{"id":9189,"date":"2025-10-12T13:46:19","date_gmt":"2025-10-12T13:46:19","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=9189"},"modified":"2025-10-12T13:46:19","modified_gmt":"2025-10-12T13:46:19","slug":"%e7%89%a9%e4%bd%93%e6%a4%9c%e5%87%ba%e3%81%ab%e4%bd%bf%e7%94%a8%e3%81%99%e3%82%8b%e3%83%a9%e3%82%a4%e3%83%96%e3%83%a9%e3%83%aa%e3%82%92-mmdetection-%e3%81%8b%e3%82%89-transformers-%e3%81%b8%e7%a7%bb","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/9189\/","title":{"rendered":"\u7269\u4f53\u691c\u51fa\u306b\u4f7f\u7528\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3092 mmdetection \u304b\u3089 transformers \u3078\u79fb\u884c\u3057\u305f\u8a71"},"content":{"rendered":"\n<\/p>\n<div>\n<p>\u3053\u3093\u306b\u3061\u306f\u3001\u30c7\u30fc\u30bf\u90e8ML Product Dev\u30c1\u30fc\u30e0\u306b\u6240\u5c5e\u3057\u3066\u3044\u308b\u9152\u5dfb\u3067\u3059\u3002 ML Product Dev\u30c1\u30fc\u30e0\u306f\u300c\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u7af6\u5408\u512a\u4f4d\u6027\u306e\u3042\u308b\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u300d\u3092\u30df\u30c3\u30b7\u30e7\u30f3\u3068\u3057\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u30c1\u30fc\u30e0\u3068\u5354\u529b\u3057\u3066\u65e5\u3005\u958b\u767a\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u4eca\u56de\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3067\u4f7f\u7528\u3057\u3066\u3044\u305f mmdetection \u304b\u3089 transformers \u3078\u79fb\u884c\u3057\u305f\u8a71\u306b\u3064\u3044\u3066\u5171\u6709\u3057\u307e\u3059\u3002<\/p>\n<p>ML\u30c1\u30fc\u30e0\u3067\u306f\u7269\u4f53\u691c\u51fa\u306e\u30bf\u30b9\u30af\u3067 <a target=\"_blank\" href=\"https:\/\/github.com\/open-mmlab\/mmdetection\">mmdetection<\/a> \u3092\u69d8\u3005\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3057\u304b\u3057\u3001\u76f4\u8fd11\u5e74\u4ee5\u4e0a\u66f4\u65b0\u306e\u306a\u3044\u72b6\u614b\u304c\u7d9a\u3044\u3066\u304a\u308a\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u9762\u306b\u304a\u3044\u3066\u61f8\u5ff5\u304c\u51fa\u3066\u304d\u307e\u3057\u305f\u3002<br \/>\n\u305d\u3053\u3067 mmdetection \u304b\u3089\u5225\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3078\u306e\u79fb\u884c\u3092\u691c\u8a0e\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u79fb\u884c\u5148\u3068\u3057\u3066\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u3092\u5019\u88dc\u3068\u3057\u3066\u6319\u3052\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u308c\u305e\u308c\u306e\u30ec\u30dd\u30b8\u30c8\u30ea\u306e\u30b9\u30bf\u30fc\u6570\u3084\u958b\u767a\u72b6\u6cc1\u3092\u307e\u3068\u3081\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002(2025\/9\/17 \u6642\u70b9)<\/p>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th> \u30e9\u30a4\u30d6\u30e9\u30ea <\/th>\n<th> \u30b9\u30bf\u30fc\u6570 <\/th>\n<th> \u66f4\u65b0\u983b\u5ea6 <\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td> transformers <\/td>\n<td> 150k <\/td>\n<td>\n<figure class=\"figure-image figure-image-fotolife\" title=\"commit transformers\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/r\/ryurs\/20251003\/20251003150036.png\" width=\"1200\" height=\"717\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/figure>\n<\/td>\n<\/tr>\n<tr>\n<td> Detectron2 <\/td>\n<td> 32.8k <\/td>\n<td>\n<figure class=\"figure-image figure-image-fotolife\" title=\"commit Detectron2\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/r\/ryurs\/20251003\/20251003150131.png\" width=\"1200\" height=\"710\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/figure>\n<\/td>\n<\/tr>\n<tr>\n<td> super-gradients <\/td>\n<td> 4.9k <\/td>\n<td>\n<figure class=\"figure-image figure-image-fotolife\" title=\"commit SuperGradients\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/r\/ryurs\/20251003\/20251003150156.png\" width=\"1200\" height=\"709\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/figure>\n<\/td>\n<\/tr>\n<tr>\n<td> Lightning Flash <\/td>\n<td> 1.7k <\/td>\n<td>\n<figure class=\"figure-image figure-image-fotolife\" title=\"commit Lightning flash\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/r\/ryurs\/20251003\/20251003150222.png\" width=\"1200\" height=\"705\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/figure>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u66f4\u65b0\u983b\u5ea6\u7684\u306b super-gradients \u3068 Lightning Flash \u306f\u3053\u306e\u6642\u70b9\u3067\u9664\u5916\u3057\u307e\u3057\u305f\u3002<br \/>\n\u6b8b\u308b\u306f transformers \u304b Detectron2 \u306e2\u629e\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u4e0a\u306e\u8868\u3060\u3051\u898b\u308c\u3070 transformers \u304c\u5727\u5012\u3057\u3066\u3044\u305d\u3046\u3067\u3059\u304c\u3001\u305d\u308c\u305e\u308c\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u30ab\u30d0\u30fc\u3059\u308b\u30bf\u30b9\u30af\u306e\u7bc4\u56f2\u306f\u7570\u306a\u308a\u307e\u3059\u3002<br \/>\n\u305d\u306e\u307e\u307e\u6bd4\u8f03\u3059\u308b\u306e\u306f\u516c\u5e73\u3067\u306a\u3044\u3068\u611f\u3058\u305f\u305f\u3081\u3001\u8a73\u7d30\u3092\u8abf\u3079\u3066\u3044\u304f\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u70b9\u3092\u6bd4\u8f03\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u8cea\u3001\u7db2\u7f85\u6027<\/li>\n<li>\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u30bf\u30b9\u30af<\/li>\n<li>\u5bfe\u5fdc\u3059\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/li>\n<li>\u30aa\u30fc\u30b0\u30e1\u30f3\u30c8\u51e6\u7406\u304c\u3067\u304d\u308b\u304b<\/li>\n<li>\u5b9a\u91cf\u8a55\u4fa1\u3067\u304d\u308b\u4ed5\u7d44\u307f\u304c\u3042\u308b\u304b<\/li>\n<li>\u5b66\u7fd2\u30b3\u30fc\u30c9\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u304b<\/li>\n<li>Vertex AI\u4e0a\u306e\u5b9f\u88c5\u4f8b\u304c\u3042\u308b\u304b<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u3092\u7b46\u8005\u306e\u72ec\u65ad\u306b\u3088\u308a\u307e\u3068\u3081\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7d50\u679c\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th> \u9805\u76ee <\/th>\n<th> Detectron2 <\/th>\n<th> transformers <\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td> \u958b\u767a\u304c\u7d99\u7d9a\u3055\u308c\u3066\u3044\u308b\u304b <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f <\/td>\n<\/tr>\n<tr>\n<td> \u30b9\u30bf\u30fc\u6570 <\/td>\n<td> 32.8k <\/td>\n<td> 150k <\/td>\n<\/tr>\n<tr>\n<td> \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u8cea\u3001\u7db2\u7f85\u6027 <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f <\/td>\n<\/tr>\n<tr>\n<td> \u5bfe\u5fdc\u3057\u3066\u3044\u308b\u30bf\u30b9\u30af <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f <\/td>\n<\/tr>\n<tr>\n<td> \u5bfe\u5fdc\u3059\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8 <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f  <\/td>\n<\/tr>\n<tr>\n<td> \u30aa\u30fc\u30b0\u30e1\u30f3\u30c8\u51e6\u7406\u304c\u3067\u304d\u308b\u304b <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f <\/td>\n<td> \u2b50\ufe0f <\/td>\n<\/tr>\n<tr>\n<td> \u5b9a\u91cf\u8a55\u4fa1\u3067\u304d\u308b\u4ed5\u7d44\u307f\u304c\u3042\u308b\u304b <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f <\/td>\n<td> \u2b50\ufe0f <\/td>\n<\/tr>\n<tr>\n<td> \u5b66\u7fd2\u30b3\u30fc\u30c9\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u304b <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f <\/td>\n<\/tr>\n<tr>\n<td> Vertex AI\u306e\u5b9f\u88c5\u4f8b <\/td>\n<td> \u2b50\ufe0f <\/td>\n<td> \u2b50\ufe0f\u2b50\ufe0f\u2b50\ufe0f <\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>Detectron2 \u306f mmdetection \u540c\u69d8\u306b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u610f\u3057\u3066\u3001\u5c11\u3057\u8a2d\u5b9a\u3092\u5909\u66f4\u3059\u308c\u3070\u30aa\u30fc\u30b0\u30e1\u30f3\u30c8\u3001\u5b66\u7fd2\u3001\u63a8\u8ad6\u3001\u8a55\u4fa1\u3092\u624b\u8efd\u306b\u5b9f\u884c\u3067\u304d\u305d\u3046\u306a\u5370\u8c61\u3067\u3057\u305f\u3002\u3053\u308c\u306f\u7269\u4f53\u691c\u51fa\u306e\u30bf\u30b9\u30af\u306b\u7279\u5316\u3057\u305f\u3089\u30e9\u30a4\u30d6\u30e9\u30ea\u306a\u3089\u3067\u306f\u306e\u30e1\u30ea\u30c3\u30c8\u3060\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\ntransformers \u306f\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u30bf\u30b9\u30af\u304c\u5727\u5012\u7684\u3067\u81ea\u7136\u8a00\u8a9e\u306b\u9650\u3089\u305a\u97f3\u58f0\u3001\u8868\u5f62\u5f0f\u3001\u753b\u50cf\u306a\u3069\u5e45\u5e83\u3044\u30c9\u30e1\u30a4\u30f3\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057 Detectron2 \u3067\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u30aa\u30fc\u30b0\u30e1\u30f3\u30c8\u3084\u8a55\u4fa1\u306e\u90e8\u5206\u306f\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4e2d\u3067\u306f\u76f4\u63a5\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u3089\u305a\u3001\u81ea\u524d\u3067\u5b9f\u88c5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u6700\u7d42\u7684\u306b\u3001\u8a55\u4fa1\u3084\u30aa\u30fc\u30b0\u30e1\u30f3\u30c8\u51e6\u7406\u3092\u81ea\u524d\u3067\u5b9f\u88c5\u3059\u308b\u3053\u3068\u306f\u5341\u5206\u306b\u8a31\u5bb9\u3067\u304d\u308b\u3053\u3068\u3001\u7269\u4f53\u691c\u51fa\u4ee5\u5916\u306e\u30bf\u30b9\u30af\u306b\u3064\u3044\u3066\u3082\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u5316\u304c\u3057\u3084\u3059\u3044\u3053\u3068\u306a\u3069\u3092\u8003\u616e\u3057 transformers \u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u6b21\u306b\u3001transformers\u306e\u4e2d\u306e\u3069\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u306e\u304b\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u307e\u3057\u305f\u3002transformers\u3067\u306f<a target=\"_blank\" href=\"https:\/\/huggingface.co\/models?pipeline_tag=object-detection&amp;sort=trending\">\u3055\u307e\u3056\u307e\u306a\u7269\u4f53\u691c\u51fa\u30e2\u30c7\u30eb\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059<\/a>\u3002<br \/>\n\u305d\u306e\u4e2d\u3067\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u9805\u76ee\u3092\u8ef8\u306b\u9078\u5b9a\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u6570<\/li>\n<li>\u66f4\u65b0\u30bf\u30a4\u30df\u30f3\u30b0<\/li>\n<li>\u67d4\u8edf\u3055(\u8a2d\u5b9a\u3067\u5165\u529b\u30b5\u30a4\u30ba\u3092\u5909\u66f4\u3067\u304d\u308b\u304b)<\/li>\n<\/ul>\n<p>\u305d\u306e\u7d50\u679c\u3001<a target=\"_blank\" href=\"https:\/\/huggingface.co\/hustvl\/models?search=yolos\">YOLOS<\/a>\u3068<a target=\"_blank\" href=\"https:\/\/huggingface.co\/SenseTime\/models?search=deformable-detr\">Deformable-DETR<\/a>\u306e2\u3064\u3092\u5019\u88dc\u306b\u6319\u3052\u307e\u3057\u305f\u3002<br \/>\n\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066 mmdetection (yolox-s) \u306e\u5b66\u7fd2\u306b\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u540c\u3058\u3082\u306e\u3092\u4f7f\u7528\u3057\u3066\u5b66\u7fd2\u3092\u56de\u3057\u3001\u7cbe\u5ea6\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002\u4ee5\u4e0b\u304c\u305d\u306e\u7d50\u679c\u3067\u3059\u3002<\/p>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th> \u30e2\u30c7\u30eb <\/th>\n<th> Precision <\/th>\n<th> Recall <\/th>\n<th> F1score <\/th>\n<th> \u30d1\u30e9\u30e1\u30fc\u30bf\u30b5\u30a4\u30ba <\/th>\n<th> FLOPs <\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td> yolox-s (mmdetection) <\/td>\n<td> 0.833 <\/td>\n<td> 0.860 <\/td>\n<td> 0.847 <\/td>\n<td> 9.0MB \u203b1 <\/td>\n<td> 26.8G \u203b1 <\/td>\n<\/tr>\n<tr>\n<td> yolos-tiny <\/td>\n<td> 0.724 <\/td>\n<td> 0.914 <\/td>\n<td> 0.808 <\/td>\n<td> 5.7MB \u203b2 <\/td>\n<td> 1.2G \u203b2 <\/td>\n<\/tr>\n<tr>\n<td> yolos-small <\/td>\n<td> 0.894 <\/td>\n<td> 0.903 <\/td>\n<td> 0.898 <\/td>\n<td> 22.1MB \u203b2 <\/td>\n<td> 4.5G \u203b2 <\/td>\n<\/tr>\n<tr>\n<td> yolos-base <\/td>\n<td> 0.876 <\/td>\n<td> 0.935 <\/td>\n<td> 0.905 <\/td>\n<td> 86.4MB \u203b2 <\/td>\n<td> 17.6G \u203b2 <\/td>\n<\/tr>\n<tr>\n<td> Deformable-DETR <\/td>\n<td> 0.885 <\/td>\n<td> 0.939 <\/td>\n<td> 0.911 <\/td>\n<td> 40MB \u203b3 <\/td>\n<td> 173G \u203b3 <\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<blockquote>\n<p>\u203b1 <a target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2107.08430\">YOLOX: Exceeding YOLO Series in 2021<\/a><\/p>\n<p>\u203b2 <a target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2106.00666\">You Only Look at One Sequence: Rethinking Transformer in Vision through Object Detection<\/a><\/p>\n<p>\u203b3 <a target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2010.04159\">DEFORMABLE DETR: DEFORMABLE TRANSFORMERS FOR END-TO-END OBJECT DETECTION<\/a><\/p>\n<\/blockquote>\n<p>\u7cbe\u5ea6\u7684\u306b yolox (mmdetection) \u3068\u540c\u7b49\u4ee5\u4e0a\u3067\u3042\u308c\u3070\u5341\u5206\u3060\u3063\u305f\u306e\u3067\u3001\u8a08\u7b97\u91cf\u306a\u3069\u3082\u52a0\u5473\u3057\u3066\u4eca\u56de\u306e\u30bf\u30b9\u30af\u3067\u306f yolos-small \u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002\u4ed6\u306e\u30bf\u30b9\u30af\u306e\u969b\u306b\u306f\u5225\u9014\u7cbe\u5ea6\u6bd4\u8f03\u3059\u308b\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u79fb\u884c\u4f5c\u696d\u3067\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u7528\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u610f\u3055\u3048\u3059\u308c\u3070\u7d20\u65e9\u304f\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3092\u56de\u3057\u3001MLFlow\u3067\u7d50\u679c\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\nMLFlow\u306fGCP\u4e0a\u306b\u30b5\u30fc\u30d0\u30fc\u3092\u7acb\u3066\u3066\u3044\u3066\u3001\u30c1\u30fc\u30e0\u5185\u5171\u6709\u3082\u7c21\u5358\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3067\u4f7f\u7528\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3092 mmdetection \u304b\u3089 transformers \u306b\u79fb\u884c\u3057\u305f\u4ef6\u306b\u3064\u3044\u3066\u5171\u6709\u3057\u307e\u3057\u305f\u3002<br \/>\n\u4f7f\u7528\u3059\u308b\u30e2\u30c7\u30eb\u3092\u3001mmdetection \u306e <a target=\"_blank\" href=\"https:\/\/github.com\/open-mmlab\/mmdetection\/tree\/main\/configs\/yolox\">yolox-small<\/a> \u304b\u3089 transformers \u306e <a target=\"_blank\" href=\"https:\/\/huggingface.co\/hustvl\/yolos-small\">yolos-small<\/a> \u306b\u5909\u66f4\u3057\u307e\u3057\u305f\u3002<br \/>\n\u305d\u306e\u7d50\u679c\u3001\u7cbe\u5ea6(F1score)\u3092\u7d045%\u5411\u4e0a\u3057\u3064\u3064\u3001\u8a08\u7b97\u91cf(FLOPs)\u3092\u7d046\u5206\u306e1\u306b\u524a\u6e1b\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u30a2\u30f3\u30c9\u30d1\u30c3\u30c9\u3067\u306f\u3001\u300c\u5e78\u305b\u3092\u7bc9\u304f\u4eba\u3092\u3001\u5e78\u305b\u306b\u3002\u300d\u3068\u3044\u3046\u30df\u30c3\u30b7\u30e7\u30f3\u306e\u5b9f\u73fe\u306e\u305f\u3081\u3001\u4e00\u7dd2\u306b\u50cd\u304f\u4ef2\u9593\u3092\u5927\u52df\u96c6\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u30a2\u30f3\u30c9\u30d1\u30c3\u30c9\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u6d3b\u7528\u306e\u53ef\u80fd\u6027\u306f\u7121\u9650\u5927\u3067\u3059\u3002<br \/>\nAI\u30fbMLOps\u30fb\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30fb\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30fb\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u3069\u306e\u5207\u308a\u53e3\u306b\u304a\u3044\u3066\u3082\u53d6\u308a\u7d44\u3080\u3079\u304d\u4e8b\u67c4\u304c\u305f\u304f\u3055\u3093\u3042\u308a\u307e\u3059\u3002<br \/>\n\u69d8\u3005\u306a\u6280\u8853\u7684\u8ab2\u984c\u306b\u30c1\u30fc\u30e0\u3068\u3057\u3066\u6311\u6226\u3059\u308b\u4e2d\u3067\u6210\u9577\u3092\u9042\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br \/>\n\u307e\u305a\u306f\u30ab\u30b8\u30e5\u30a2\u30eb\u9762\u8ac7\u304b\u3089\u3067\u3082\u3054\u5fdc\u52df\u3044\u305f\u3060\u3051\u308c\u3070\u3088\u308a\u8a73\u3057\u3044\u60c5\u5831\u3092\u304a\u4f1d\u3048\u3067\u304d\u307e\u3059\u306e\u3067\u3001\u662f\u975e\u3054\u5fdc\u52df\u3044\u305f\u3060\u3051\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><iframe 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<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u3053\u3093\u306b\u3061\u306f\u3001\u30c7\u30fc\u30bf\u90e8ML Product Dev\u30c1\u30fc\u30e0\u306b\u6240\u5c5e\u3057\u3066\u3044\u308b\u9152\u5dfb\u3067\u3059\u3002 ML Product Dev\u30c1\u30fc\u30e0\u306f\u300c\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u7af6\u5408\u512a\u4f4d\u6027\u306e\u3042\u308b\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u300d\u3092\u30df\u30c3\u30b7\u30e7\u30f3\u3068\u3057\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u30c1\u30fc\u30e0\u3068\u5354\u529b\u3057\u3066\u65e5\u3005 [&hellip;]","protected":false},"author":1,"featured_media":9190,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-9189","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-company-tec"],"acf":[],"yoast_head":"<!-- This site is optimized with the 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