{"id":2144,"date":"2026-09-09T07:31:26","date_gmt":"2026-09-08T22:31:26","guid":{"rendered":"https:\/\/beeknowledge.co.jp\/?p=2144"},"modified":"2026-09-09T07:31:27","modified_gmt":"2026-09-08T22:31:27","slug":"%e3%82%a2%e3%83%8e%e3%83%86%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e7%b2%be%e5%ba%a6%e5%90%91%e4%b8%8a%e6%96%bd%e7%ad%96","status":"publish","type":"post","link":"https:\/\/beeknowledge.co.jp\/?p=2144","title":{"rendered":"\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u7cbe\u5ea6\u5411\u4e0a\u65bd\u7b56"},"content":{"rendered":"
\"\"<\/div>\n“`html\n\n\n\n \n \n \u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u7cbe\u5ea6\u5411\u4e0a\u65bd\u7b56<\/title>\n <style>\n body {\n font-family: \"Meiryo\", \"Yu Gothic\", sans-serif;\n line-height: 1.8;\n margin: 0;\n background: #f7f8fa;\n color: #222;\n }\n\n .container {\n max-width: 1100px;\n margin: 0 auto;\n padding: 40px 24px 64px;\n background: #ffffff;\n }\n\n h1 {\n font-size: 30px;\n margin-bottom: 12px;\n border-left: 8px solid #30475e;\n padding-left: 16px;\n }\n\n h2 {\n font-size: 24px;\n margin-top: 48px;\n padding-bottom: 8px;\n border-bottom: 2px solid #d9dde3;\n }\n\n h3 {\n font-size: 19px;\n margin-top: 32px;\n }\n\n p {\n margin: 12px 0;\n }\n\n .summary {\n background: #f1f5f9;\n border-left: 5px solid #30475e;\n padding: 18px 22px;\n margin: 24px 0;\n }\n\n .important {\n background: #fff6e5;\n border-left: 5px solid #e29b2d;\n padding: 18px 22px;\n margin: 24px 0;\n }\n\n .warning {\n background: #fff0f0;\n border-left: 5px solid #c94f4f;\n padding: 18px 22px;\n margin: 24px 0;\n }\n\n table {\n width: 100%;\n border-collapse: collapse;\n margin: 20px 0 32px;\n }\n\n th,\n td {\n border: 1px solid #cfd5dc;\n padding: 12px 14px;\n vertical-align: top;\n }\n\n th {\n background: #eef2f6;\n text-align: left;\n }\n\n code,\n pre {\n font-family: Consolas, Monaco, monospace;\n }\n\n pre {\n background: #1f2933;\n color: #ffffff;\n padding: 18px;\n border-radius: 6px;\n overflow-x: auto;\n line-height: 1.6;\n }\n\n ul,\n ol {\n padding-left: 28px;\n }\n\n .flow {\n background: #f8fafc;\n border: 1px solid #dce3ea;\n padding: 18px;\n margin: 20px 0;\n white-space: pre-wrap;\n font-family: Consolas, Monaco, monospace;\n }\n\n .recommend {\n font-weight: bold;\n color: #9b4c00;\n }\n\n .small {\n font-size: 0.92em;\n color: #555;\n }\n <\/style>\n<\/head>\n\n<body>\n<div class=\"container\">\n\n <h1>\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u7cbe\u5ea6\u5411\u4e0a\u65bd\u7b56<\/h1>\n\n <p>\n \u672c\u8cc7\u6599\u3067\u306f\u3001YOLO\u7cfb\u7269\u4f53\u8a8d\u8b58\u3092\u7528\u3044\u3066\u5c0f\u7269\u4f53\u30fb\u5fae\u7d30\u5bfe\u8c61\u3092\u9ad8\u7cbe\u5ea6\u306b\u8a8d\u8b58\u3055\u305b\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3001\n \u5165\u529b\u753b\u50cf\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u30bf\u30a4\u30eb\u5206\u5272\u3001\u5b66\u7fd2\u6642\u304a\u3088\u3073\u63a8\u8ad6\u6642\u306e\u753b\u50cf\u89e3\u50cf\u5ea6\u306b\u3064\u3044\u3066\u6574\u7406\u3059\u308b\u3002\n <\/p>\n\n <div class=\"summary\">\n <strong>\u7d50\u8ad6\uff1a<\/strong><br>\n \u5c0f\u7269\u4f53\u8a8d\u8b58\u3067\u306f\u3001\u5143\u753b\u50cf\u306e\u89e3\u50cf\u5ea6\u3060\u3051\u3067\u306a\u304f\u3001\n <strong>YOLO\u3078\u5165\u529b\u3055\u308c\u305f\u6642\u70b9\u3067\u5bfe\u8c61\u7269\u304c\u4f55\u30d4\u30af\u30bb\u30eb\u6b8b\u3063\u3066\u3044\u308b\u304b<\/strong>\u304c\u91cd\u8981\u3067\u3042\u308b\u3002\n \u305d\u306e\u305f\u3081\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u4f5c\u6210\u6642\u304b\u3089\u9ad8\u89e3\u50cf\u5ea6\u539f\u753b\u50cf\u3092\u7dad\u6301\u3057\u3001\n \u5b66\u7fd2\u6642\u30fb\u63a8\u8ad6\u6642\u3068\u3082\u306b\u540c\u7b49\u6761\u4ef6\u306e\u30bf\u30a4\u30eb\u5206\u5272\u3092\u884c\u3046\u3053\u3068\u304c\u671b\u307e\u3057\u3044\u3002\n <\/div>\n\n\n <h2>1. \u5c0f\u7269\u4f53\u8a8d\u8b58\u306b\u304a\u3051\u308b\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9<\/h2>\n\n <p>\n \u9ad8\u89e3\u50cf\u5ea6\u753b\u50cf\u3092\u4f7f\u7528\u3057\u3066\u3044\u3066\u3082\u3001YOLO\u5165\u529b\u6642\u306b\u753b\u50cf\u5168\u4f53\u3092\u4f4e\u89e3\u50cf\u5ea6\u3078\u7e2e\u5c0f\u3059\u308b\u3068\u3001\n \u5c0f\u7269\u4f53\u306e\u753b\u7d20\u60c5\u5831\u304c\u5931\u308f\u308c\u308b\u3002\n <\/p>\n\n <p>\n \u4f8b\u3048\u3070\u30013840\u00d72160\u30d4\u30af\u30bb\u30eb\u306e\u753b\u50cf\u4e0a\u306b\u5e4520\u30d4\u30af\u30bb\u30eb\u306e\u5bfe\u8c61\u7269\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u3001\n \u753b\u50cf\u5168\u4f53\u3092\u5e45640\u30d4\u30af\u30bb\u30eb\u3078\u7e2e\u5c0f\u3059\u308b\u3068\u3001\u5bfe\u8c61\u7269\u306f\u7d043.3\u30d4\u30af\u30bb\u30eb\u307e\u3067\u7e2e\u5c0f\u3055\u308c\u308b\u3002\n <\/p>\n\n <pre>\n20 \u00d7 (640 \/ 3840) \u2252 3.3 pixel\n <\/pre>\n\n <div class=\"warning\">\n 3\uff5e5\u30d4\u30af\u30bb\u30eb\u7a0b\u5ea6\u307e\u3067\u7e2e\u5c0f\u3055\u308c\u305f\u5bfe\u8c61\u7269\u306f\u3001\n \u5143\u753b\u50cf\u4e0a\u3067\u306f\u5b58\u5728\u3057\u3066\u3044\u3066\u3082\u3001\u5f62\u72b6\u60c5\u5831\u305d\u306e\u3082\u306e\u304c\u307b\u307c\u5931\u308f\u308c\u308b\u3002\n \u3053\u306e\u72b6\u614b\u3067\u306f\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u9ad8\u7cbe\u5ea6\u306b\u4f5c\u6210\u3057\u3066\u3082\u3001\n \u63a8\u8ad6\u5074\u3067\u5341\u5206\u306a\u7279\u5fb4\u91cf\u3092\u53d6\u5f97\u3067\u304d\u306a\u3044\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3002\n <\/div>\n\n\n <h2>2. \u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u7cbe\u5ea6\u5411\u4e0a\u306e\u57fa\u672c\u65b9\u91dd<\/h2>\n\n <p>\n \u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\n \u5358\u306bBBox\u3092\u4e01\u5be7\u306b\u63cf\u304f\u3053\u3068\u3060\u3051\u3067\u306a\u304f\u3001\n <strong>\u5b66\u7fd2\u30fb\u63a8\u8ad6\u6642\u306b\u5bfe\u8c61\u7269\u306e\u60c5\u5831\u304c\u4fdd\u6301\u3055\u308c\u308b\u753b\u50cf\u69cb\u9020\u3092\u4f5c\u308b<\/strong>\u5fc5\u8981\u304c\u3042\u308b\u3002\n <\/p>\n\n <ol>\n <li>\u539f\u753b\u50cf\u306f\u53ef\u80fd\u306a\u9650\u308a\u9ad8\u89e3\u50cf\u5ea6\u3067\u4fdd\u6301\u3059\u308b<\/li>\n <li>\u5c0f\u7269\u4f53\u3092\u542b\u3080\u753b\u50cf\u3092\u5168\u4f53\u7e2e\u5c0f\u3057\u306a\u3044<\/li>\n <li>\u9ad8\u89e3\u50cf\u5ea6\u753b\u50cf\u3092\u4e00\u5b9a\u30b5\u30a4\u30ba\u306e\u30bf\u30a4\u30eb\u306b\u5206\u5272\u3059\u308b<\/li>\n <li>\u30bf\u30a4\u30eb\u5358\u4f4d\u3067\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u30fb\u5909\u63db\u3059\u308b<\/li>\n <li>\u5b66\u7fd2\u6642\u3068\u63a8\u8ad6\u6642\u3067\u540c\u3058\u30bf\u30a4\u30eb\u30b5\u30a4\u30ba\u3092\u4f7f\u7528\u3059\u308b<\/li>\n <li>\u30bf\u30a4\u30eb\u5883\u754c\u306b\u306f\u30aa\u30fc\u30d0\u30fc\u30e9\u30c3\u30d7\u3092\u8a2d\u5b9a\u3059\u308b<\/li>\n <li>\u63a8\u8ad6\u5f8c\u306b\u5143\u753b\u50cf\u5ea7\u6a19\u3078BBox\u3092\u5fa9\u5143\u3059\u308b<\/li>\n <\/ol>\n\n\n <h2>3. \u63a8\u5968\u30bf\u30a4\u30eb\u30b5\u30a4\u30ba<\/h2>\n\n <p>\n \u5c0f\u7269\u4f53\u8a8d\u8b58\u3092\u91cd\u8996\u3059\u308b\u5834\u5408\u3001\n 640\uff5e1280\u30d4\u30af\u30bb\u30eb\u3068\u3044\u3046\u5e83\u3044\u7bc4\u56f2\u3067\u691c\u8a0e\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\n 1280\u4ed8\u8fd1\u306b\u5019\u88dc\u3092\u7d5e\u3063\u3066\u6bd4\u8f03\u8a55\u4fa1\u3059\u308b\u3002\n <\/p>\n\n <table>\n <thead>\n <tr>\n <th>\u30d1\u30bf\u30fc\u30f3<\/th>\n <th>\u30bf\u30a4\u30eb\u30b5\u30a4\u30ba<\/th>\n <th>\u63a8\u5968Overlap<\/th>\n <th>\u7279\u5fb4<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <td>A<\/td>\n <td><strong>1088 \u00d7 1088<\/strong><\/td>\n <td>160\uff5e224 px<\/td>\n <td>\n \u5c0f\u7269\u4f53\u512a\u5148\u3002\u5bfe\u8c61\u7269\u3092\u6bd4\u8f03\u7684\u5927\u304d\u304f\u4fdd\u6301\u3067\u304d\u308b\u3002\n \u30bf\u30a4\u30eb\u679a\u6570\u306f\u3084\u3084\u5897\u3048\u308b\u3002\n <\/td>\n <\/tr>\n\n <tr>\n <td>B<\/td>\n <td><strong>1152 \u00d7 1152<\/strong><\/td>\n <td>160\uff5e256 px<\/td>\n <td>\n \u5c0f\u7269\u4f53\u8a8d\u8b58\u3001\u5468\u8fba\u60c5\u5831\u3001\u51e6\u7406\u8ca0\u8377\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u826f\u3044\u3002\n \u57fa\u6e96\u5024\u3068\u3057\u3066\u63a8\u5968\u3002\n <\/td>\n <\/tr>\n\n <tr>\n <td>C<\/td>\n <td><strong>1280 \u00d7 1280<\/strong><\/td>\n <td>192\uff5e256 px<\/td>\n <td>\n \u5468\u8fba\u6587\u8108\u3092\u591a\u304f\u4fdd\u6301\u3067\u304d\u308b\u3002\n GPU\u4f7f\u7528\u91cf\u3001\u5b66\u7fd2\u6642\u9593\u3001\u63a8\u8ad6\u6642\u9593\u306f\u5897\u52a0\u3059\u308b\u3002\n <\/td>\n <\/tr>\n <\/tbody>\n <\/table>\n\n <div class=\"important\">\n <span class=\"recommend\">\u63a8\u5968\u57fa\u6e96\uff1a1152 \u00d7 1152<\/span><br>\n \u6700\u521d\u306e\u5b66\u7fd2\u6761\u4ef6\u3068\u3057\u30661152\u00d71152\u3092\u4f7f\u7528\u3057\u3001\n 1088\u00d71088\u304a\u3088\u30731280\u00d71280\u3068\u6bd4\u8f03\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3092\u63a8\u5968\u3059\u308b\u3002\n <\/div>\n\n\n <h2>4. 32\u306e\u500d\u6570\u3092\u63a1\u7528\u3059\u308b\u7406\u7531<\/h2>\n\n <p>\n YOLO\u7cfb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u8907\u6570\u6bb5\u968e\u306e\u30c0\u30a6\u30f3\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u304c\u884c\u308f\u308c\u308b\u305f\u3081\u3001\n \u5165\u529b\u30b5\u30a4\u30ba\u306f32\u306e\u500d\u6570\u3068\u3059\u308b\u3053\u3068\u304c\u6271\u3044\u3084\u3059\u3044\u3002\n <\/p>\n\n <table>\n <thead>\n <tr>\n <th>\u30b5\u30a4\u30ba<\/th>\n <th>32\u3067\u9664\u7b97<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <td>1088<\/td>\n <td>34<\/td>\n <\/tr>\n <tr>\n <td>1152<\/td>\n <td>36<\/td>\n <\/tr>\n <tr>\n <td>1280<\/td>\n <td>40<\/td>\n <\/tr>\n <\/tbody>\n <\/table>\n\n <p>\n \u3044\u305a\u308c\u308232\u306e\u500d\u6570\u3068\u306a\u308b\u305f\u3081\u3001\n YOLO\u7cfb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5165\u529b\u30b5\u30a4\u30ba\u3068\u3057\u3066\u5229\u7528\u3057\u3084\u3059\u3044\u3002\n <\/p>\n\n\n <h2>5. \u30bf\u30a4\u30eb\u5206\u5272\u3092\u884c\u3046\u76ee\u7684<\/h2>\n\n <p>\n \u30bf\u30a4\u30eb\u5206\u5272\u306e\u6700\u5927\u306e\u76ee\u7684\u306f\u3001\n <strong>\u5c0f\u7269\u4f53\u306e\u5b9f\u30d4\u30af\u30bb\u30eb\u6570\u3092\u6e1b\u3089\u3055\u305a\u306bYOLO\u3078\u5165\u529b\u3059\u308b\u3053\u3068<\/strong>\u3067\u3042\u308b\u3002\n <\/p>\n\n <h3>\u753b\u50cf\u5168\u4f53\u3092\u7e2e\u5c0f\u3057\u305f\u5834\u5408<\/h3>\n\n <div class=\"flow\">\n3840 \u00d7 2160\n \u2193\n\u753b\u50cf\u5168\u4f53\u3092\u7e2e\u5c0f\n \u2193\n640 \u00d7 640\n \u2193\n20 pixel\u306e\u7269\u4f53\n \u2193\n\u7d043 pixel\n <\/div>\n\n <p>\n \u3053\u306e\u65b9\u6cd5\u3067\u306f\u3001\u5c0f\u7269\u4f53\u306e\u8f2a\u90ed\u30fb\u5f62\u72b6\u30fb\u8272\u30fb\u30c6\u30af\u30b9\u30c1\u30e3\u7b49\u306e\u60c5\u5831\u304c\u5927\u5e45\u306b\u5931\u308f\u308c\u308b\u3002\n <\/p>\n\n\n <h3>\u9ad8\u89e3\u50cf\u5ea6\u753b\u50cf\u3092\u30bf\u30a4\u30eb\u5206\u5272\u3057\u305f\u5834\u5408<\/h3>\n\n <div class=\"flow\">\n3840 \u00d7 2160\n \u2193\n1152 \u00d7 1152 \u306b\u30bf\u30a4\u30eb\u5206\u5272\n \u2193\nYOLO\u3078\u5165\u529b\n \u2193\n20 pixel\u306e\u7269\u4f53\n \u2193\n\u7d0420 pixel\u306e\u307e\u307e\u7dad\u6301\n <\/div>\n\n <p>\n \u3053\u306e\u65b9\u5f0f\u3067\u3042\u308c\u3070\u3001\u5143\u753b\u50cf\u306b\u5b58\u5728\u3059\u308b\u5c0f\u7269\u4f53\u306e\u60c5\u5831\u3092\u307b\u307c\u7dad\u6301\u3057\u305f\u72b6\u614b\u3067\n \u5b66\u7fd2\u30fb\u63a8\u8ad6\u304c\u53ef\u80fd\u3068\u306a\u308b\u3002\n <\/p>\n\n\n <h2>6. \u5b66\u7fd2\u6642\u3060\u3051\u30bf\u30a4\u30eb\u5206\u5272\u3057\u3066\u3082\u4e0d\u5341\u5206<\/h2>\n\n <p>\n \u5b66\u7fd2\u6642\u306b\u9ad8\u89e3\u50cf\u5ea6\u30bf\u30a4\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3044\u3066\u3082\u3001\n \u63a8\u8ad6\u6642\u306b\u5143\u753b\u50cf\u5168\u4f53\u3092640\u00d7640\u7b49\u3078\u7e2e\u5c0f\u3057\u3066\u3057\u307e\u3046\u5834\u5408\u3001\n \u30bf\u30a4\u30eb\u5b66\u7fd2\u306e\u52b9\u679c\u306f\u5927\u5e45\u306b\u4f4e\u4e0b\u3059\u308b\u3002\n <\/p>\n\n <div class=\"warning\">\n <strong>\u5b66\u7fd2\u6642\u3068\u63a8\u8ad6\u6642\u306e\u89e3\u50cf\u5ea6\u6761\u4ef6\u3092\u4e00\u81f4\u3055\u305b\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3042\u308b\u3002<\/strong>\n <\/div>\n\n <p>\u63a8\u5968\u69cb\u6210\u306f\u4ee5\u4e0b\u3068\u306a\u308b\u3002<\/p>\n\n <div class=\"flow\">\n\u3010\u5b66\u7fd2\u3011\n\n\u9ad8\u89e3\u50cf\u5ea6\u753b\u50cf\n \u2193\n1152 \u00d7 1152 \u30bf\u30a4\u30eb\nOverlap\uff1a\u7d04192 pixel\n \u2193\n\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\n \u2193\nYOLOv9MIT \u5b66\u7fd2\n\n\n\u3010\u63a8\u8ad6\u3011\n\n\u9ad8\u89e3\u50cf\u5ea6\u753b\u50cf\n \u2193\n1152 \u00d7 1152 \u30bf\u30a4\u30eb\nOverlap\uff1a\u7d04192 pixel\n \u2193\nYOLOv9MIT \u63a8\u8ad6\n \u2193\n\u5143\u753b\u50cf\u5ea7\u6a19\u3078\u5909\u63db\n \u2193\n\u91cd\u8907BBox\u9664\u53bb\n <\/div>\n\n\n <h2>7. \u30aa\u30fc\u30d0\u30fc\u30e9\u30c3\u30d7\u306e\u5fc5\u8981\u6027<\/h2>\n\n <p>\n \u30bf\u30a4\u30eb\u3092\u5b8c\u5168\u306b\u5206\u96e2\u3059\u308b\u3068\u3001\n \u30bf\u30a4\u30eb\u5883\u754c\u306b\u5b58\u5728\u3059\u308b\u7269\u4f53\u304c\u9014\u4e2d\u3067\u5207\u65ad\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\n <\/p>\n\n <p>\n \u305d\u306e\u305f\u3081\u3001\u96a3\u63a5\u30bf\u30a4\u30eb\u540c\u58eb\u306b\u4e00\u5b9a\u91cf\u306e\u91cd\u306a\u308a\u3092\u6301\u305f\u305b\u308b\u3002\n <\/p>\n\n <table>\n <thead>\n <tr>\n <th>\u30bf\u30a4\u30eb\u30b5\u30a4\u30ba<\/th>\n <th>\u63a8\u5968Overlap<\/th>\n <th>Overlap\u7387\u306e\u76ee\u5b89<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <td>1088<\/td>\n <td>160\uff5e224 px<\/td>\n <td>\u7d0415\uff5e21%<\/td>\n <\/tr>\n <tr>\n <td>1152<\/td>\n <td>192 px\u524d\u5f8c<\/td>\n <td>\u7d0417%<\/td>\n <\/tr>\n <tr>\n <td>1280<\/td>\n <td>192\uff5e256 px<\/td>\n <td>\u7d0415\uff5e20%<\/td>\n <\/tr>\n <\/tbody>\n <\/table>\n\n\n <h2>8. \u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u6642\u306e\u5177\u4f53\u7684\u306a\u6ce8\u610f\u70b9<\/h2>\n\n <h3>8.1 BBox\u3092\u904e\u5ea6\u306b\u5927\u304d\u304f\u3057\u306a\u3044<\/h3>\n\n <p>\n \u5c0f\u7269\u4f53\u306e\u5834\u5408\u3001BBox\u306e\u6570\u30d4\u30af\u30bb\u30eb\u306e\u30ba\u30ec\u304c\u76f8\u5bfe\u7684\u306b\u5927\u304d\u306a\u8aa4\u5dee\u3068\u306a\u308b\u3002\n \u5bfe\u8c61\u7269\u306e\u5916\u7e01\u306b\u6cbf\u3063\u3066\u3001\u53ef\u80fd\u306a\u9650\u308a\u4e00\u5b9a\u57fa\u6e96\u3067\u77e9\u5f62\u3092\u8a2d\u5b9a\u3059\u308b\u3002\n <\/p>\n\n\n <h3>8.2 \u5bfe\u8c61\u7269\u306e\u4e00\u90e8\u3060\u3051\u3092\u56f2\u307e\u306a\u3044<\/h3>\n\n <p>\n \u540c\u4e00\u30af\u30e9\u30b9\u3067\u300c\u5168\u4f53\u3092\u56f2\u3080\u4f8b\u300d\u3068\u300c\u4e00\u90e8\u5206\u3060\u3051\u3092\u56f2\u3080\u4f8b\u300d\u304c\u6df7\u5728\u3059\u308b\u3068\u3001\n \u5b66\u7fd2\u5bfe\u8c61\u306e\u5b9a\u7fa9\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308b\u3002\n <\/p>\n\n\n <h3>8.3 \u30af\u30e9\u30b9\u5b9a\u7fa9\u3092\u660e\u78ba\u5316\u3059\u308b<\/h3>\n\n <p>\n \u4f3c\u305f\u7269\u4f53\u306b\u3064\u3044\u3066\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u3054\u3068\u306b\u5224\u65ad\u304c\u5206\u304b\u308c\u308b\u5834\u5408\u3001\n \u5b66\u7fd2\u30e2\u30c7\u30eb\u3088\u308a\u5148\u306b\u30af\u30e9\u30b9\u5b9a\u7fa9\u306e\u4e0d\u6574\u5408\u304c\u7cbe\u5ea6\u4f4e\u4e0b\u3092\u5f15\u304d\u8d77\u3053\u3059\u3002\n <\/p>\n\n <p>\n \u30af\u30e9\u30b9\u3054\u3068\u306b\u6700\u4f4e\u9650\u3001\u4ee5\u4e0b\u3092\u6587\u7ae0\u5316\u3059\u308b\u3002\n <\/p>\n\n <ul>\n <li>\u4f55\u3092\u5bfe\u8c61\u7269\u3068\u3059\u308b\u304b<\/li>\n <li>\u4f55\u3092\u5bfe\u8c61\u5916\u3068\u3059\u308b\u304b<\/li>\n <li>\u906e\u853d\u6642\u306b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u304b<\/li>\n <li>\u5207\u65ad\u3055\u308c\u305f\u5bfe\u8c61\u3092\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u304b<\/li>\n <li>\u6700\u5c0f\u30b5\u30a4\u30ba\u3092\u4f55\u30d4\u30af\u30bb\u30eb\u3068\u3059\u308b\u304b<\/li>\n <li>\u898b\u5207\u308c\u305f\u5bfe\u8c61\u3092\u542b\u3081\u308b\u304b<\/li>\n <\/ul>\n\n\n <h3>8.4 \u6975\u7aef\u306b\u5c0f\u3055\u3044BBox\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n\n <p>\n \u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\u4f5c\u6210\u5f8c\u306b\u306f\u3001\n BBox\u30b5\u30a4\u30ba\u306e\u7d71\u8a08\u3092\u5fc5\u305a\u78ba\u8a8d\u3059\u308b\u3002\n <\/p>\n\n <p>\u7279\u306b\u4ee5\u4e0b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n\n <ul>\n <li>\u5e4516pixel\u672a\u6e80\u306eBBox\u6570<\/li>\n <li>\u9ad8\u305516pixel\u672a\u6e80\u306eBBox\u6570<\/li>\n <li>\u5e4532pixel\u672a\u6e80\u306eBBox\u6570<\/li>\n <li>\u30af\u30e9\u30b9\u5225\u5e73\u5747BBox\u30b5\u30a4\u30ba<\/li>\n <li>\u30af\u30e9\u30b9\u5225BBox\u9762\u7a4d\u5206\u5e03<\/li>\n <\/ul>\n\n\n <h2>9. \u5c0f\u7269\u4f53\u30b5\u30a4\u30ba\u306e\u76ee\u6a19<\/h2>\n\n <p>\n \u4e00\u5f8b\u306e\u7d76\u5bfe\u57fa\u6e96\u3067\u306f\u306a\u3044\u304c\u3001\n YOLO\u5165\u529b\u6642\u306e\u5bfe\u8c61\u30b5\u30a4\u30ba\u3068\u3057\u3066\u4ee5\u4e0b\u3092\u4e00\u3064\u306e\u76ee\u5b89\u3068\u3059\u308b\u3002\n <\/p>\n\n <table>\n <thead>\n <tr>\n <th>\u5165\u529b\u753b\u50cf\u4e0a\u306e\u5bfe\u8c61\u30b5\u30a4\u30ba<\/th>\n <th>\u8a55\u4fa1<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <td>3\uff5e5 px\u7a0b\u5ea6<\/td>\n <td>\u975e\u5e38\u306b\u53b3\u3057\u3044<\/td>\n <\/tr>\n <tr>\n <td>6\uff5e10 px\u7a0b\u5ea6<\/td>\n <td>\u691c\u51fa\u53ef\u80fd\u6027\u306f\u3042\u308b\u304c\u4e0d\u5b89\u5b9a<\/td>\n <\/tr>\n <tr>\n <td>12\uff5e16 px\u7a0b\u5ea6<\/td>\n <td>\u6700\u4f4e\u9650\u78ba\u4fdd\u3057\u305f\u3044\u7bc4\u56f2<\/td>\n <\/tr>\n <tr>\n <td>20\uff5e30 px\u4ee5\u4e0a<\/td>\n <td>\u5c0f\u7269\u4f53\u8a8d\u8b58\u3068\u3057\u3066\u671b\u307e\u3057\u3044<\/td>\n <\/tr>\n <tr>\n <td>32 px\u4ee5\u4e0a<\/td>\n <td>\u6bd4\u8f03\u7684\u5b89\u5b9a\u3057\u305f\u7279\u5fb4\u62bd\u51fa\u304c\u671f\u5f85\u3067\u304d\u308b<\/td>\n <\/tr>\n <\/tbody>\n <\/table>\n\n\n <h2>10. \u63a8\u5968\u3059\u308b\u5b9f\u9a13\u6761\u4ef6<\/h2>\n\n <p>\n \u6700\u9069\u306a\u30bf\u30a4\u30eb\u30b5\u30a4\u30ba\u306f\u5bfe\u8c61\u7269\u306e\u30b5\u30a4\u30ba\u30fbGPU\u30fb\u64ae\u5f71\u8ddd\u96e2\u30fb\u80cc\u666f\u6761\u4ef6\u306b\u3088\u3063\u3066\u5909\u5316\u3059\u308b\u305f\u3081\u3001\n 3\u6761\u4ef6\u3067\u6bd4\u8f03\u5b9f\u9a13\u3092\u884c\u3046\u3002\n <\/p>\n\n <table>\n <thead>\n <tr>\n <th>\u5b9f\u9a13<\/th>\n <th>\u5165\u529b\u30b5\u30a4\u30ba<\/th>\n <th>\u76ee\u7684<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <td>Experiment A<\/td>\n <td>1088 \u00d7 1088<\/td>\n <td>\u5c0f\u7269\u4f53\u512a\u5148<\/td>\n <\/tr>\n <tr>\n <td>Experiment B<\/td>\n <td>1152 \u00d7 1152<\/td>\n <td>\u57fa\u6e96\u6761\u4ef6<\/td>\n <\/tr>\n <tr>\n <td>Experiment C<\/td>\n <td>1280 \u00d7 1280<\/td>\n <td>\u5468\u8fba\u60c5\u5831\u30fb\u6587\u8108\u91cd\u8996<\/td>\n <\/tr>\n <\/tbody>\n <\/table>\n\n <p>\n \u30bf\u30a4\u30eb\u30b5\u30a4\u30ba\u4ee5\u5916\u306e\u6761\u4ef6\u306f\u53ef\u80fd\u306a\u9650\u308a\u56fa\u5b9a\u3057\u3001\n Precision\u3001Recall\u3001mAP\u3060\u3051\u3067\u306a\u304f\u3001\n <strong>\u5c0f\u7269\u4f53\u3060\u3051\u3092\u62bd\u51fa\u3057\u305f\u691c\u51fa\u7387<\/strong>\u3092\u5225\u9014\u8a55\u4fa1\u3059\u308b\u3002\n <\/p>\n\n\n <h2>11. \u63a8\u5968\u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/h2>\n\n <div class=\"flow\">\n\u9ad8\u89e3\u50cf\u5ea6\u539f\u753b\u50cf\n \u2502\n \u25bc\n\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\n \u2502\n \u25bc\nBBox\u30b5\u30a4\u30ba\u7d71\u8a08\n \u2502\n \u251c\u2500 \u5fae\u5c0fBBox\u304c\u591a\u3044\n \u2502\n \u25bc\n1152 \u00d7 1152 \u30bf\u30a4\u30eb\u5316\nOverlap \u7d04192px\n \u2502\n \u25bc\nYOLOv9MIT \u5b66\u7fd2\n \u2502\n \u25bc\n\u9ad8\u89e3\u50cf\u5ea6\u753b\u50cf\u3092\u540c\u6761\u4ef6\u3067\u30bf\u30a4\u30eb\u63a8\u8ad6\n \u2502\n \u25bc\n\u30bf\u30a4\u30eb\u5ea7\u6a19 \u2192 \u5143\u753b\u50cf\u5ea7\u6a19\u5909\u63db\n \u2502\n \u25bc\nNMS \/ \u91cd\u8907BBox\u7d71\u5408\n \u2502\n \u25bc\n\u5c0f\u7269\u4f53\u5225 Recall \/ Precision \u8a55\u4fa1\n <\/div>\n\n\n <h2>12. \u307e\u3068\u3081<\/h2>\n\n <div class=\"summary\">\n <strong>\u5c0f\u7269\u4f53\u8a8d\u8b58\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u7cbe\u5ea6\u5411\u4e0a\u3067\u306f\u3001\n \u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u305d\u306e\u3082\u306e\u306e\u54c1\u8cea\u3068\u753b\u50cf\u89e3\u50cf\u5ea6\u8a2d\u8a08\u3092\u5206\u96e2\u3057\u3066\u8003\u3048\u3066\u306f\u3044\u3051\u306a\u3044\u3002<\/strong>\n <\/div>\n\n <p>\n \u9ad8\u7cbe\u5ea6\u306aBBox\u3092\u4f5c\u6210\u3057\u3066\u3082\u3001YOLO\u5165\u529b\u6642\u306b\u5bfe\u8c61\u7269\u304c\u6570\u30d4\u30af\u30bb\u30eb\u307e\u3067\u7e2e\u5c0f\u3055\u308c\u308c\u3070\u3001\n \u5b66\u7fd2\u30fb\u63a8\u8ad6\u7cbe\u5ea6\u306b\u306f\u9650\u754c\u304c\u3042\u308b\u3002\n <\/p>\n\n <p>\n \u3057\u305f\u304c\u3063\u3066\u3001YOLOv9MIT\u306b\u3088\u308b\u5c0f\u7269\u4f53\u8a8d\u8b58\u3067\u306f\u3001\n \u4ee5\u4e0b\u3092\u6a19\u6e96\u904b\u7528\u3068\u3059\u308b\u3053\u3068\u3092\u63a8\u5968\u3059\u308b\u3002\n <\/p>\n\n <ul>\n <li>\u9ad8\u89e3\u50cf\u5ea6\u539f\u753b\u50cf\u3092\u4fdd\u6301\u3059\u308b<\/li>\n <li>\u539f\u753b\u50cf\u5168\u4f53\u3092\u904e\u5ea6\u306b\u7e2e\u5c0f\u3057\u306a\u3044<\/li>\n <li>1088\u30011152\u30011280\u306e3\u6761\u4ef6\u3067\u6bd4\u8f03\u3059\u308b<\/li>\n <li>\u57fa\u672c\u30bf\u30a4\u30eb\u30b5\u30a4\u30ba\u306f1152\u00d71152\u3068\u3059\u308b<\/li>\n <li>Overlap\u306f\u7d0415\uff5e20%\u3068\u3059\u308b<\/li>\n <li>\u5b66\u7fd2\u6642\u30fb\u63a8\u8ad6\u6642\u3067\u540c\u4e00\u6761\u4ef6\u3092\u7528\u3044\u308b<\/li>\n <li>BBox\u30b5\u30a4\u30ba\u5206\u5e03\u3092\u5b9a\u91cf\u7684\u306b\u7ba1\u7406\u3059\u308b<\/li>\n <li>\u5c0f\u7269\u4f53\u3060\u3051\u306ePrecision\u30fbRecall\u3092\u500b\u5225\u8a55\u4fa1\u3059\u308b<\/li>\n 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