \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u3059\u3002\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u9805\u76ee\u3092\u9078\u3076\u3068\u304d\u306b\u300cC++\u306b\u3088\u308b\u30c7\u30b9\u30af\u30c8\u30c3\u30d7\u958b\u767a\u300d\u3060\u3051\u3092\u9078\u629e\u3057\u307e\u3057\u305f\uff08\u4e0b\u56f3\uff09\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d-1024x576.png\" alt=\"\" width=\"600\" height=\"338\" class=\"aligncenter size-large wp-image-12887\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d-1024x576.png 1024w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d-300x169.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d-768x432.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d-1536x864.png 1536w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d-2048x1152.png 2048w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d-600x338.png 600w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p>\u305d\u306e\u3042\u3068 CUDA \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u3059\u3002\u30d0\u30fc\u30b8\u30e7\u30f3\u306f 11.2 \u3067\u3059\uff08\u30d5\u30a1\u30a4\u30eb\u540d\uff1acuda_11.2.2_461.33_win10.exe\uff09\u3002<\/p>\n<p>CUDA\u306e\u3042\u3068\u3001Anaconda \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3057\u305f\u3002\u30d5\u30a1\u30a4\u30eb\u540d\u306f Anaconda3-2024.06-1-Windows-x86_64.exe \u3067\u3059\u3002\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u9014\u4e2d\u3067\u8cea\u554f\u304c\u3042\u308b\u306e\u3067\u3059\u304c\u3001\u4e0b\u56f3\u306b\u3042\u308b\u3088\u3046\u306b\u500b\u4eba\u7528\u3068\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821e.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821e.png\" alt=\"\" width=\"618\" height=\"480\" class=\"aligncenter size-full wp-image-12890\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821e.png 618w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821e-300x233.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821e-600x466.png 600w\" sizes=\"auto, (max-width: 618px) 100vw, 618px\" \/><\/a><\/p>\n<p>\u307e\u305f\u4ed6\u306b\u306f\u3001\u4e0b\u56f3\u306e\u3088\u3046\u306b\u3001\u30d1\u30b9\u3092\u74b0\u5883\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u304d\u8fbc\u3080\u3088\u3046\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u307e\u3057\u305f\u3002\u8b66\u544a\u304c\u6765\u3066\u3044\u307e\u3059\u306d\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821f.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821f.png\" alt=\"\" width=\"619\" height=\"483\" class=\"aligncenter size-full wp-image-12891\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821f.png 619w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821f-300x234.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821f-600x468.png 600w\" sizes=\"auto, (max-width: 619px) 100vw, 619px\" \/><\/a><\/p>\n<p>\u7d9a\u3044\u3066\u3001cudnn \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u3059\u304c\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u306f 8.1.1.33\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u306f cudnn-11.2-windows-x64-v8.1.1.33.zip \u3067\u3059\u3002\u89e3\u51cd\u3057\u3066\u4e2d\u306b\u3042\u308b CUDA \u30d5\u30a9\u30eb\u30c0\u30fc\u3054\u3068Anaconda\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5148\u306b\u3042\u308b Tools \u30d5\u30a9\u30eb\u30c0\u30fc\uff08C:\\Users\\\u30e6\u30fc\u30b6\u30fc\u540d\\anaconda3\\Tools\u306a\u3069\uff09\u306b\u30b3\u30d4\u30fc\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u30d1\u30b9\u3092\u901a\u3057\u307e\u3059\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820a.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820a-1024x640.png\" alt=\"\" width=\"600\" height=\"375\" class=\"aligncenter size-large wp-image-12830\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820a-1024x640.png 1024w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820a-300x188.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820a-768x480.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820a-1536x960.png 1536w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820a-600x375.png 600w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820a.png 1920w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p>\u30d1\u30b9\u306e\u8a2d\u5b9a\u306f\uff08\u4e0a\u306e\u56f3\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\uff09\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u30d1\u30cd\u30eb\u306e\u300c\u30b7\u30b9\u30c6\u30e0\u300d\u304b\u3089\u3001\u300c\u30b7\u30b9\u30c6\u30e0\u306e\u8a73\u7d30\u300d\u3001\u300c\u74b0\u5883\u5909\u6570\u300d\u3068\u305f\u3069\u308b\u3068\u3001\u8a2d\u5b9a\u753b\u9762\u304c\u73fe\u308c\u307e\u3059\u3002\u4f5c\u696d\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\u30fc\u540d\u306f buturi \u3067\u3001\u305d\u306e\u5834\u5408 Path \u306b <\/p>\n<ul>\n<code>C:\\Users\\buturi\\anaconda3\\Tools\\cuda\\bin<\/code>\n<\/ul>\n<p>\u3092\u52a0\u3048\u307e\u3059\u3002\u4e0b\u8a18\u306e\u30b3\u30de\u30f3\u30c9\u3092\u6253\u3063\u3066\u30d1\u30b9\u304c\u901a\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<code>where cudnn_adv_infer64_8.dll<\/code>\n<\/ul>\n<p>\u3053\u306e\u5f8c\u306f\u3001DeepLabCut \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u3059\u3002Anaconda \u306e\u6a5f\u80fd\u3092\u5229\u7528\u3057\u307e\u3059\u3002<a href=\"https:\/\/deeplabcut.github.io\/DeepLabCut\/docs\/installation.html\">\u516c\u5f0f\u30b5\u30a4\u30c8\u306b\u3042\u308b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u306e\u8aac\u660e\u8a18\u4e8b <\/a> \u306b\u30ea\u30f3\u30af\u304c\u3042\u308b DEEPLABCUT.yaml \u306f\u6700\u65b0\u306e\u3082\u306e\u3067\u3001\u4e2d\u3092\u898b\u308b\u3068 PyTorch \u3092\u5229\u7528\u3059\u308b\u3082\u306e\u306e\u3088\u3046\u3067\u3059\u3002\u3053\u3053\u3067\u306f Tensorflow \u3092\u5229\u7528\u3057\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002\u305d\u308c\u3067\u4e0b\u8a18\u306b\u5185\u5bb9\u3092\u6539\u3081\u307e\u3057\u305f\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\"># DLC-GPU.yaml\r\n\r\n#DeepLabCut2.0 Toolbox (deeplabcut.org)\r\n#\u00a9 A. & M. Mathis Labs\r\n#https:\/\/github.com\/DeepLabCut\/DeepLabCut\r\n#Please see AUTHORS for contributors.\r\n\r\n#https:\/\/github.com\/DeepLabCut\/DeepLabCut\/blob\/master\/AUTHORS\r\n#Licensed under GNU Lesser General Public License v3.0\r\n#\r\n# DeepLabCut environment\r\n# FIRST: INSTALL CORRECT DRIVER for GPU, see https:\/\/stackoverflow.com\/questions\/30820513\/what-is-the-correct-version-of-cuda-for-my-nvidia-driver\/30820690\r\n#\r\n# install: conda env create -f DLC-GPU.yaml\r\n# update:  conda env update -f DLC-GPU.yaml\r\nname: DLC-GPU\r\nchannels:\r\n  - conda-forge\r\n  - defaults\r\ndependencies:\r\n  - python=3.9\r\n  - pip\r\n  - jupyter\r\n  - nb_conda\r\n  - ffmpeg\r\n  - pip:\r\n    - deeplabcut[gui, tf]<\/code><\/pre>\n<p>Anaconda \u306b\u5168\u304f\u8a73\u3057\u304f\u306a\u3044\u306e\u3067\u3001\u3053\u3053\u306b\u3082\u3063\u3068\u66f8\u304d\u8fbc\u3081\u3070\u8272\u3005\u624b\u9593\u304c\u7701\u3051\u308b\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002C \u30c9\u30e9\u30a4\u30d6\u306e\u76f4\u4e0b\u306b\u3067\u3082\u30d5\u30a9\u30eb\u30c0\u30fc\uff08\u3053\u3053\u3067\u306f c:\\dlc \u3068\u3057\u307e\u3059\uff09\u3092\u4f5c\u308a\u3001\u4e0a\u8a18\u306e\u5185\u5bb9\u306e\u30d5\u30a1\u30a4\u30eb\u3092 \u30d5\u30a1\u30a4\u30eb\u540d DEEPLABCUT.yaml \u3068\u3057\u3066\u914d\u7f6e\u3057\u307e\u3059\u3002\u7d9a\u3044\u3066 Anaconda Prompt \u3092\u7ba1\u7406\u8005\u6a29\u9650\u3067\u8d77\u52d5\u3057\u307e\u3059\u3002\u7aef\u672b\u3067\u73fe\u5728\u4f4d\u7f6e\u3092 <code>c:\\dlc<\/code> \u3078\u79fb\u52d5\u3057\u3066\u3001\u4e0b\u8a18\u306e\u30b3\u30de\u30f3\u30c9\u3067\u65b0\u3057\u3044\u74b0\u5883\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">conda env create -f DEEPLABCUT.yaml<\/code><\/pre>\n<p>\u69cb\u7bc9\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u4e0b\u8a18\u306e\u30b3\u30de\u30f3\u30c9\u3067\u74b0\u5883\u3092\u30a2\u30af\u30c6\u30a3\u30d9\u30a4\u30c8\uff08\u8d77\u52d5\uff09\u3057\u307e\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">conda activate DLC-GPU<\/code><\/pre>\n<p>\u4e0b\u56f3\u306f\u30a2\u30af\u30c6\u30a3\u30d9\u30a4\u30c8\u3057\u305f\u6642\u306e\u7aef\u672b\u753b\u9762\u3067\u3059\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820b.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820b-300x157.png\" alt=\"\" width=\"300\" height=\"157\" class=\"aligncenter size-medium wp-image-12848\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820b-300x157.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820b-768x403.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820b-600x315.png 600w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820b.png 984w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>Anaconda Navigator \u3092\u898b\u308b\u3068\u3001\u4e0b\u56f3\u306e\u3088\u3046\u306b\u3001\u65b0\u3057\u3044\u74b0\u5883\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820c.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820c-1024x616.png\" alt=\"\" width=\"600\" height=\"361\" class=\"aligncenter size-large wp-image-12849\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820c-1024x616.png 1024w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820c-300x181.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820c-768x462.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820c-600x361.png 600w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240820c.png 1203w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p>\u4e0a\u56f3\u306b\u3042\u308b\u306e\u3067\u3059\u304c\u3001\u3053\u306e Numpy \u306f\u65b0\u3057\u3059\u304e\u308b\u3088\u3046\u3067\u3059\u3002\u5c11\u3057\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u843d\u3068\u3057\u307e\u3059\u3002\u4e00\u65e6 numpy \u3092\u524a\u9664\u3057\u3066\u3001ver. 1.23.5 \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3057\u305f\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">(DLC-GPU) C:\\dlc>pip uninstall numpy\r\nFound existing installation: numpy 2.0.1\r\nUninstalling numpy-2.0.1:\r\n  Would remove:\r\n    c:\\users\\buturi\\anaconda3\\envs\\dlc-gpu\\lib\\site-packages\\numpy-2.0.1-cp39-cp39-win_amd64.whl\r\n    c:\\users\\buturi\\anaconda3\\envs\\dlc-gpu\\lib\\site-packages\\numpy-2.0.1.dist-info\\*\r\n    c:\\users\\buturi\\anaconda3\\envs\\dlc-gpu\\lib\\site-packages\\numpy.libs\\.load-order-numpy-2.0.1\r\n    c:\\users\\buturi\\anaconda3\\envs\\dlc-gpu\\lib\\site-packages\\numpy.libs\\libscipy_openblas64_-fb1711452d4d8cee9f276fd1449ee5c7.dll\r\n    c:\\users\\buturi\\anaconda3\\envs\\dlc-gpu\\lib\\site-packages\\numpy.libs\\msvcp140-8021418012832a07a8ca5105a33b1086.dll\r\n    c:\\users\\buturi\\anaconda3\\envs\\dlc-gpu\\lib\\site-packages\\numpy\\*\r\n    c:\\users\\buturi\\anaconda3\\envs\\dlc-gpu\\scripts\\f2py.exe\r\n    c:\\users\\buturi\\anaconda3\\envs\\dlc-gpu\\scripts\\numpy-config.exe\r\nProceed (Y\/n)? y\r\n  Successfully uninstalled numpy-2.0.1\r\n(DLC-GPU) C:\\dlc>pip install numpy==1.23.5\r\nCollecting numpy==1.23.5\r\n  Downloading numpy-1.23.5-cp39-cp39-win_amd64.whl.metadata (2.3 kB)\r\nDownloading numpy-1.23.5-cp39-cp39-win_amd64.whl (14.7 MB)\r\n   ---------------------------------------- 14.7\/14.7 MB 15.9 MB\/s eta 0:00:00\r\nInstalling collected packages: numpy\r\nSuccessfully installed numpy-1.23.5\r\n\r\n(DLC-GPU) C:\\dlc>\r\n<\/code><\/pre>\n<p>Tensorflow \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">pip install tensorflow-gpu==2.10.0<\/code><\/pre>\n<p>\u7d9a\u3044\u3066\u3001 deeplabcut \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u3059\u304c\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">pip install deeplabcut[gui,tf]==2.3.9<\/code><\/pre>\n<p>deeplabcut \u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821a.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821a-1024x640.png\" alt=\"\" width=\"600\" height=\"375\" class=\"aligncenter size-large wp-image-12857\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821a-1024x640.png 1024w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821a-300x188.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821a-768x480.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821a-1536x960.png 1536w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821a-600x375.png 600w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821a.png 1920w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p>\u7121\u4e8b\u3001\u8d77\u52d5\u3057\u307e\u3057\u305f\u3002\u5229\u7528\u65b9\u6cd5\u306f\u4e0b\u8a18\u3092\u53c2\u8003\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/qiita.com\/suginaga\/items\/d257c0df8429354b8dd8\">DEEPLABCUT2.3\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u64cd\u4f5c<\/a><\/li>\n<\/ul>\n<p>\u4e0b\u56f3\u306e\u52d5\u753b\u3092\u89e3\u6790\u3057\u3066\u307f\u307e\u3057\u305f\u3002\u52d5\u753b\u306e\u30b5\u30a4\u30ba\u306f 1920 x 1080 \u3067\u3059\u3002<\/p>\n<div style=\"width: 600px;\" class=\"wp-video\"><!--[if lt IE 9]><script>document.createElement('video');<\/script><![endif]-->\n<video class=\"wp-video-shortcode\" id=\"video-12814-1\" width=\"600\" height=\"338\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/05\/WIN_20240509_16_28_17_Pro_new.mp4?_=1\" \/><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/05\/WIN_20240509_16_28_17_Pro_new.mp4\">http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/05\/WIN_20240509_16_28_17_Pro_new.mp4<\/a><\/video><\/div>\n<p>&nbsp;<\/p>\n<p>\u304a\u307e\u304b\u305b\u3067\u9032\u3081\u3066\u3044\u304f\u3068\u3001\u52d5\u753b\u304b\u308919\u679a\u306e\u9759\u6b62\u753b\u304c\u5207\u308a\u51fa\u3055\u308c\u307e\u3057\u305f\u3002\u305d\u306e\u4e00\u679a\u3001\u4e00\u679a\u306b\u3057\u308b\u3057\u3092\u4ed8\u3051\u3066\u3044\u304d\u307e\u3059\u3002\u4e0b\u56f3\u306b\u3042\u308b\u3088\u3046\u306b\u3001\u4eca\u56de\u306f4\u70b9\u3057\u308b\u3057\u3092\u4ed8\u3051\u307e\u3057\u305f\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821c.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821c-1024x581.png\" alt=\"\" width=\"600\" height=\"340\" class=\"aligncenter size-large wp-image-12870\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821c-1024x581.png 1024w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821c-300x170.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821c-768x436.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821c-600x340.png 600w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821c.png 1331w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u958b\u59cb\u3057\u307e\u3059\u3002\u305d\u306e\u3068\u304d\u306e\u30bf\u30b9\u30af\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u3059\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821b.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821b-300x285.png\" alt=\"\" width=\"300\" height=\"285\" class=\"aligncenter size-medium wp-image-12861\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821b-300x285.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821b-600x571.png 600w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821b.png 764w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>\u30d3\u30c7\u30aa\u30e1\u30e2\u30ea\u306f 7GB \u7a0b\u5ea6\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30d3\u30c7\u30aa\u30ab\u30fc\u30c9\u306e\u6e29\u5ea6\u306f\u6fc0\u71b1\u306b\u306a\u308a\u307e\u3059\u30024\u6642\u9593\u5f31\u3050\u3089\u3044\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u7d42\u4e86\u3057\u307e\u3057\u305f\u3002\u52d5\u753b\u306e\u89e3\u6790\u304b\u3089\u6ce8\u76ee\u3057\u305f\u70b9\u306e\u30d4\u30af\u30bb\u30eb\u4f4d\u7f6e\uff08\u7e26\u6a2a\u306e\u5ea7\u6a19\u3068\u3044\u3046\u304b\uff09\u306e\u6642\u9593\u5909\u5316\u304c\u5f97\u3089\u308c\u307e\u3059\uff08CSV\u30d5\u30a1\u30a4\u30eb\uff09\u3002\u305d\u308c\u3092\u4f7f\u3063\u3066\u4f5c\u6210\u3057\u305f\u30d3\u30c7\u30aa\u304c\u4e0b\u8a18\u306e\u3082\u306e\u3067\u3059\u3002<\/p>\n<div style=\"width: 600px;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-12814-2\" width=\"600\" height=\"338\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/WIN_20240509_16_28_17_Pro_newDLC_resnet50_firstAug21shuffle1_50000_labeled.mp4?_=2\" \/><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/WIN_20240509_16_28_17_Pro_newDLC_resnet50_firstAug21shuffle1_50000_labeled.mp4\">http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/WIN_20240509_16_28_17_Pro_newDLC_resnet50_firstAug21shuffle1_50000_labeled.mp4<\/a><\/video><\/div>\n<p>&nbsp;<\/p>\n<p>\u9014\u4e2d\u3067\u3001\u4e00\u77ac\u898b\u5931\u3063\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002\u3072\u3068\u3064\u306e\u52d5\u753b\u3067\u5b66\u7fd2\u3059\u308b\u3068\u305d\u306e\u5b66\u7fd2\u7d50\u679c\u306f\u4ed6\u306e\u52d5\u753b\u306b\u3082\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u518d\u30734\u6642\u9593\u304b\u304b\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u30021 \u5206\u7a0b\u5ea6\u306e\u52d5\u753b\u306a\u3089\u3001\u89e3\u6790\u3057\u3066\u5ea7\u6a19\u3092\u5f97\u308b\u306e\u306b\u7d04 2 \u5206\u3067\u6e08\u307f\u307e\u3057\u305f\u3002\u52d5\u753b\u306e\u4f5c\u6210\u306f\u3082\u3063\u3068\u77ed\u3044\u3067\u3059\u3002\u3053\u308c\u3067\u5b66\u751f\u5b9f\u9a13\u306e\u30c6\u30fc\u30de\u3092\u4f5c\u308a\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u4f5c\u7528\u53cd\u4f5c\u7528\u3092\u6271\u3046\u30c6\u30fc\u30de\u3068\u3057\u305f\u3044\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u529b\u5b66\u5206\u91ce\u306e\u30c6\u30fc\u30de\u306f\u6570\u304c\u5c11\u306a\u3044\u306e\u3067\u8cb4\u91cd\u3067\u3059\u3002\u307e\u305f\u7dad\u6301\u8cbb\u3082\u5b89\u3044\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u8ffd\u8a18<\/strong><\/p>\n<p>\u3000\u4e0b\u8a18\u306e\u30ea\u30f3\u30af\u306f Pytorch \u306e\u5834\u5408\u306e\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/system-medicine.blog.jp\/archives\/25461255.html\">Windows11\u306bDeepLabCut3.0\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a><\/li>\n<\/ul>\n<p>\u4e0a\u8a18\u306e\u8a18\u4e8b\u306e\u901a\u308a\u306b\u3084\u3063\u3066\u307f\u3066 GPU \u3092\u5229\u7528\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u3057\u305f\u3002GPU \u30e1\u30e2\u30ea\u306e\u4f7f\u7528\u91cf\u3068\u304b\u898b\u3066\u3044\u308b\u3068\u3001Tensorflow \u3068\u306f\u7570\u306a\u3063\u305f\u52d5\u304d\u3067\u3057\u305f\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u30e1\u30e2\u30ea\u30fc\u306e\u4f7f\u7528\u91cf\u304c\u5909\u52d5\u3057\u3066\u3044\u307e\u3057\u305f\u3002Tensorflow \u306f\u4e00\u5b9a\u3060\u3063\u305f\u306e\u3067\u3059\u304c\u3002\u305f\u3060\u3001\u6700\u65b0\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306e GUI \u306b\u6163\u308c\u307e\u305b\u3093\u3002\u305d\u308c\u3068\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u8a2d\u5b9a\u304c\u7570\u306a\u308b\u3088\u3046\u306b\u601d\u3048\u307e\u3059\u3002\u9069\u5f53\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3067\u8a13\u7df4\u3057\u3066\u307f\u305f\u306e\u3067\u3059\u304c\u30012\u6642\u9593\u4ee5\u5185\u3050\u3089\u3044\u306e\u6642\u9593\u3067\u826f\u3044\u7d50\u679c\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u63a8\u8ad6\u306b\u6642\u9593\u304c 20 \u5206\u7a0b\u304b\u304b\u308a\u307e\u3057\u305f\u3002\u4f55\u304b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306b\u826f\u304f\u306a\u3044\u3068\u3053\u308d\u304c\u3042\u3063\u305f\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u4ed6\u306b\u306f\u3001\u63a8\u8ad6\u3057\u305f\u5ea7\u6a19\u306e\u5370\u3092\u4e0a\u66f8\u304d\u3057\u305f\u30d3\u30c7\u30aa\u3092\u66f8\u304d\u51fa\u3059\u969b\u306b\u3001\u306a\u305c\u304b\u4e00\u56de\u76ee\u304c\u5931\u6557\u3057\u307e\u3057\u305f\u3002\u4e0a\u66f8\u304d\u3067\u304d\u306a\u304f\u3066\u3001\u5143\u306e\u30d3\u30c7\u30aa\u306e\u307e\u307e\u3068\u306a\u308a\u307e\u3057\u305f\u3002\u305d\u308c\u3067\u3001\u305d\u306e\u30d3\u30c7\u30aa\u3092\u524a\u9664\u3057\u3066\u3082\u3046\u4e00\u5ea6\u30d3\u30c7\u30aa\u3092\u4f5c\u6210\u3057\u3066\u307f\u308b\u3068\u4e0a\u624b\u304f\u5370\u3092\u4e0a\u66f8\u304d\u3057\u305f\u30d3\u30c7\u30aa\u304c\u4f5c\u6210\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<div id=\"link_e20260312\"><\/div>\n<p><strong>\u8ffd\u8a18\uff12<\/strong><\/p>\n<p>Pytorch \u306e\u7d9a\u304d\u3067\u3059\u3002\u591a\u5c11\u307e\u3057\u306b\u306a\u3063\u3066\u304d\u307e\u3057\u305f\u3002\u4ee5\u4e0b\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002Tensorflow \u3068\u540c\u3058\u90e8\u5206\u304c\u591a\u3044\u306e\u3067\u3059\u304c\u3001\u3042\u3068\u3042\u3068\u4ee5\u4e0b\u306e\u8a18\u4e8b\u306f\u72ec\u7acb\u3055\u305b\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u305d\u308c\u3067\u91cd\u8907\u3057\u3066\u3082\u7701\u7565\u305b\u305a\u306b\u66f8\u3044\u3066\u307f\u307e\u3059\u3002<\/p>\n<p>\u89e3\u6790\u3059\u308b\u306e\u306f\u3001\u4e0b\u8a18\u306e\u52d5\u753b\u3067\u3059\u3002\u6d6e\u304b\u3093\u3060\u78c1\u77f3\u304c\u3001\u305f\u3060\u3046\u308d\u3046\u308d\u3057\u3066\u3044\u308b\u3060\u3051\u306e\u52d5\u753b\u3067\u3059\u304c\u3001\u3068\u306b\u304b\u304f\u78c1\u77f3\u306e\u7279\u5fb4\u3092\u8a18\u61b6\u3055\u305b\u308b\u305f\u3081\u306b\u4f7f\u3046\u3082\u306e\u306a\u306e\u3067\u3001\u5909\u306a\u52d5\u304d\u3092\u3057\u3066\u3044\u308b\u65b9\u304c\u826f\u3044\u304b\u3082\u3068\u8003\u3048\u307e\u3057\u305f\u3002\u4e38\u3044\u78c1\u77f3\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u5927\u304d\u3055\u306e\u9055\u3046\u3082\u306e\u3092\u4e8c\u3064\u7528\u610f\u3057\u307e\u3057\u305f\u3002<\/p>\n<div style=\"width: 600px;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-12814-3\" width=\"600\" height=\"338\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/WIN_20240909_11_09_41_Pro_new.mp4?_=3\" \/><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/WIN_20240909_11_09_41_Pro_new.mp4\">http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/WIN_20240909_11_09_41_Pro_new.mp4<\/a><\/video><\/div>\n<p>&nbsp;<\/p>\n<p>\u6700\u521d\u306f\u3001\u3068\u306b\u304b\u304f\u30d3\u30c7\u30aa\u30ab\u30fc\u30c9\u306e\u30c9\u30e9\u30a4\u30d0\u30fc\u3092\u5165\u308c\u307e\u3059\u3002560.81 \u3067\u6700\u65b0\u306e\u3082\u306e\u3092\u5165\u308c\u307e\u3057\u305f\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240909a.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240909a-300x224.png\" alt=\"\" width=\"300\" height=\"224\" class=\"aligncenter size-medium wp-image-12922\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240909a-300x224.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240909a.png 592w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>\u7d9a\u3044\u3066\u3001<a href=\"https:\/\/visualstudio.microsoft.com\/ja\/vs\/older-downloads\/\">Visual Studio (community) 2019<\/a> \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u3059\u3002\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u9805\u76ee\u3092\u9078\u3076\u3068\u304d\u306b\u300cC++\u306b\u3088\u308b\u30c7\u30b9\u30af\u30c8\u30c3\u30d7\u958b\u767a\u300d\u3060\u3051\u3092\u9078\u629e\u3057\u307e\u3057\u305f\uff08\u4e0b\u56f3\uff09\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d-1024x576.png\" alt=\"\" width=\"600\" height=\"338\" class=\"aligncenter size-large wp-image-12887\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d-1024x576.png 1024w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d-300x169.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d-768x432.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d-1536x864.png 1536w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d-2048x1152.png 2048w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821d-600x338.png 600w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p>\u3068\u308a\u3042\u3048\u305a\u3001Git \uff08Git-2.45.2-64-bit.exe\uff09\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304d\u307e\u3059\u3002Git \u306e\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/gitforwindows.org\/\">\u3053\u3053<\/a>\u3067\u3059\u3002<\/p>\n<p>\u305d\u306e\u3042\u3068 CUDA \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u3059\u3002\u30d0\u30fc\u30b8\u30e7\u30f3\u306f 11.8 \u3067\u3059\uff08\u30d5\u30a1\u30a4\u30eb\u540d\uff1acuda_11.8.0_522.06_windows.exe\uff09\u3002<\/p>\n<p>CUDNN \u3092\u5165\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002<a href=\"https:\/\/note.com\/oyasai123\/n\/n08ac06ea2691\">\u3053\u3093\u306a\u8a18\u4e8b<\/a>\u304c\u3042\u3063\u3066\u3001\u73fe\u5728\u306e PyTorch\u306b\u306fcuDNN\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u4e0d\u8981\u3068\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u308c\u3067\u3068\u308a\u3042\u3048\u305a\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u305b\u305a\u306b\u3084\u3063\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p>CUDA\u306e\u3042\u3068\u3001Anaconda \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3057\u305f\u3002\u30d5\u30a1\u30a4\u30eb\u540d\u306f Anaconda3-2024.06-1-Windows-x86_64.exe \u3067\u3059\u3002\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u9014\u4e2d\u3067\u8cea\u554f\u304c\u3042\u308b\u306e\u3067\u3059\u304c\u3001\u4e0b\u56f3\u306b\u3042\u308b\u3088\u3046\u306b\u500b\u4eba\u7528\u3068\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821e.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821e.png\" alt=\"\" width=\"618\" height=\"480\" class=\"aligncenter size-full wp-image-12890\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821e.png 618w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821e-300x233.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821e-600x466.png 600w\" sizes=\"auto, (max-width: 618px) 100vw, 618px\" \/><\/a><\/p>\n<p>\u307e\u305f\u4ed6\u306b\u306f\u3001\u4e0b\u56f3\u306e\u3088\u3046\u306b\u3001\u30d1\u30b9\u3092\u74b0\u5883\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u304d\u8fbc\u3080\u3088\u3046\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u307e\u3057\u305f\u3002\u8b66\u544a\u304c\u6765\u3066\u3044\u307e\u3059\u306d\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821f.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821f.png\" alt=\"\" width=\"619\" height=\"483\" class=\"aligncenter size-full wp-image-12891\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821f.png 619w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821f-300x234.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240821f-600x468.png 600w\" sizes=\"auto, (max-width: 619px) 100vw, 619px\" \/><\/a><\/p>\n<p>\u7d9a\u3044\u3066\u3001Anaconda \u3092\u4f7f\u3063\u3066\u3001\u74b0\u5883\u3092\u4f5c\u308a\u307e\u3059\u3002deeplabcut \u306e\u30b5\u30a4\u30c8\u306b\u3042\u308b <a href=\"https:\/\/github.com\/DeepLabCut\/DeepLabCut\/blob\/main\/conda-environments\/DEEPLABCUT.yaml\">DEEPLABCUT.yaml<\/a> \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u5185\u5bb9\u306f\u4e0b\u8a18\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\"># DEEPLABCUT.yaml\r\n\r\n#DeepLabCut Toolbox (deeplabcut.org)\r\n#\u00a9 A. & M.W. Mathis Labs\r\n#https:\/\/github.com\/DeepLabCut\/DeepLabCut\r\n#Please see AUTHORS for contributors.\r\n\r\n#https:\/\/github.com\/DeepLabCut\/DeepLabCut\/blob\/main\/AUTHORS\r\n#Licensed under GNU Lesser General Public License v3.0\r\n#\r\n# DeepLabCut environment\r\n# FIRST: INSTALL CORRECT DRIVER for GPU, see https:\/\/stackoverflow.com\/questions\/30820513\/what-is-the-correct-version-of-cuda-for-my-nvidia-driver\/30820690\r\n#\r\n# AFTER THIS FILE IS INSTALLED, if you have a GPU be sure to install cudnn from conda-forge: conda install cudnn -c conda-forge\r\n#\r\n# install: conda env create -f DEEPLABCUT.yaml\r\n# update:  conda env update -f DEEPLABCUT.yaml\r\nname: DEEPLABCUT\r\nchannels:\r\n  - conda-forge\r\n  - defaults\r\ndependencies:\r\n  - python=3.10\r\n  - pip\r\n  - ipython\r\n  - jupyter\r\n  - nb_conda\r\n  - notebook<7.0.0\r\n  - ffmpeg\r\n  - pytables==3.8.0\r\n  - pip:\r\n    - \"git+https:\/\/github.com\/DeepLabCut\/DeepLabCut.git@pytorch_dlc#egg=deeplabcut[gui,modelzoo,wandb]\"<\/code><\/pre>\n<p>C \u30c9\u30e9\u30a4\u30d6\u306e\u76f4\u4e0b\u306b\u3067\u3082\u30d5\u30a9\u30eb\u30c0\u30fc\uff08\u3053\u3053\u3067\u306f c:\\dlc \u3068\u3057\u307e\u3059\uff09\u3092\u4f5c\u308a\u3001\u4e0a\u8a18\u306e\u5185\u5bb9\u306e\u30d5\u30a1\u30a4\u30eb\u3092 \u30d5\u30a1\u30a4\u30eb\u540d DEEPLABCUT.yaml \u3068\u3057\u3066\u914d\u7f6e\u3057\u307e\u3059\u3002\u7d9a\u3044\u3066 Anaconda Prompt \u3092\u7ba1\u7406\u8005\u6a29\u9650\u3067\u8d77\u52d5\u3057\u307e\u3059\u3002\u7aef\u672b\u3067\u73fe\u5728\u4f4d\u7f6e\u3092 <code>c:\\dlc<\/code> \u3078\u79fb\u52d5\u3057\u3066\u3001\u4e0b\u8a18\u306e\u30b3\u30de\u30f3\u30c9\u3067\u65b0\u3057\u3044\u74b0\u5883\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">conda env create -f DEEPLABCUT.yaml<\/code><\/pre>\n<p>\u69cb\u7bc9\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u4e0b\u8a18\u306e\u30b3\u30de\u30f3\u30c9\u3067\u74b0\u5883\u3092\u30a2\u30af\u30c6\u30a3\u30d9\u30a4\u30c8\uff08\u8d77\u52d5\uff09\u3057\u307e\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">conda activate DEEPLABCUT<\/code><\/pre>\n<p>deeplabcut \u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">python -m deeplabcut<\/code><\/pre>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910a.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910a-1024x640.png\" alt=\"\" width=\"600\" height=\"375\" class=\"aligncenter size-large wp-image-12934\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910a-1024x640.png 1024w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910a-300x188.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910a-768x480.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910a-1536x960.png 1536w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910a-600x375.png 600w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910a.png 1920w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p>\u8d77\u52d5\u3057\u307e\u3057\u305f\u3002\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u65b0\u3057\u3044\u3067\u3059\u3002Pytorch \u3068 Tensorflow \u306e\u5207\u308a\u66ff\u3048\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u307e\u3060\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b GPU \u306f\u5229\u7528\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u305d\u308c\u3067\u3001<a href=\"https:\/\/system-medicine.blog.jp\/archives\/25461255.html\">\u3053\u3053<\/a>\u306b\u8a18\u8ff0\u3055\u308c\u3066\u3044\u308b\u30b3\u30de\u30f3\u30c9\u3075\u305f\u3064\u3092\u5b9f\u884c\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">pip uninstall torch\r\nconda install pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch -c nvidia<\/code><\/pre>\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3066\u307f\u308b\u3068\u3001\u4eca\u5ea6\u306f GPU \u304c\u5229\u7528\u3067\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910b.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910b-300x238.png\" alt=\"\" width=\"300\" height=\"238\" class=\"aligncenter size-medium wp-image-12939\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910b-300x238.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910b-768x609.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910b-600x476.png 600w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910b.png 897w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>GPU \u306e\u6e29\u5ea6\u306f\u3042\u307e\u308a\u4e0a\u304c\u308a\u307e\u305b\u3093\u3002GPU \u306f RTX 3060 \u306b\u4ee3\u308f\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910c.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910c-1024x697.png\" alt=\"\" width=\"600\" height=\"408\" class=\"aligncenter size-large wp-image-12944\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910c-1024x697.png 1024w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910c-300x204.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910c-768x523.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910c-600x408.png 600w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910c.png 1271w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p>\u4e0a\u56f3\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u8a2d\u5b9a\u753b\u9762\u3067\u3059\u304c\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u304b\u3089 display iterations \u3060\u3051 100 \u306b\u5909\u66f4\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u8a2d\u5b9a\u3060\u3068 20 \u5206\u7a0b\u5ea6\u3067\u7d42\u4e86\u3057\u307e\u3059\u3002\u52d5\u753b\u306e\u89e3\u6790\u306b\u306f5\u5206\u307b\u3069\u304b\u304b\u308a\u307e\u3057\u305f\u3002\u691c\u51fa\u3057\u305f\u5ea7\u6a19\u3092\u91cd\u306d\u305f\u52d5\u753b\u306e\u4f5c\u6210\u306f\u3001\u3044\u3064\u3082\u901a\u308a\u3001\u3055\u307b\u3069\u6642\u9593\u306f\u304b\u304b\u3089\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u306a\u305c\u304b1\u56de\u76ee\u306b\u5931\u6557\u3057\u307e\u3059\u3002\u305d\u308c\u3067\u4f5c\u6210\u3057\u305f\u52d5\u753b\u3092\u524a\u9664\u3057\u3066\u3082\u3046\u4e00\u5ea6\u5b9f\u884c\u3057\u305f\u3068\u3053\u308d\u3001\u7121\u4e8b\u4f5c\u6210\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<div style=\"width: 600px;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-12814-4\" width=\"600\" height=\"338\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/WIN_20240909_11_09_41_ProDLC_Resnet50_secondSep9shuffle1_snapshot_200_p60_labeled_new.mp4?_=4\" \/><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/WIN_20240909_11_09_41_ProDLC_Resnet50_secondSep9shuffle1_snapshot_200_p60_labeled_new.mp4\">http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/WIN_20240909_11_09_41_ProDLC_Resnet50_secondSep9shuffle1_snapshot_200_p60_labeled_new.mp4<\/a><\/video><\/div>\n<p>&nbsp;<\/p>\n<p>\u52d5\u753b\u306b\u306f\u3001\u4e38\u3044\u70b9\u304c\u3044\u308d\u3044\u308d\u3068\u5728\u3063\u3066\u5206\u304b\u308a\u306b\u304f\u3044\u306e\u3067\u3059\u304c\u3001\u5927\u304d\u3081\u306e\u4e38\u304c\u691c\u51fa\u3057\u305f\u5ea7\u6a19\u70b9\u3067\u3059\u3002\u5c0f\u3055\u3044\u4e38\u306f\u76ee\u5370\u306b\u3068\u601d\u3063\u3066\u5f35\u3063\u305f\u3001\u4e38\u3044\u30b7\u30fc\u30eb\u3067\u3059\u3002<\/p>\n<p>\u5ea7\u6a19\u5024\u306f\u4e0a\u624b\u304f\u691c\u51fa\u3067\u304d\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u3002\u305f\u3060\u3001likelihood \uff08\u53ef\u80fd\u6027\uff09\u306e\u5024\u306f tensorflow \u3088\u308a\u3082\u63a7\u3048\u3081\u306a\u5024\u3067\u3059\u3002tensorflow \u3060\u3068 0.99 \u3068\u304b\u306a\u3093\u3067\u3059\u304c\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/plot-likelihood.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/plot-likelihood-300x108.png\" alt=\"\" width=\"300\" height=\"108\" class=\"aligncenter size-medium wp-image-12951\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/plot-likelihood-300x108.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/plot-likelihood-768x276.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/plot-likelihood-600x216.png 600w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/plot-likelihood.png 832w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>\u691c\u51fa\u3055\u308c\u305f\u5ea7\u6a19\u3092\u56f3\u306b\u91cd\u306d\u308b\u306b\u3042\u305f\u3063\u3066\u3001likelihood \u3067\u95be\u5024\u3092\u5236\u5fa1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u307e\u3057\u305f\u3002Plotting confidence cutoff \u3068\u3044\u3046\u5024\u3067\u3059\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910d.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910d-1024x695.png\" alt=\"\" width=\"600\" height=\"407\" class=\"aligncenter size-large wp-image-12954\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910d-1024x695.png 1024w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910d-300x204.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910d-768x521.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910d-600x407.png 600w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2024\/08\/20240910d.png 1274w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p>\u4e0a\u56f3\u3060\u3068\u3001likelihood \u306e\u5024\u304c 0.60 \u4ee5\u4e0a\u306e\u5ea7\u6a19\u70b9\u3092\u52d5\u753b\u306b\u91cd\u306d\u3066\u66f8\u3044\u3066\u304d\u307e\u3059\u3002<\/p>\n<p><strong>\u8ffd\u8a18\uff13<\/strong><\/p>\n<p>\u4f5c\u7528\u53cd\u4f5c\u7528\u3092\u30c6\u30fc\u30de\u3068\u3057\u305f\u5b66\u751f\u5b9f\u9a13\u306e\u305f\u3081\u306e\u6e96\u5099\u3092\u8a18\u4e8b\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/?p=12989\">(\u4f5c\u696d\u30e1\u30e2 20240930) \u4f5c\u7528\u53cd\u4f5c\u7528\u3092\u30c6\u30fc\u30de\u3068\u3057\u305f\u5b66\u751f\u5b9f\u9a13\u306e\u6e96\u5099<\/a>\n<\/ul>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\"><\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>1\u304b\u6708\u307b\u3069\u524d\u304b\u3089\u3001DeepLabCut \u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3092\u8a66\u307f\u3066\u3044\u307e\u3059\u3002\u6700\u521d\u306f u &#8230; <a class=\"more-link\" href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/?p=12814\">Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-12814","post","type-post","status-publish","format-standard","hentry","category-column"],"_links":{"self":[{"href":"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/12814","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=12814"}],"version-history":[{"count":132,"href":"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/12814\/revisions"}],"predecessor-version":[{"id":14766,"href":"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/12814\/revisions\/14766"}],"wp:attachment":[{"href":"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=12814"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=12814"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=12814"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}