{"id":5734,"date":"2024-10-28T14:18:06","date_gmt":"2024-10-28T05:18:06","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=5734"},"modified":"2024-10-28T14:18:06","modified_gmt":"2024-10-28T05:18:06","slug":"deep_learning_image_detection","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/deep_learning_image_detection\/","title":{"rendered":"\u6df1\u5c64\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u753b\u50cf\u691c\u77e5\u306b\u3064\u3044\u3066"},"content":{"rendered":"\n

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 <\/p>\r\n

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\uff13\uff0e\u8907\u6570\u306e\u30dc\u30c3\u30af\u30b9\u304c\u540c\u3058\u7269\u4f53\u3092\u691c\u51fa\u3059\u308b\u306e\u3092\u9632\u3050\u305f\u3081\u306b\u3001\u91cd\u8907\u3059\u308b\u30dc\u30c3\u30af\u30b9\u3092\u524a\u9664\u3057\u3001\u6700\u3082\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\u304c\u9ad8\u3044\u30dc\u30c3\u30af\u30b9\u3092\u9078\u629e\u3059\u308b\u3002<\/span><\/p>\n\n

DETR<\/h2>\n

DETR\u306fTransformer\u3092\u7269\u4f53\u691c\u51fa\u306b\u306f\u3058\u3081\u3066\u53d6\u308a\u5165\u308c\u305f\u3082\u306e\u30672020\u5e74\uff15\u6708\u306bFacebook\u304b\u3089\u767a\u8868\u3055\u308c\u307e\u3057\u305f\u3002DETR\u306f\u4eba\u9593\u306b\u3088\u308b\u624b\u4f5c\u696d\u3092\u5927\u5e45\u306b\u6e1b\u3089\u3059\u3053\u3068\u306b\u6210\u529f\u3057\u3001End-to-End\u30e2\u30c7\u30eb\u306b\u8fd1\u304f\u8ab0\u3067\u3082\u5229\u7528\u3057\u3084\u3059\u3044\u30e2\u30c7\u30eb\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/span>\u307e\u305f\u3001\u4e00\u679a\u306e\u753b\u50cf\u5185\u306b\u3042\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u9593\u306e\u95a2\u4fc2\u6027\u3092\u5229\u7528\u3059\u308b\u5f62\u3067\u7269\u4f53\u691c\u51fa\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/span><\/p>\r\n

\u4f8b\u3048\u3070\u300c\u6c34\u7740\u304c\u3042\u308b\u306a\u3089\u3001\u4e00\u7dd2\u306b\u5199\u3063\u3066\u3044\u308b\u677f\u306e\u3088\u3046\u306a\u3082\u306e\u306f\u30b5\u30fc\u30d5\u30dc\u30fc\u30c9\u3067\u3042\u308b\u78ba\u7387\u304c\u9ad8\u3044\u300d\u306a\u3069<\/span><\/p>\r\n

DETR\u306e\u4f55\u304c\u3059\u3054\u3044\u306e\uff1f\uff1f\uff1f<\/p>\r\n

\u21e8 <\/span>Transformer<\/b>\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u3067\u753b\u50cf\u4e2d\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3001\u30a2\u30f3\u30ab\u30fc\u3084RPN\u3092\u5ec3\u6b62\u3057\u3066\u3044\u307e\u3059\u3002\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\uff08Self-Attention\uff09\u306f\u3001Transformer\u306e\u4e2d\u5fc3\u7684\u306a\u8981\u7d20\u3067\u3059\u3002\u3053\u306e\u6a5f\u69cb\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001DETR\u306f\u753b\u50cf\u5168\u4f53\u306e\u4efb\u610f\u306e2\u70b9\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u5b66\u7fd2\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u753b\u50cf\u5185\u306e\u7570\u306a\u308b\u7269\u4f53\u3084\u80cc\u666f\u306b\u5bfe\u3059\u308b\u7406\u89e3\u3092\u3001\u3088\u308a\u5e83\u3044\u8996\u91ce\u3067\u4e00\u5ea6\u306b\u6349\u3048\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/span><\/p>\r\n

 <\/p>\r\n

DETR\u306e\u5b9f\u88c5\u624b\u9806<\/strong><\/p>\r\n

\uff11\uff0eCNN\u3067\u753b\u50cf\u3092Transformer\u306b\u5165\u529b\u3059\u308b\u305f\u3081\u306e\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/span><\/p>\r\n

\uff12\uff0eTransformer\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\uff1a<\/span>\u753b\u50cf\u5185\u306e\u3059\u3079\u3066\u306e\u90e8\u5206\u3092\u4e92\u3044\u306b\u95a2\u9023\u4ed8\u3051\u3066\u5b66\u7fd2\u3057\u307e\u3059\u3002<\/span><\/p>\r\n

\uff13\uff0eTransformer\u30c7\u30b3\u30fc\u30c0\u30fc\uff1a<\/span>\u691c\u51fa\u3055\u308c\u305f\u7269\u4f53\u306e\u4f4d\u7f6e\u3068\u30ab\u30c6\u30b4\u30ea\u3092\u51fa\u529b\u3057\u307e\u3059\u3002<\/span><\/p>\r\n

\uff14\uff0e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30af\u30a8\u30ea\uff1a<\/span>\u7269\u4f53\u306e\u30af\u30e9\u30b9\u3068\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u306e\u4f4d\u7f6e\u3092\u63a8\u5b9a\u3057\u307e\u3059\u3002<\/span><\/p>\r\n

\uff15\uff0e\u640d\u5931\u95a2\u6570\uff1a<\/span>\u5404\u30af\u30a8\u30ea\u306e\u4e88\u6e2c\u304c\u6b63\u3057\u3044\u7269\u4f53\u3068\u30da\u30a2\u30ea\u30f3\u30b0\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n\n

\u7269\u4f53\u691c\u77e5\u306e\u6700\u65b0\u30e2\u30c7\u30eb<\/h2>\n

\u8fd1\u5e74\u7269\u4f53\u691c\u77e5\u6280\u8853\u306f\u5927\u304d\u306a\u9032\u5c55\u3092\u9042\u3052\u3066\u304a\u308a\u3001\u6700\u65b0\u30e2\u30c7\u30eb\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\r\n

\u30fb<\/b>DiffYOLO<\/b><\/p>\r\n

DiffYOLO\u306f\u3001\u4f4e\u54c1\u8cea\u306a\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3082\u9ad8\u7cbe\u5ea6\u306a\u691c\u51fa\u304c\u53ef\u80fd\u3067\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u306e\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u306b\u5bc4\u4e0e\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/span><\/p>\r\n

\u30fb<\/b>YOLOv8<\/b><\/p>\r\n

YOLOv8\u306f\u3001YOLO\u30b7\u30ea\u30fc\u30ba\u306e\u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u3001\u7269\u4f53\u691c\u51fa\u3060\u3051\u3067\u306a\u304f\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3084\u59ff\u52e2\u63a8\u5b9a\u3082\u53ef\u80fd\u306a\u591a\u6a5f\u80fd\u6027\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\r\n

\u30fb<\/b>RT-DETR<\/b><\/p>\r\n

RT-DETR\u306f\u3001DETR\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u57fa\u306b\u3057\u305f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u7269\u4f53\u691c\u51fa\u30e2\u30c7\u30eb\u3067\u3001\u7279\u306b\u901f\u5ea6\u3068\u7cbe\u5ea6\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n

\u7269\u4f53\u691c\u77e5\u306e\u4e8b\u4f8b<\/h2>\n

\u4e8b\u4f8b\u2460\u753b\u50cf\u8a8d\u8b58\u6280\u8853\u3092\u6d3b\u7528\u3057\u305f\u7121\u4eba\u30b3\u30f3\u30d3\u30cb<\/b><\/p>\r\n

2018\u5e74\u30a2\u30e1\u30ea\u30ab\u30fb\u30b7\u30a2\u30c8\u30eb\u3067<\/span>Amazon\u304c\u904b\u55b6\u3059\u308b\u300cAmazon Go\u300d\u3068\u3044\u3046\u30b3\u30f3\u30d3\u30cb\u304c\u30aa\u30fc\u30d7\u30f3\u3057\u307e\u3057\u305f\u3002<\/span>\u4e8b\u524d\u306b\u5c02\u7528\u306e\u30a2\u30d7\u30ea\u3092\u30b9\u30de\u30db\u306a\u3069\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304d\u3001\u5165\u5e97\u6642\u306b\u5c02\u7528\u30a2\u30d7\u30ea\u306eQR\u30b3\u30fc\u30c9\u3092\u4f7f\u3063\u3066\u5165\u5e97\u3057\u307e\u3059\u3002\u5165\u5e97\u5f8c\u306f\u81ea\u5206\u306e\u30ab\u30d0\u30f3\u306b\u5546\u54c1\u3092\u5165\u308c\u3066\u3082\u30ec\u30b8\u3092\u901a\u3055\u305a\u306b\u4f1a\u8a08\u304c\u5b8c\u4e86\u3059\u308b\u305f\u3081\u3001\u8ca1\u5e03\u3092\u51fa\u3059\u624b\u9593\u3082\u306a\u304f\u305d\u306e\u307e\u307e\u304a\u5e97\u3092\u51fa\u3089\u308c\u307e\u3059\u3002<\/span>\u5e97\u5185\u306b\u3042\u308b\u30bb\u30f3\u30b5\u30fc\u3084\u30ab\u30e1\u30e9\u304b\u3089\u9867\u5ba2\u3084\u5546\u54c1\u306e\u6d41\u308c\u3092\u8ffd\u8de1\u3057\u3066\u3001\u8ab0\u304c\u4f55\u3092\u624b\u306b\u53d6\u3063\u305f\u304b\u3092\u8a8d\u8b58\u3057\u3066\u3044\u308b\u306e\u3067\u3059<\/span>\u3002<\/span><\/p>\r\n

 <\/p>\r\n

\u4e8b\u4f8b\u2461\u753b\u50cf\u8a8d\u8b58\u6280\u8853\u306b\u3088\u308b\u30b3\u30fc\u30c1\u30f3\u30b0<\/b><\/p>\r\n

\u798f\u5ca1\u30bd\u30d5\u30c8\u30d0\u30f3\u30af\u30db\u30fc\u30af\u30b9\u306f\u3001\u30e9\u30a4\u30d6\u30ea\u30c3\u30c4\u793e\u306e\u300c\u91ce\u7403\u9078\u624bAI\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u300d\u3092\u6d3b\u7528\u3057\u3066\u30c1\u30fc\u30e0\u6226\u7565\u306b\u6d3b\u304b\u3057\u3066\u3044\u307e\u3059\u3002\u540c\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u9ad8\u89e3\u50cf\u5ea6\u30ab\u30e1\u30e9\u3067\u64ae\u5f71\u3055\u308c\u305f\u6295\u7403\u30fb\u5b88\u5099\u30fb\u6253\u6483\u30fb\u8d70\u5841\u3068\u3044\u3063\u305f\u52d5\u4f5c\u3092\u4e00\u62ec\u3067\u30c7\u30fc\u30bf\u5316\u3057\u3066\u5206\u6790\u3057\u3001\u753b\u50cf\u8a8d\u8b58\u306b\u3088\u3063\u3066\u30c7\u30fc\u30bf\u5316\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u3001\u753b\u50cf\u8a8d\u8b58\u306b\u3088\u3063\u3066\u53d6\u5f97\u3057\u305f\u30c7\u30fc\u30bf\u3092AI\u3067\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u79d1\u5b66\u7684\u306a\u6226\u7565\u304c\u7acb\u3066\u3089\u308c\u308b\u306e\u3067\u3059<\/span>\u3002<\/span><\/p>\r\n

 <\/p>\r\n

\u4e8b\u4f8b\u2462\u753b\u50cf\u8a8d\u8b58\u6280\u8853\u306b\u3088\u308b\u9664\u8349\u5264\u6563\u5e03\u306e\u81ea\u52d5\u5316<\/b><\/p>\r\n

Blue River Technology\u793e\u306f\u753b\u50cf\u8a8d\u8b58\u6280\u8853\u3092\u7528\u3044\u3066\u3001\u96d1\u8349\u3060\u3051\u306b\u30d4\u30f3\u30dd\u30a4\u30f3\u30c8\u3067\u9664\u8349\u5264\u3092\u5674\u9727\u3059\u308b\u6280\u8853\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4eca\u307e\u3067\u306f\u7121\u99c4\u306b\u6492\u3044\u3066\u3044\u305f\u9664\u8349\u5264\u3092\u5fc5\u8981\u306a\u91cf\u3060\u3051\u3001\u5fc5\u8981\u306a\u5834\u6240\u306b\u3001\u7279\u5b9a\u306e\u7a2e\u985e\u306e\u690d\u7269\u306b\u6492\u304f\u3053\u3068\u304c\u3067\u304d\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u3068\u74b0\u5883\u554f\u984c\u306e\u4e21\u65b9\u3092\u30af\u30ea\u30a2\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n\n

\u307e\u3068\u3081<\/h2>\n

\u753b\u50cf\u691c\u77e5\u6280\u8853\u306f\u3001\u4eca\u5f8c\u3082\u6df1\u5c64\u5b66\u7fd2\u306e\u9032\u5316\u306b\u4f34\u3044\u3001\u3055\u3089\u306a\u308b\u9032\u6b69\u3092\u9042\u3052\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u79c1\u305f\u3061\u306e\u65e5\u5e38\u751f\u6d3b\u3084\u30d3\u30b8\u30cd\u30b9\u306e\u4e2d\u3067\u3001AI\u306b\u3088\u308b\u753b\u50cf\u8a8d\u8b58\u306f\u307e\u3059\u307e\u3059\u8eab\u8fd1\u306a\u5b58\u5728\u3068\u306a\u308a\u3001\u793e\u4f1a\u5168\u4f53\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u6280\u8853\u3068\u3057\u3066\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u304b\u3089\u3082\u3001\u3053\u306e\u5206\u91ce\u306e\u52d5\u5411\u306b\u6ce8\u76ee\u3057\u3001\u65b0\u305f\u306a\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306b\u89e6\u308c\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>","protected":false},"excerpt":{"rendered":"

\u8fd1\u5e74\u3001AI\uff08\u4eba\u5de5\u77e5\u80fd\uff09\u306e\u9032\u6b69\u306f\u79c1\u305f\u3061\u306e\u751f\u6d3b\u3092\u5927\u304d\u304f\u5909\u3048\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u4e2d\u3067\u3082\u3001\u753b\u50cf\u3092\u51e6\u7406\u3057\u3066\u7269\u4f53\u3092\u691c\u51fa\u30fb\u8a8d\u8b58\u3059\u308b\u300c\u753b\u50cf\u691c\u77e5\u6280\u8853\u300d\u306f\u3001\u7279\u306b\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u306f\u3058\u3081\u306b \u672c\u30d6\u30ed\u30b0\u3067\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u3092\u57fa\u76e4\u3068\u3057\u305f\u753b\u50cf\u691c\u77e5\u6280\u8853\u306e\u57fa\u672c\u6982\u5ff5 […]<\/p>\n","protected":false},"author":19,"featured_media":5735,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1249],"tags":[331,630,419,763,762],"class_list":["post-5734","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge","tag-python","tag-pytorch","tag-419","tag-763","tag-762"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/5734","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/19"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=5734"}],"version-history":[{"count":0,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/5734\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/5735"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=5734"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=5734"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=5734"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}