{"id":17202,"date":"2026-07-16T20:45:50","date_gmt":"2026-07-16T11:45:50","guid":{"rendered":"https:\/\/genai-ai.co.jp\/ai-kanri\/?p=17202"},"modified":"2026-07-16T20:45:50","modified_gmt":"2026-07-16T11:45:50","slug":"cc-yolo-object-detection-2","status":"publish","type":"post","link":"https:\/\/genai-ai.co.jp\/ai-kanri\/blog\/cc-yolo-object-detection-2\/","title":{"rendered":"\u30102026\u5e747\u6708\u6700\u65b0\u3011YOLO\u3068\u306f\uff1f\u7269\u4f53\u691c\u51fa\u306e\u4ed5\u7d44\u307f\u30fbFaster R-CNN\u3068\u306e\u9055\u3044\u30fb\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u3092\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\u306b\u89e3\u8aac"},"content":{"rendered":"\n<style>\n.g-flow-row{display:flex;gap:8px;justify-content:center;flex-wrap:wrap;align-items:center;}\n.g-flow-item{background:linear-gradient(135deg,#1a1a1a,#2a1015);color:#fff;border-radius:8px;padding:16px 14px;min-width:130px;flex:1;text-align:center;}\n.g-flow-arrow{color:#dc2626;font-size:20px;font-weight:700;}\n.g-card-row{display:flex;gap:12px;flex-wrap:wrap;margin:0 0 32px;}\n.g-card-row>div{flex:1;min-width:220px;}\n@media(max-width:600px){\n  .g-flow-row{flex-direction:column;}\n  .g-flow-arrow{transform:rotate(90deg);}\n  .g-card-row{flex-direction:column;}\n  .g-card-row>div{min-width:100%;}\n}\n<\/style>\n\n\n\n<div style=\"margin:0 0 32px;\">\n  <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/07\/thumb-cc-yolo-object-detection-1.jpg\" alt=\"\u30102026\u5e747\u6708\u6700\u65b0\u3011YOLO\u3068\u306f\uff1f\u7269\u4f53\u691c\u51fa\u306e\u4ed5\u7d44\u307f\u30fbFaster R-CNN\u3068\u306e\u9055\u3044\u30fb\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u3092\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\u306b\u89e3\u8aac\" style=\"width:100%;height:auto;border-radius:12px;display:block;\">\n<\/div>\n\n\n\n<div style=\"background:#f8f9fa;border-radius:12px;padding:24px 28px;margin:0 0 32px;border-left:4px solid #dc2626;\">\n  <p style=\"font-size:15px;font-weight:700;color:#1a1a1a;margin:0 0 16px;\">\u3053\u306e\u8a18\u4e8b\u306e\u5185\u5bb9<\/p>\n  <ol style=\"margin:0;padding-left:20px;font-size:14px;line-height:2.2;list-style:none;\">\n    <li><a href=\"#sec-01\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">01<\/span>YOLO\u3068\u306f\uff1f\u300c\u4e00\u5ea6\u898b\u308b\u3060\u3051\u300d\u3067\u7269\u4f53\u3092\u691c\u51fa\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5168\u8c8c<\/a><\/li>\n    <li><a href=\"#sec-02\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">02<\/span>\u7269\u4f53\u691c\u51fa\u306e\u6b74\u53f2\uff1a\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6\u2192R-CNN\u2192YOLO\u306e\u9032\u5316<\/a><\/li>\n    <li><a href=\"#sec-03\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">03<\/span>YOLO\u306e\u6280\u8853\u7684\u306a\u4ed5\u7d44\u307f\uff08\u30b0\u30ea\u30c3\u30c9\u5206\u5272\u30fb\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u30fb\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\uff09<\/a><\/li>\n    <li><a href=\"#sec-04\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">04<\/span>YOLO\u306e\u30e1\u30ea\u30c3\u30c8\uff1a\u9ad8\u901f\u6027\u30fb\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u30fb\u6c4e\u7528\u6027<\/a><\/li>\n    <li><a href=\"#sec-05\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">05<\/span>YOLO\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u30fb\u9650\u754c\u3068\u5bfe\u51e6\u6cd5<\/a><\/li>\n    <li><a href=\"#sec-06\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">06<\/span>YOLO\u306e\u4e3b\u306a\u6d3b\u7528\u4e8b\u4f8b\uff08\u81ea\u52d5\u904b\u8ee2\u30fb\u9632\u72af\u30fb\u88fd\u9020\u30fb\u533b\u7642\uff09<\/a><\/li>\n    <li><a href=\"#sec-07\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">07<\/span>YOLO\u30d0\u30fc\u30b8\u30e7\u30f3\u6bd4\u8f03\uff08v5\/v7\/v8\/v9\uff09\u3068\u9078\u3073\u65b9<\/a><\/li>\n    <li><a href=\"#sec-08\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">08<\/span>YOLO vs Faster R-CNN\uff1a\u7528\u9014\u5225\u306e\u4f7f\u3044\u5206\u3051\u5224\u65ad\u57fa\u6e96<\/a><\/li>\n    <li><a href=\"#sec-09\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">09<\/span>\u307e\u3068\u3081 \u2500\u2500 YOLO\u3068Claude Code\u3067\u5b9f\u73fe\u3059\u308b\u30d3\u30b8\u30e7\u30f3AI\u6d3b\u7528<\/a><\/li>\n    <li><a href=\"#faq\" style=\"color:#495057;text-decoration:none;\"><span style=\"color:#dc2626;font-weight:700;margin-right:8px;\">FAQ<\/span>\u3088\u304f\u3042\u308b\u8cea\u554f<\/a><\/li>\n  <\/ol>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cYOLO\u300d\u3068\u3044\u3046\u8a00\u8449\u3092\u805e\u3044\u305f\u3068\u304d\u3001\u300cYou Only Live Once\uff08\u4eba\u751f\u4e00\u5ea6\u304d\u308a\uff09\u300d\u306e\u30b9\u30e9\u30f3\u30b0\u3092\u601d\u3044\u6d6e\u304b\u3079\u308b\u65b9\u3082\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3057\u304b\u3057AI\u306e\u4e16\u754c\u3067\u306e\u300cYOLO\u300d\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\uff08\u753b\u50cf\u30fb\u52d5\u753b\u51e6\u7406\uff09\u306e\u5206\u91ce\u3067\u9769\u547d\u3092\u8d77\u3053\u3057\u305f\u7269\u4f53\u691c\u51fa\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u540d\u524d\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u306f\u300cYou Only Look Once\uff08\u4e00\u5ea6\u898b\u308b\u3060\u3051\u3067\u3088\u3044\uff09\u300d\u306e\u982d\u6587\u5b57\u3067\u3001\u30ab\u30e1\u30e9\u6620\u50cf\u3084\u753b\u50cf\u306e\u4e2d\u306b\u3042\u308b\u300c\u4eba\u30fb\u8eca\u30fb\u7269\u4f53\u300d\u3092<strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u9ad8\u901f\u304b\u3064\u6b63\u78ba\u306b\u691c\u51fa<\/strong>\u3067\u304d\u308b\u6280\u8853\u3067\u3059\u3002\u81ea\u52d5\u904b\u8ee2\u8eca\u306e\u6b69\u884c\u8005\u691c\u77e5\u3001\u5de5\u5834\u306e\u88fd\u54c1\u5916\u89b3\u691c\u67fb\u3001\u9632\u72af\u30ab\u30e1\u30e9\u306e\u4e0d\u5be9\u8005\u691c\u77e5\u3001\u533b\u7642\u753b\u50cf\u306e\u816b\u760d\u691c\u51fa\u306a\u3069\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001YOLO\u306e\u5b9a\u7fa9\u30fb\u7269\u4f53\u691c\u51fa\u306e\u6b74\u53f2\u30fb\u6280\u8853\u7684\u306a\u4ed5\u7d44\u307f\u304b\u3089\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3001\u4ed6\u624b\u6cd5\uff08Faster R-CNN\u7b49\uff09\u3068\u306e\u6bd4\u8f03\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u5225\u306e\u7279\u5fb4\u3001\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u4e8b\u4f8b\u307e\u3067\u3001<strong>\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u8a00\u8449<\/strong>\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">YOLO\u306f\u300cAI\u30ab\u30e1\u30e9\u300d\u95a2\u9023\u306e\u3059\u3079\u3066\u306e\u30d3\u30b8\u30cd\u30b9\uff08\u9632\u72af\u30fb\u5c0f\u58f2\u30fb\u88fd\u9020\u30fb\u81ea\u52d5\u904b\u8ee2\u30fb\u533b\u7642\uff09\u306b\u95a2\u308f\u308b\u6280\u8853\u3067\u3059\u3002\u76f4\u63a5YOLO\u3092\u958b\u767a\u3057\u306a\u304f\u3066\u3082\u3001\u300c\u3069\u3093\u306a\u691c\u51fa\u7cbe\u5ea6\u30fb\u901f\u5ea6\u304c\u5fc5\u8981\u304b\u300d\u300c\u3069\u3093\u306a\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u3076\u304b\u300d\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u4ed5\u7d44\u307f\u3092\u77e5\u3063\u3066\u304a\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/div>\n<\/div>\n\n\n\n<div class=\"balloon-wrap\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/ceo-sugasawa.jpg\" alt=\"\u4ee3\u8868\u83c5\u6fa4\">\n    <span class=\"balloon-name\">\u4ee3\u8868\u83c5\u6fa4<\/span>\n  <\/div>\n  <div class=\"balloon-body\">YOLO\u306f\u5f0a\u793e\u304c\u76f4\u63a5\u4f7f\u3046\u6280\u8853\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u4f01\u696d\u304b\u3089\u300cAI\u30ab\u30e1\u30e9\u3067\u25cb\u25cb\u3092\u81ea\u52d5\u691c\u51fa\u3057\u305f\u3044\u300d\u3068\u3044\u3046\u76f8\u8ac7\u3092\u53d7\u3051\u308b\u3053\u3068\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u300cYOLO\u3092\u4f7f\u3046\u304b\u3001\u30af\u30e9\u30a6\u30c9\u30d3\u30b8\u30e7\u30f3API\u3067\u4ee3\u66ff\u3059\u308b\u304b\u300d\u306e\u5224\u65ad\u57fa\u6e96\u3082\u3001\u3053\u306e\u8a18\u4e8b\u3067\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3080\u3068\u6b21\u306e\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#fafafa;border-radius:8px;padding:16px 20px;margin:16px 0;border-left:4px solid #dc2626;\">\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>YOLO\u306e\u5b9a\u7fa9<\/strong>\u3068\u300c\u4e00\u5ea6\u3067\u691c\u51fa\u3059\u308b\u300d\u3068\u3044\u3046\u540d\u524d\u306e\u7531\u6765\u30fb\u6280\u8853\u7684\u80cc\u666f<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u7269\u4f53\u691c\u51fa\u306e\u9032\u5316\u306e\u6b74\u53f2<\/strong>\uff08\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6\u2192R-CNN\u2192YOLO\uff09<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>YOLO\u306e\u4ed5\u7d44\u307f<\/strong>\uff08\u30b0\u30ea\u30c3\u30c9\u5206\u5272\u30fb\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u30fb\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\uff09<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/strong>\u3068\u3001\u9650\u754c\u306e\u514b\u670d\u65b9\u6cd5<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u81ea\u52d5\u904b\u8ee2\u30fb\u9632\u72af\u30fb\u88fd\u9020\u30fb\u533b\u7642<\/strong>\u3067\u306e\u5177\u4f53\u7684\u306a\u6d3b\u7528\u4e8b\u4f8b<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>YOLO\u30d0\u30fc\u30b8\u30e7\u30f3\u5225\u306e\u7279\u5fb4<\/strong>\uff08v5\/v7\/v8\/v9\uff09\u3068\u9078\u3073\u65b9<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>YOLO\u304b\u3001\u30af\u30e9\u30a6\u30c9\u30d3\u30b8\u30e7\u30f3API\u304b<\/strong>\u306e\u5224\u65ad\u57fa\u6e96<\/span><\/div>\n\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-yolo-object-detection-2&#038;blog_slug=cc-yolo-object-detection-2\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-yolo-object-detection-2&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-01\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">01<\/span>\n  <span class=\"section-label\" style=\"display:block;\">WHAT IS YOLO<\/span>\n  <span class=\"section-title\" style=\"display:block;\">YOLO\u3068\u306f\uff1f\u300c\u4e00\u5ea6\u898b\u308b\u3060\u3051\u300d\u3067\u7269\u4f53\u3092\u691c\u51fa\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5168\u8c8c<\/span>\n  <span class=\"section-desc\">2016\u5e74\u306b\u767a\u8868\u3055\u308c\u305f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u7269\u4f53\u691c\u51fa\u306e\u9769\u547d\u7684\u624b\u6cd5<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\uff08You Only Look Once\uff09\u306f\u3001<strong>\u753b\u50cf\u3084\u52d5\u753b\u30d5\u30ec\u30fc\u30e0\u306e\u5168\u4f53\u3092\u300c\u4e00\u5ea6\u3060\u3051\u898b\u308b\uff081\u56de\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u901a\u904e\uff09\u300d\u3067\u3001\u8907\u6570\u306e\u7269\u4f53\u3092\u540c\u6642\u306b\u9ad8\u901f\u691c\u51fa\u3067\u304d\u308b\u7269\u4f53\u691c\u51fa\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong>\u3067\u3059\u30022016\u5e74\u306bJoseph Redmon\u3089\u306b\u3088\u3063\u3066\u767a\u8868\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f93\u6765\u306e\u7269\u4f53\u691c\u51fa\u624b\u6cd5\u304c\u300c\u753b\u50cf\u306e\u8907\u6570\u306e\u9818\u57df\u3092\u500b\u5225\u306b\u5206\u6790\u2192\u7269\u4f53\u5019\u88dc\u3092\u898b\u3064\u3051\u308b\u2192\u5206\u985e\u3059\u308b\u300d\u3068\u3044\u3046\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u3092\u8e0f\u3093\u3067\u3044\u305f\u306e\u306b\u5bfe\u3057\u3001YOLO\u306f<strong>\u300c\u4e00\u5ea6\u306e\u51e6\u7406\uff08End-to-End\uff09\u3067\u7269\u4f53\u306e\u4f4d\u7f6e\u3068\u7a2e\u985e\u3092\u540c\u6642\u306b\u5224\u5b9a\u300d<\/strong>\u3059\u308b\u3053\u3068\u3067\u3001\u5287\u7684\u306a\u901f\u5ea6\u5411\u4e0a\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>YOLO\uff08You Only Look Once\uff09<\/strong>\uff1a2016\u5e74\u306bJoseph Redmon\u3089\u304c\u767a\u8868\u3057\u305f\u7269\u4f53\u691c\u51fa\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002\u753b\u50cf\u5168\u4f53\u3092\u4e00\u5ea6\u3060\u3051\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u901a\u3059\u3053\u3068\u3067\u3001\u8907\u6570\u306e\u7269\u4f53\u306e\u300c\u4f4d\u7f6e\uff08\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\uff09\u300d\u3068\u300c\u7a2e\u985e\uff08\u30af\u30e9\u30b9\uff09\u300d\u3092\u540c\u6642\u306b\u63a8\u5b9a\u3059\u308b\u3002\u5f93\u6765\u624b\u6cd5\u306b\u6bd4\u3079\u3066\u51e6\u7406\u901f\u5ea6\u304c6\u301c7\u500d\u4ee5\u4e0a\u9ad8\u901f\u3067\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6620\u50cf\u3067\u306e\u7269\u4f53\u691c\u51fa\u3092\u5b9f\u7528\u5316\u3057\u305f\u3002\u73fe\u5728\u306fv9\u307e\u3067\u9032\u5316\u3057\u3001\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u3068\u901f\u5ea6\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">1-1. \u300c\u7269\u4f53\u691c\u51fa\u300d\u3068\u306f\u4f55\u304b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u304c\u89e3\u304f\u554f\u984c\u300c\u7269\u4f53\u691c\u51fa\uff08Object Detection\uff09\u300d\u3068\u306f\u3001<strong>\u300c\u753b\u50cf\u30fb\u6620\u50cf\u306e\u4e2d\u306b\u4f55\u304c\u3069\u3053\u306b\u3042\u308b\u304b\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u300d<\/strong>\u3067\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u753b\u50cf\u306e\u4e2d\u306e\u300c\u4eba\u30fb\u8eca\u30fb\u732b\u30fb\u4fe1\u53f7\u6a5f\u300d\u306a\u3069\u3092\u691c\u77e5\u3057\u3001\u305d\u308c\u305e\u308c\u3092\u56db\u89d2\u3044\u67a0\uff08\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\uff09\u3067\u56f2\u3093\u3067\u300c\u3053\u308c\u306f\u8eca\u3067\u3059\uff08\u4fe1\u983c\u5ea685%\uff09\u300d\u306e\u3088\u3046\u306b\u51fa\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>AI\u753b\u50cf\u51e6\u7406\u306e\u7a2e\u985e<\/th><th>\u4f55\u3092\u3059\u308b\u304b<\/th><th>\u4ee3\u8868\u7684\u306a\u7528\u9014<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u753b\u50cf\u5206\u985e<\/td><td>\u3053\u308c\u306f\u4f55\u304b\uff08\u5168\u4f53\u30921\u3064\u306e\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u985e\uff09<\/td><td>\u5199\u771f\u306e\u7a2e\u985e\u5206\u985e\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u30d5\u30a3\u30eb\u30bf<\/td><\/tr>\n<tr><td>\u7269\u4f53\u691c\u51fa\uff08YOLO\u304c\u89e3\u304f\u554f\u984c\uff09<\/td><td>\u3069\u3053\u306b\u4f55\u304c\u3042\u308b\u304b\uff08\u4f4d\u7f6e\uff0b\u7a2e\u985e\u3092\u8907\u6570\u540c\u6642\u691c\u77e5\uff09<\/td><td>\u81ea\u52d5\u904b\u8ee2\u3001\u9632\u72af\u30ab\u30e1\u30e9\u3001\u88fd\u9020\u54c1\u8cea\u691c\u67fb<\/td><\/tr>\n<tr><td>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/td><td>\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u3067\u4f55\u306b\u5c5e\u3059\u308b\u304b<\/td><td>\u533b\u7642\u753b\u50cf\u306e\u75c5\u5de3\u9818\u57df\u7279\u5b9a\u3001\u81ea\u52d5\u904b\u8ee2\u306e\u9053\u8def\u8a8d\u8b58<\/td><\/tr>\n<tr><td>\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/td><td>\u500b\u3005\u306e\u7269\u4f53\u3092\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u3067\u5206\u96e2<\/td><td>\u7d30\u80de\u8a08\u6570\u3001\u7cbe\u5bc6\u306a\u54c1\u8cea\u691c\u67fb<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u306f\u300c\u7269\u4f53\u691c\u51fa\u300d\u306b\u7279\u5316\u3057\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u81ea\u52d5\u904b\u8ee2\u3067\u300c\u3053\u306e\u9053\u306b\u4f55\u53f0\u306e\u8eca\u304c\u8d70\u3063\u3066\u3044\u308b\u304b\u3001\u6b69\u884c\u8005\u306f\u3069\u3053\u306b\u3044\u308b\u304b\u300d\u3092\u30df\u30ea\u79d2\u5358\u4f4d\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5224\u5b9a\u3059\u308b\u3088\u3046\u306a\u7528\u9014\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1-2. YOLO\u304c\u300c\u9769\u547d\u7684\u300d\u3068\u8a00\u308f\u308c\u305f\u7406\u7531<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">2016\u5e74\u306eYOLO\u767a\u8868\u6642\u3001\u7269\u4f53\u691c\u51fa\u306e\u4e16\u754c\u306b\u300c\u9769\u547d\u300d\u304c\u8d77\u304d\u305f\u3068\u8a00\u308f\u308c\u307e\u3057\u305f\u3002\u305d\u306e\u7406\u7531\u306f<strong>\u300c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u304c\u521d\u3081\u3066\u5b9f\u7528\u5316\u3055\u308c\u305f\u300d<\/strong>\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u308c\u307e\u3067\u306e\u6700\u9ad8\u7cbe\u5ea6\u624b\u6cd5\uff08Faster R-CNN\uff09\u306f\u30011\u679a\u306e\u753b\u50cf\u3092\u51e6\u7406\u3059\u308b\u306e\u306b\u7d04200\u30df\u30ea\u79d2\u304b\u304b\u308a\u307e\u3057\u305f\u3002\u3064\u307e\u308a\u6bce\u79d25\u30d5\u30ec\u30fc\u30e0\u3057\u304b\u51e6\u7406\u3067\u304d\u305a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6620\u50cf\uff08\u6bce\u79d230\u30d5\u30ec\u30fc\u30e0\uff09\u3078\u306e\u9069\u7528\u304c\u56f0\u96e3\u3067\u3057\u305f\u3002YOLO\u306f1\u679a\u3042\u305f\u308a\u7d0422\u30df\u30ea\u79d2\uff08\u6bce\u79d245\u30d5\u30ec\u30fc\u30e0\uff09\u3067\u51e6\u7406\u3067\u304d\u3001<strong>\u306f\u3058\u3081\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ab\u30e1\u30e9\u6620\u50cf\u3067\u306e\u5b9f\u7528\u7684\u306a\u7269\u4f53\u691c\u51fa\u3092\u5b9f\u73fe<\/strong>\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"background:#f0fdf4;border:1px solid #22c55e;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:18px;\">&#128161;<\/span>\n    <strong style=\"color:#16a34a;font-size:15px;\">\u300c22\u30df\u30ea\u79d2\u300d\u304c\u4f55\u3092\u610f\u5473\u3059\u308b\u304b<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">\u4eba\u9593\u306e\u53cd\u5fdc\u901f\u5ea6\u306f\u7d04200\u301c300\u30df\u30ea\u79d2\u3002YOLO\u306e22\u30df\u30ea\u79d2\u306f\u4eba\u9593\u306e10\u500d\u4ee5\u4e0a\u9ad8\u901f\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u300cAI\u30ab\u30e1\u30e9\u304c\u4eba\u9593\u3088\u308a\u901f\u304f\u7269\u4f53\u3092\u898b\u3064\u3051\u3066\u53cd\u5fdc\u3067\u304d\u308b\u300d\u3068\u3044\u3046\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u691c\u77e5\u30b7\u30b9\u30c6\u30e0\u304c\u73fe\u5b9f\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-yolo-object-detection-2&#038;blog_slug=cc-yolo-object-detection-2\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-yolo-object-detection-2&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-02\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">02<\/span>\n  <span class=\"section-label\" style=\"display:block;\">HISTORY<\/span>\n  <span class=\"section-title\" style=\"display:block;\">\u7269\u4f53\u691c\u51fa\u306e\u6b74\u53f2\uff1a\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6\u2192R-CNN\u2192YOLO\u306e\u9032\u5316<\/span>\n  <span class=\"section-desc\">\u300c\u6642\u9593\u304c\u304b\u304b\u308b\u554f\u984c\u300d\u3092\u3069\u3046\u89e3\u6c7a\u3057\u3066\u304d\u305f\u304b<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u304c\u767b\u5834\u3059\u308b\u307e\u3067\u306e\u7269\u4f53\u691c\u51fa\u306f\u3001\u5927\u304d\u304f3\u4e16\u4ee3\u306b\u5206\u3051\u3089\u308c\u307e\u3059\u3002\u3053\u306e\u6b74\u53f2\u3092\u77e5\u308b\u3068\u3001YOLO\u306e\u300c\u4f55\u304c\u3059\u3054\u3044\u306e\u304b\u300d\u304c\u3088\u308a\u660e\u78ba\u306b\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"g-flow-row\" style=\"margin:24px 0;\">\n  <div class=\"g-flow-item\"><strong>\u7b2c1\u4e16\u4ee3<\/strong><br>\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0<br>\u30a6\u30a3\u30f3\u30c9\u30a6<br><span style=\"font-size:11px;\">\u9045\u3044\u30fb\u7cbe\u5ea6\u4f4e<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u7b2c2\u4e16\u4ee3<\/strong><br>R-CNN\u7cfb<br>\uff08Faster R-CNN\uff09<br><span style=\"font-size:11px;\">\u7cbe\u5ea6\u9ad8\u30fb\u3067\u3082\u9045\u3044<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u7b2c3\u4e16\u4ee3<\/strong><br>YOLO<br>\uff08End-to-End\uff09<br><span style=\"font-size:11px;\">\u9ad8\u901f\uff0b\u5b9f\u7528\u7cbe\u5ea6<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u73fe\u5728<\/strong><br>YOLOv9<br>\u305d\u306e\u4ed6SoTA<br><span style=\"font-size:11px;\">\u9ad8\u901f\uff0b\u9ad8\u7cbe\u5ea6<\/span><\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">2-1. \u7b2c1\u4e16\u4ee3\uff1a\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6\u65b9\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u521d\u671f\u306e\u7269\u4f53\u691c\u51fa\u306f<strong>\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6\uff08Sliding Window\uff09<\/strong>\u3068\u547c\u3070\u308c\u308b\u65b9\u5f0f\u3067\u3057\u305f\u3002\u300c\u7279\u5b9a\u306e\u30b5\u30a4\u30ba\u306e\u7a93\uff08\u30a6\u30a3\u30f3\u30c9\u30a6\uff09\u3092\u753b\u50cf\u306e\u5de6\u4e0a\u304b\u3089\u53f3\u4e0b\u307e\u3067\u9806\u756a\u306b\u305a\u3089\u3057\u306a\u304c\u3089\u3001\u5404\u7a93\u5185\u306e\u753b\u50cf\u3092\u5206\u985e\u5668\u3067\u5224\u5b9a\u3059\u308b\u300d\u3068\u3044\u3046\u5358\u7d14\u306a\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u307032\u00d732\u30d4\u30af\u30bb\u30eb\u306e\u7a93\u30921\u30d4\u30af\u30bb\u30eb\u305a\u3064\u79fb\u52d5\u3057\u306a\u304c\u3089\u5224\u5b9a\u3059\u308b\u5834\u5408\u30011000\u00d71000\u30d4\u30af\u30bb\u30eb\u306e\u753b\u50cf\u3067\u306f\u7d04100\u4e07\u56de\u306e\u5224\u5b9a\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u51e6\u7406\u304c\u975e\u5e38\u306b\u9045\u304f\u3001\u7cbe\u5ea6\u3082\u4f4e\u3044\u305f\u3081\u3001\u5b9f\u7528\u5316\u306f\u56f0\u96e3\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6\uff08Sliding Window\uff09<\/strong>\uff1a\u7269\u4f53\u691c\u51fa\u306e\u521d\u671f\u624b\u6cd5\u3002\u753b\u50cf\u5168\u4f53\u306b\u5bfe\u3057\u3066\u3001\u4e00\u5b9a\u30b5\u30a4\u30ba\u306e\u300c\u7a93\uff08\u30a6\u30a3\u30f3\u30c9\u30a6\uff09\u300d\u3092\u5c11\u3057\u305a\u3064\u305a\u3089\u3057\u306a\u304c\u3089\u5168\u9818\u57df\u3092\u30b9\u30ad\u30e3\u30f3\u3057\u3001\u5404\u7a93\u306e\u5185\u5bb9\u3092\u5206\u985e\u5668\u306b\u901a\u3057\u3066\u7269\u4f53\u306e\u6709\u7121\u3092\u5224\u5b9a\u3059\u308b\u65b9\u5f0f\u3002\u78ba\u5b9f\u306b\u5168\u9818\u57df\u3092\u63a2\u7d22\u3067\u304d\u308b\u304c\u3001\u7a93\u306e\u79fb\u52d5\u30b9\u30c6\u30c3\u30d7\u6570\u5206\u306e\u5224\u5b9a\u304c\u5fc5\u8981\u3067\u51e6\u7406\u304c\u975e\u5e38\u306b\u9045\u3044\u3002\u89e3\u50cf\u5ea6\u304c\u4e0a\u304c\u308b\u307b\u3069\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u7206\u767a\u7684\u306b\u5897\u52a0\u3059\u308b\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">2-2. \u7b2c2\u4e16\u4ee3\uff1aR-CNN\u7cfb\uff082-Stage\u691c\u51fa\u5668\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">2014\u301c2016\u5e74\u9803\u306b\u767b\u5834\u3057\u305fR-CNN\uff08Regions with CNN\uff09\u7cfb\u306e\u624b\u6cd5\u306f\u3001\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6\u306e\u554f\u984c\u3092\u300c\u307e\u305a\u7269\u4f53\u304c\u3042\u308a\u305d\u3046\u306a\u5019\u88dc\u9818\u57df\u3092\u7d5e\u308a\u8fbc\u307f\uff08Region Proposal\uff09\u3001\u305d\u306e\u5019\u88dc\u9818\u57df\u3060\u3051\u3092\u6df1\u5c64\u5b66\u7fd2\u3067\u5206\u985e\u3059\u308b\u300d\u3068\u3044\u30462\u6bb5\u968e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u89e3\u6c7a\u3057\u3088\u3046\u3068\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u7d42\u7248\u306eFaster R-CNN\u306f\u7cbe\u5ea6\u304c\u975e\u5e38\u306b\u9ad8\u304f\u3001\u591a\u304f\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u6700\u9ad8\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u304c\u3001<strong>1\u679a\u3042\u305f\u308a\u7d04200\u30df\u30ea\u79d2\u3068\u3044\u3046\u51e6\u7406\u6642\u9593\u304c\u30cd\u30c3\u30af<\/strong>\u3067\u3057\u305f\u3002\u79d2\u95935\u30d5\u30ec\u30fc\u30e0\u7a0b\u5ea6\u306b\u3068\u3069\u307e\u308a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6620\u50cf\u51e6\u7406\u306b\u306f\u4f7f\u3048\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>Faster R-CNN\uff08Region-based CNN\uff09<\/strong>\uff1aMicrosoft\u304c2015\u5e74\u306b\u767a\u8868\u3057\u305f2\u6bb5\u968e\u578b\u7269\u4f53\u691c\u51fa\u30e2\u30c7\u30eb\u3002\u2460Region Proposal Network\uff08RPN\uff09\u3067\u7269\u4f53\u5019\u88dc\u9818\u57df\u3092\u9ad8\u901f\u7d5e\u308a\u8fbc\u307f\u3001\u2461\u5404\u5019\u88dc\u9818\u57df\u3092CNN\u3067\u5206\u985e\u3059\u308b2\u6bb5\u968e\u51e6\u7406\u3002\u7cbe\u5ea6\u306f\u975e\u5e38\u306b\u9ad8\u3044\u304c\u30011\u679a\u3042\u305f\u308a\u7d04200\u30df\u30ea\u79d2\uff08\u79d2\u95935\u30d5\u30ec\u30fc\u30e0\uff09\u306e\u51e6\u7406\u6642\u9593\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6620\u50cf\u306b\u306f\u4e0d\u5411\u304d\u3002\u300c\u7cbe\u5ea6\u512a\u5148\u30fb\u901f\u5ea6\u4e8c\u306e\u6b21\u300d\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u73fe\u5728\u3082\u4f7f\u308f\u308c\u308b\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">Faster R-CNN\u3092\u5de5\u5834\u691c\u67fb\u306b\u4f8b\u3048\u308b\u3068\u300c2\u4eba\u306e\u691c\u67fb\u54e1\u304c\u5206\u62c5\u3057\u3066\u4f5c\u696d\u3059\u308b\u300d\u65b9\u5f0f\u3067\u3059\u30021\u4eba\u76ee\u304c\u300c\u3053\u306e\u90e8\u54c1\u306b\u554f\u984c\u304c\u3042\u308a\u305d\u3046\u304b\u300d\u3092\u898b\u3066\u5019\u88dc\u3092\u7d5e\u308a\u8fbc\u307f\u30012\u4eba\u76ee\u304c\u300c\u4f55\u306e\u4e0d\u5177\u5408\u304b\u300d\u3092\u8a73\u3057\u304f\u5206\u985e\u3059\u308b\u3002\u7cbe\u5ea6\u306f\u9ad8\u3044\u3067\u3059\u304c\u30012\u4eba\u306e\u4f5c\u696d\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">2-3. \u7b2c3\u4e16\u4ee3\uff1aYOLO\uff081-Stage\u691c\u51fa\u5668\u3001End-to-End\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u306f2\u6bb5\u968e\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u3084\u3081\u3001<strong>\u300c1\u56de\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u51e6\u7406\u3067\u4f4d\u7f6e\u3068\u7a2e\u985e\u3092\u540c\u6642\u306b\u4e88\u6e2c\u3059\u308b\u300d<\/strong>End-to-End\u65b9\u5f0f\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002\u753b\u50cf\u3092\u4e00\u5ea6\u3060\u3051\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u901a\u3057\u3001\u4f4d\u7f6e\uff08\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\uff09\u3068\u7a2e\u985e\uff08\u30af\u30e9\u30b9\uff09\u3092\u540c\u6642\u306b\u51fa\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306b\u3088\u308a\u3001Faster R-CNN\u306b\u5bfe\u3057\u3066\u51e6\u7406\u901f\u5ea6\u30926\u301c7\u500d\u306b\u9ad8\u901f\u5316\uff081\u679a22ms\u219245FPS\uff09\u3059\u308b\u3053\u3068\u306b\u6210\u529f\u3002\u7cbe\u5ea6\u306fFaster R-CNN\u3092\u308f\u305a\u304b\u306b\u4e0b\u56de\u308b\u3082\u306e\u306e\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6620\u50cf\u3067\u306e\u5b9f\u7528\u7684\u306a\u7269\u4f53\u691c\u51fa\u3092\u521d\u3081\u3066\u53ef\u80fd\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-yolo-object-detection-2&#038;blog_slug=cc-yolo-object-detection-2\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-yolo-object-detection-2&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-03\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">03<\/span>\n  <span class=\"section-label\" style=\"display:block;\">HOW YOLO WORKS<\/span>\n  <span class=\"section-title\" style=\"display:block;\">YOLO\u306e\u6280\u8853\u7684\u306a\u4ed5\u7d44\u307f<\/span>\n  <span class=\"section-desc\">\u30b0\u30ea\u30c3\u30c9\u5206\u5272\u30fb\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u30fb\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\u306e3\u8981\u7d20<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u306e\u51e6\u7406\u306e\u6d41\u308c\u3092\u3001\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3082\u5206\u304b\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"g-flow-row\" style=\"margin:24px 0;\">\n  <div class=\"g-flow-item\"><strong>\u2460\u753b\u50cf\u3092\u30b0\u30ea\u30c3\u30c9\u306b\u5206\u5272<\/strong><br><span style=\"font-size:12px;\">13\u00d713\u308432\u00d732\u306e<br>\u683c\u5b50\u72b6\u306b\u5206\u5272<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u2461\u5404\u30b0\u30ea\u30c3\u30c9\u3067\u4e88\u6e2c<\/strong><br><span style=\"font-size:12px;\">\u7269\u4f53\u306e\u4f4d\u7f6e(BB)\u30fb<br>\u4fe1\u983c\u5ea6\u30fb\u30af\u30e9\u30b9\u3092\u63a8\u5b9a<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u2462NMS\u3067\u91cd\u8907\u9664\u53bb<\/strong><br><span style=\"font-size:12px;\">\u4fe1\u983c\u5ea6\u306e\u4f4e\u3044BB\u3092<br>\u524a\u9664\u3057\u3066\u6700\u7d42\u51fa\u529b<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u2463\u7d50\u679c\u3092\u91cd\u7573\u8868\u793a<\/strong><br><span style=\"font-size:12px;\">\u5143\u753b\u50cf\u306bBB\u3068<br>\u30e9\u30d9\u30eb\u3092\u63cf\u753b<\/span><\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">3-1. \u30b0\u30ea\u30c3\u30c9\u5206\u5272\uff08Grid Division\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u306f\u307e\u305a\u5165\u529b\u753b\u50cf\u3092S\u00d7S\u306e\u30b0\u30ea\u30c3\u30c9\uff08\u683c\u5b50\uff09\u306b\u5206\u5272\u3057\u307e\u3059\u3002\u4f8b\u3048\u307013\u00d713\u30b0\u30ea\u30c3\u30c9\u306a\u3089169\u500b\u306e\u683c\u5b50\u306b\u5206\u3051\u307e\u3059\u3002\u5404\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u304c\u300c\u3053\u306e\u30bb\u30eb\u306e\u4e2d\u5fc3\u306b\u3042\u308b\u7269\u4f53\u3092\u62c5\u5f53\u3059\u308b\u300d\u3068\u3044\u3046\u8cac\u4efb\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\uff08Grid Cell\uff09<\/strong>\uff1aYOLO\u304c\u753b\u50cf\u3092\u5206\u5272\u3059\u308b\u683c\u5b50\u306e1\u30de\u30b9\u3002\u5404\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u306f\u300c\u81ea\u5206\u306e\u30bb\u30eb\u5185\u306b\u7269\u4f53\u306e\u4e2d\u5fc3\u70b9\u304c\u3042\u308c\u3070\u3001\u305d\u306e\u7269\u4f53\u3092\u691c\u51fa\u3059\u308b\u8cac\u4efb\u3092\u6301\u3064\u300d\u3002\u4f8b\u3048\u307013\u00d713\u30b0\u30ea\u30c3\u30c9\u3067\u306f169\u500b\u306e\u30bb\u30eb\u304c\u4e26\u884c\u3057\u3066169\u901a\u308a\u306e\u7269\u4f53\u5019\u88dc\u3092\u540c\u6642\u4e88\u6e2c\u3059\u308b\u3002\u3053\u308c\u304c\u300c\u4e00\u5ea6\u3067\u8907\u6570\u7269\u4f53\u3092\u540c\u6642\u691c\u51fa\u3067\u304d\u308b\u300d\u7406\u7531\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">3-2. \u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u3068\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5404\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u306fB\u500b\u306e<strong>\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\uff08Bounding Box\uff09<\/strong>\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u3068\u306f\u3001\u7269\u4f53\u3092\u56f2\u3080\u56db\u89d2\u5f62\u306e\u67a0\u306e\u3053\u3068\u3067\u3001\u300c\u3069\u3053\u306b\u300d\u300c\u3069\u308c\u304f\u3089\u3044\u306e\u5927\u304d\u3055\u3067\u300d\u7269\u4f53\u304c\u3042\u308b\u304b\u3092\u8868\u3057\u307e\u3059\u3002\u5404\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u306b\u306f<strong>\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\uff08Confidence Score\uff09<\/strong>\u304c\u4ed8\u304d\u3001\u300c\u672c\u5f53\u306b\u3053\u3053\u306b\u7269\u4f53\u304c\u3042\u308b\u304b\u300d\u306e\u78ba\u304b\u3089\u3057\u3055\u30920\u301c1\u3067\u8868\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\uff08Bounding Box\uff09<\/strong>\uff1a\u7269\u4f53\u691c\u51fa\u3067\u7269\u4f53\u3092\u56f2\u3080\u56db\u89d2\u5f62\u306e\u67a0\u3002YOLO\u3067\u306f\u5404\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u304cB\u500b\u306e\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u3092\u4e88\u6e2c\u3057\u3001\u305d\u308c\u305e\u308c\u306b\u300c\u4e2d\u5fc3\u5ea7\u6a19(x,y)\u30fb\u5e45\u30fb\u9ad8\u3055\u30fb\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\u300d\u306e5\u3064\u306e\u5024\u304c\u4ed8\u304f\u3002\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\u306f\u300c\u3053\u306e\u67a0\u306e\u4e2d\u306b\u7269\u4f53\u304c\u5b58\u5728\u3057\u3001\u6b63\u78ba\u306b\u56f2\u3081\u3066\u3044\u308b\u78ba\u7387\u300d\u3092\u8868\u3059\u3002\u6700\u7d42\u7684\u306b\u4fe1\u983c\u5ea6\u304c\u4e00\u5b9a\u95be\u5024\u4ee5\u4e0a\u306e\u30dc\u30c3\u30af\u30b9\u3060\u3051\u304c\u51fa\u529b\u3055\u308c\u308b\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">3-3. \u30af\u30e9\u30b9\u78ba\u7387\u3068NMS\uff08\u975e\u6700\u5927\u5024\u6291\u5236\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5404\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u306f\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u306b\u52a0\u3048\u3066\u3001<strong>\u30af\u30e9\u30b9\u78ba\u7387\uff08Class Probabilities\uff09<\/strong>\u3082\u4e88\u6e2c\u3057\u307e\u3059\u3002\u300c\u3053\u306e\u7269\u4f53\u306f\u4eba\u304b\uff0885%\uff09\u3001\u8eca\u304b\uff0810%\uff09\u3001\u81ea\u8ee2\u8eca\u304b\uff085%\uff09\u300d\u3068\u3044\u3046\u78ba\u7387\u5206\u5e03\u3067\u3059\u3002\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\u3068\u30af\u30e9\u30b9\u78ba\u7387\u3092\u639b\u3051\u5408\u308f\u305b\u305f\u5024\u304c\u4e00\u5b9a\u95be\u5024\u3092\u8d85\u3048\u305f\u5834\u5408\u306e\u307f\u3001\u7269\u4f53\u3068\u3057\u3066\u691c\u51fa\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\u306b<strong>NMS\uff08Non-Maximum Suppression\uff1a\u975e\u6700\u5927\u5024\u6291\u5236\uff09<\/strong>\u3068\u3044\u3046\u51e6\u7406\u3067\u3001\u540c\u3058\u7269\u4f53\u306b\u5bfe\u3057\u3066\u8907\u6570\u306e\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u304c\u51fa\u305f\u5834\u5408\u306b\u6700\u3082\u4fe1\u983c\u5ea6\u304c\u9ad8\u3044\u3082\u306e\u3060\u3051\u3092\u6b8b\u3057\u3001\u91cd\u8907\u3092\u9664\u53bb\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u300c1\u3064\u306e\u8eca\u304c2\u3064\u306e\u30dc\u30c3\u30af\u30b9\u3067\u691c\u51fa\u3055\u308c\u308b\u300d\u3068\u3044\u3046\u4e8c\u91cd\u691c\u51fa\u3092\u9632\u304e\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>NMS\uff08Non-Maximum Suppression\uff1a\u975e\u6700\u5927\u5024\u6291\u5236\uff09<\/strong>\uff1a\u7269\u4f53\u691c\u51fa\u306e\u5f8c\u51e6\u7406\u3002\u540c\u3058\u7269\u4f53\u306b\u5bfe\u3057\u3066\u8907\u6570\u306e\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u304c\u91cd\u8907\u3057\u3066\u51fa\u529b\u3055\u308c\u305f\u5834\u5408\u3001\u6700\u3082\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\u304c\u9ad8\u3044\u30dc\u30c3\u30af\u30b9\u306e\u307f\u3092\u6b8b\u3057\u3001\u305d\u308c\u3068\u5927\u304d\u304f\u91cd\u306a\u308b\u4ed6\u306e\u30dc\u30c3\u30af\u30b9\u3092\u524a\u9664\u3059\u308b\u51e6\u7406\u3002\u300c\u540c\u3058\u7269\u4f53\u3092\u4e8c\u91cd\u30ab\u30a6\u30f3\u30c8\u3057\u306a\u3044\u300d\u305f\u3081\u306e\u5fc5\u9808\u30b9\u30c6\u30c3\u30d7\u3002IoU\uff08Intersection over Union\uff1a\u91cd\u306a\u308a\u7387\uff09\u3092\u4f7f\u3063\u3066\u91cd\u8907\u5224\u5b9a\u3092\u884c\u3046\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"balloon-wrap\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/ceo-sugasawa.jpg\" alt=\"\u4ee3\u8868\u83c5\u6fa4\">\n    <span class=\"balloon-name\">\u4ee3\u8868\u83c5\u6fa4<\/span>\n  <\/div>\n  <div class=\"balloon-body\">YOLO\u306e\u4ed5\u7d44\u307f\u3092\u5de5\u5834\u306e\u54c1\u8cea\u691c\u67fb\u30e9\u30a4\u30f3\u306b\u4f8b\u3048\u308b\u3068\u3001\u300c1\u679a\u306e\u5199\u771f\u3092169\u4eba\u306e\u691c\u67fb\u54e1\u304c\u540c\u6642\u306b\u898b\u3066\u3001\u5404\u81ea\u306e\u62c5\u5f53\u7bc4\u56f2\u3092\u8abf\u3079\u308b\u300d\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002\u5168\u54e1\u304c\u540c\u6642\u306b\u52d5\u304f\u304b\u3089\u901f\u3044\u3002\u305d\u3057\u3066NMS\u304c\u300c\u540c\u3058\u50b7\u30922\u4eba\u304c\u5225\u3005\u306b\u5831\u544a\u3057\u305f\u30891\u3064\u306b\u307e\u3068\u3081\u308b\u300d\u4fc2\u9577\u306e\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-yolo-object-detection-2&#038;blog_slug=cc-yolo-object-detection-2\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-yolo-object-detection-2&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-04\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">04<\/span>\n  <span class=\"section-label\" style=\"display:block;\">ADVANTAGES<\/span>\n  <span class=\"section-title\" style=\"display:block;\">YOLO\u306e\u30e1\u30ea\u30c3\u30c8\uff1a\u9ad8\u901f\u6027\u30fb\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u30fb\u6c4e\u7528\u6027<\/span>\n  <span class=\"section-desc\">\u300c\u901f\u3055\u300d\u304c\u751f\u307f\u51fa\u3059\u65b0\u3057\u3044\u30d3\u30b8\u30cd\u30b9\u53ef\u80fd\u6027<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u304c\u5e83\u304f\u63a1\u7528\u3055\u308c\u308b\u7406\u7531\u3068\u306a\u3063\u3066\u3044\u308b\u30e1\u30ea\u30c3\u30c8\u3092\u5177\u4f53\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4-1. \u30e1\u30ea\u30c3\u30c8\u2460\uff1a\u5727\u5012\u7684\u306a\u51e6\u7406\u901f\u5ea6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u306e\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f<strong>\u51e6\u7406\u901f\u5ea6<\/strong>\u3067\u3059\u3002\u521d\u4ee3YOLO\u3067\u753b\u50cf1\u679a\u3042\u305f\u308a\u7d0422\u30df\u30ea\u79d2\uff08\u6bce\u79d245\u30d5\u30ec\u30fc\u30e0\uff09\u3001\u6700\u65b0\u306eYOLOv8\/v9\u3067\u306f\u6bce\u79d2100\u301c300\u30d5\u30ec\u30fc\u30e0\u3092\u8d85\u3048\u308b\u51e6\u7406\u901f\u5ea6\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u624b\u6cd5<\/th><th>1\u679a\u306e\u51e6\u7406\u901f\u5ea6<\/th><th>FPS\uff08\u6bce\u79d2\u30d5\u30ec\u30fc\u30e0\uff09<\/th><th>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5bfe\u5fdc<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6<\/td><td>\u6570\u79d2\u301c\u6570\u5341\u79d2<\/td><td>1\u4ee5\u4e0b<\/td><td>\u4e0d\u53ef<\/td><\/tr>\n<tr><td>Faster R-CNN<\/td><td>\u7d04200ms<\/td><td>5fps<\/td><td>\u56f0\u96e3<\/td><\/tr>\n<tr><td>YOLO v1\uff082016\uff09<\/td><td>\u7d0422ms<\/td><td>45fps<\/td><td>\u53ef\u80fd<\/td><\/tr>\n<tr><td>YOLOv8\uff082023\uff09<\/td><td>1\u301c5ms<\/td><td>200\u301c1000fps<\/td><td>\u53ef\u80fd\uff08\u9ad8\u901fGPU\u4f7f\u7528\uff09<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<h3 class=\"wp-block-heading\">4-2. \u30e1\u30ea\u30c3\u30c8\u2461\uff1a\u5168\u4f53\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u6d3b\u7528\u3057\u305f\u7cbe\u5ea6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u306f\u30b0\u30ea\u30c3\u30c9\u4e88\u6e2c\u6642\u306b<strong>\u753b\u50cf\u5168\u4f53\u3092\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u300c\u898b\u3066\u300d\u304b\u3089\u51e6\u7406\u3059\u308b<\/strong>\u305f\u3081\u3001\u300c\u5468\u8fba\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u300d\u3092\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6\u65b9\u5f0f\u3067\u306f\u300c\u7a7a\u306e\u9752\u3044\u90e8\u5206\u3092\u9ce5\u3068\u8aa4\u691c\u77e5\u3059\u308b\u300d\u554f\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3001YOLO\u306f\u753b\u50cf\u5168\u4f53\u3092\u898b\u308b\u3053\u3068\u3067\u300c\u3053\u3053\u306f\u7a7a\u3067\u3001\u7269\u4f53\u3067\u306f\u306a\u3044\u300d\u3068\u6587\u8108\u7684\u306b\u5224\u65ad\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Faster R-CNN\u306b\u6bd4\u3079\u3066YOLO\u306f<strong>\u80cc\u666f\u8aa4\u691c\u77e5\uff08False Positive\uff09\u304c\u5c11\u306a\u3044<\/strong>\u3068\u3044\u3046\u7279\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u7279\u306b\u300c\u8aa4\u691c\u77e5\u304c\u591a\u3044\u3068\u4f7f\u3044\u7269\u306b\u306a\u3089\u306a\u3044\u300d\u9632\u72af\u30b7\u30b9\u30c6\u30e0\u3084\u5de5\u5834\u691c\u67fb\u3067\u306e\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4-3. \u30e1\u30ea\u30c3\u30c8\u2462\uff1a\u6c4e\u7528\u6027\u3068\u8ee2\u79fb\u5b66\u7fd2\u306e\u5bb9\u6613\u3055<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u306f\u300c\u4eba\u300d\u300c\u8eca\u300d\u300c\u72ac\u300d\u306e\u3088\u3046\u306a\u4e00\u822c\u7684\u306a\u7269\u4f53\u304b\u3089\u3001\u300c\u88fd\u54c1\u306e\u50b7\u300d\u300c\u533b\u7642\u753b\u50cf\u306e\u75c5\u5de3\u300d\u300c\u8fb2\u4f5c\u7269\u306e\u5bb3\u866b\u300d\u306e\u3088\u3046\u306a\u5c02\u9580\u7684\u306a\u7269\u4f53\u307e\u3067\u3001<strong>\u69d8\u3005\u306a\u30c9\u30e1\u30a4\u30f3\u306b\u5fdc\u7528\u3067\u304d\u308b\u6c4e\u7528\u6027<\/strong>\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u306b\u81ea\u793e\u306e\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u5b66\u7fd2\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u3059\u308b\u3053\u3068\u3067\u3001\u6bd4\u8f03\u7684\u5c11\u306a\u3044\u30c7\u30fc\u30bf\u304b\u3089\u5b9f\u7528\u7684\u306a\u691c\u51fa\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u8ee2\u79fb\u5b66\u7fd2\u306e\u6c4e\u7528\u6027\u3092\u4f8b\u3048\u308b\u3068\u3001YOLO\u306f\u300c\u5927\u91cf\u306e\u4e00\u822c\u77e5\u8b58\u3092\u6301\u3064\u65b0\u5352\u793e\u54e1\u300d\u3067\u3059\u3002\u300c\u8eca\u30fb\u4eba\u30fb\u4fe1\u53f7\u300d\u3092\u898b\u5206\u3051\u308b\u57fa\u790e\u80fd\u529b\u3092\u6301\u3063\u305f\u72b6\u614b\u3067\u5165\u793e\u3057\u3001\u300c\u81ea\u793e\u306e\u88fd\u54c1\u306e\u50b7\u3092\u898b\u5206\u3051\u308b\u300d\u7814\u4fee\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u3092\u6570\u5341\u6642\u9593\u53d7\u3051\u308c\u3070\u5373\u6226\u529b\u306b\u306a\u308b\u2014\u2014\u305d\u3046\u3044\u3046\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<\/div>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-yolo-object-detection-2&#038;blog_slug=cc-yolo-object-detection-2\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-yolo-object-detection-2&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-05\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">05<\/span>\n  <span class=\"section-label\" style=\"display:block;\">DISADVANTAGES<\/span>\n  <span class=\"section-title\" style=\"display:block;\">YOLO\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u30fb\u9650\u754c\u3068\u5bfe\u51e6\u6cd5<\/span>\n  <span class=\"section-desc\">\u901f\u3055\u3068\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3067\u751f\u307e\u308c\u308b\u8ab2\u984c<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u306b\u306f\u660e\u78ba\u306a\u30c7\u30e1\u30ea\u30c3\u30c8\u30fb\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3092\u7406\u89e3\u3057\u305f\u4e0a\u3067\u4f7f\u308f\u306a\u3044\u3068\u3001\u300c\u671f\u5f85\u3057\u305f\u7cbe\u5ea6\u304c\u51fa\u306a\u3044\u300d\u3068\u3044\u3046\u4e8b\u614b\u306b\u306a\u308a\u304b\u306d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5-1. \u30c7\u30e1\u30ea\u30c3\u30c8\u2460\uff1a\u5c0f\u3055\u306a\u7269\u4f53\u306e\u691c\u51fa\u304c\u82e6\u624b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u306e\u30b0\u30ea\u30c3\u30c9\u30d9\u30fc\u30b9\u306e\u8a2d\u8a08\u3067\u306f\u3001<strong>\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u3088\u308a\u5c0f\u3055\u306a\u7269\u4f53\u306e\u691c\u51fa\u7cbe\u5ea6\u304c\u4f4e\u3044<\/strong>\u3068\u3044\u3046\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u9060\u304f\u306b\u3044\u308b\u4eba\u3084\u3001\u753b\u50cf\u5185\u306e\u5c0f\u3055\u306a\u6587\u5b57\u30fb\u7d30\u304b\u3044\u30d1\u30fc\u30c4\u306e\u691c\u51fa\u306f\u4e0d\u5f97\u610f\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001YOLOv3\u4ee5\u964d\u3067\u306f\u30de\u30eb\u30c1\u30b9\u30b1\u30fc\u30eb\u4e88\u6e2c\uff08\u7570\u306a\u308b\u30b5\u30a4\u30ba\u306e\u30b0\u30ea\u30c3\u30c9\u3092\u8907\u6570\u4f7f\u7528\uff09\u3092\u5c0e\u5165\u3057\u3001\u5c0f\u7269\u4f53\u306e\u691c\u51fa\u7cbe\u5ea6\u304c\u5927\u5e45\u306b\u6539\u5584\u3055\u308c\u307e\u3057\u305f\u3002\u305d\u308c\u3067\u3082\u6975\u7aef\u306b\u5c0f\u3055\u306a\u7269\u4f53\uff08\u753b\u50cf\u5168\u4f53\u306e1%\u4ee5\u4e0b\u306e\u30b5\u30a4\u30ba\uff09\u306e\u691c\u51fa\u306f\u73fe\u5728\u3067\u3082\u8ab2\u984c\u3068\u3057\u3066\u6b8b\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5-2. \u30c7\u30e1\u30ea\u30c3\u30c8\u2461\uff1a1\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u30671\u30af\u30e9\u30b9\u3057\u304b\u691c\u51fa\u3067\u304d\u306a\u3044\u5236\u7d04<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u521d\u4ee3YOLO\u306e\u8a2d\u8a08\u3067\u306f\u3001<strong>1\u3064\u306e\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u3067\u691c\u51fa\u3067\u304d\u308b\u7269\u4f53\u30af\u30e9\u30b9\u306f1\u7a2e\u985e\u3060\u3051<\/strong>\u3068\u3044\u3046\u5236\u7d04\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u3064\u307e\u308a\u300c\u540c\u3058\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u5185\u306b\u8907\u6570\u306e\u7570\u306a\u308b\u7a2e\u985e\u306e\u7269\u4f53\u304c\u91cd\u306a\u3063\u3066\u3044\u308b\u300d\u5834\u5408\u3001\u4e00\u65b9\u3057\u304b\u691c\u51fa\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306f\u4eba\u6df7\u307f\u306e\u3088\u3046\u306a\u300c\u5bc6\u96c6\u3057\u305f\u5834\u9762\u300d\u3067\u306e\u7cbe\u5ea6\u4f4e\u4e0b\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001YOLOv2\u4ee5\u964d\u3067\u6539\u5584\u304c\u52a0\u3048\u3089\u308c\u3066\u304a\u308a\u3001\u6700\u65b0\u7248\u3067\u306f\u30a2\u30f3\u30ab\u30fc\u30dc\u30c3\u30af\u30b9\uff08Anchor Box\uff09\u3068\u3044\u3046\u4ed5\u7d44\u307f\u3092\u4f7f\u3063\u30661\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u3067\u8907\u6570\u306e\u7269\u4f53\u3092\u691c\u51fa\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u30a2\u30f3\u30ab\u30fc\u30dc\u30c3\u30af\u30b9\uff08Anchor Box\uff09<\/strong>\uff1aYOLOv2\u4ee5\u964d\u3067\u5c0e\u5165\u3055\u308c\u305f\u4ed5\u7d44\u307f\u3002\u5404\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u306b\u5bfe\u3057\u3066\u3042\u3089\u304b\u3058\u3081\u8907\u6570\u306e\u300c\u57fa\u6e96\u30b5\u30a4\u30ba\u306e\u67a0\uff08\u30a2\u30f3\u30ab\u30fc\uff09\u300d\u3092\u7528\u610f\u3057\u3001\u5404\u30a2\u30f3\u30ab\u30fc\u306b\u5bfe\u3057\u3066\u72ec\u7acb\u3057\u3066\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u3067\u30011\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u3067\u8907\u6570\u306e\u7269\u4f53\u3092\u691c\u51fa\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u6280\u8853\u3002\u300c\u7d30\u9577\u3044\u7269\u4f53\uff08\u4eba\uff09\u300d\u3068\u300c\u6a2a\u9577\u306e\u7269\u4f53\uff08\u8eca\uff09\u300d\u306e\u3088\u3046\u306a\u5f62\u72b6\u306e\u9055\u3046\u7269\u4f53\u3082\u540c\u3058\u30bb\u30eb\u3067\u691c\u51fa\u53ef\u80fd\u306b\u306a\u3063\u305f\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">5-3. \u30c7\u30e1\u30ea\u30c3\u30c8\u2462\uff1aFaster R-CNN\u306b\u6bd4\u3079\u3066\u7cbe\u5ea6\u304c\u4f4e\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u901f\u5ea6\u3092\u512a\u5148\u3057\u305f\u8a2d\u8a08\u306e\u4ee3\u511f\u3068\u3057\u3066\u3001<strong>\u7d14\u7c8b\u306a\u7cbe\u5ea6\uff08mAP: mean Average Precision\uff09\u3067\u306fFaster R-CNN\u3092\u4e0b\u56de\u308b\u30b1\u30fc\u30b9\u304c\u591a\u3044<\/strong>\u3067\u3059\u3002\u7279\u306b\u521d\u4ee3YOLO\u306f\u3001\u7cbe\u5ea6\u3088\u308a\u3082\u901f\u5ea6\u3092\u91cd\u8996\u3057\u305f\u8a2d\u8a08\u306e\u305f\u3081\u3001\u7cbe\u5bc6\u306a\u5883\u754c\u7dda\u304c\u5fc5\u8981\u306a\u533b\u7642\u753b\u50cf\u8a3a\u65ad\u3084\u9ad8\u89e3\u50cf\u5ea6\u306e\u5c0f\u7269\u4f53\u691c\u51fa\u3067\u306f\u7cbe\u5ea6\u304c\u4e0d\u8db3\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>YOLO\u3068Faster R-CNN\u306e\u6bd4\u8f03<\/th><th>YOLO\u7cfb\uff081-Stage\uff09<\/th><th>Faster R-CNN\u7cfb\uff082-Stage\uff09<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u51e6\u7406\u901f\u5ea6<\/td><td>\u2605\u2605\u2605\u2605\u2605\uff08\u9ad8\u901f\uff09<\/td><td>\u2605\u2605\uff08\u4f4e\u901f\uff09<\/td><\/tr>\n<tr><td>\u7cbe\u5ea6\uff08mAP\uff09<\/td><td>\u2605\u2605\u2605\u301c\u2605\u2605\u2605\u2605\uff08\u30d0\u30fc\u30b8\u30e7\u30f3\u4f9d\u5b58\uff09<\/td><td>\u2605\u2605\u2605\u2605\u2605\uff08\u9ad8\u7cbe\u5ea6\uff09<\/td><\/tr>\n<tr><td>\u5c0f\u7269\u4f53\u691c\u51fa<\/td><td>\u2605\u2605\u2605\uff08v3\u4ee5\u964d\u6539\u5584\uff09<\/td><td>\u2605\u2605\u2605\u2605<\/td><\/tr>\n<tr><td>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5bfe\u5fdc<\/td><td>\u2605\u2605\u2605\u2605\u2605<\/td><td>\u2605\uff08\u56f0\u96e3\uff09<\/td><\/tr>\n<tr><td>\u5c0e\u5165\u30fb\u5b9f\u88c5\u306e\u5bb9\u6613\u3055<\/td><td>\u2605\u2605\u2605\u2605\uff08\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5145\u5b9f\uff09<\/td><td>\u2605\u2605\u2605<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<div style=\"background:#fef2f2;border:2px solid #dc2626;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:20px;\">&#9888;&#65039;<\/span>\n    <strong style=\"color:#dc2626;font-size:16px;\">\u300cYOLO\u306f\u4e07\u80fd\u300d\u3067\u306f\u306a\u3044<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">\u300c\u901f\u3044\u304b\u3089\u5168\u90e8YOLO\u3067\u3044\u3044\u300d\u3068\u3044\u3046\u5224\u65ad\u306f\u5371\u967a\u3067\u3059\u3002\u7279\u306b\u533b\u7642\u753b\u50cf\u8a3a\u65ad\u306e\u3088\u3046\u306b\u300c\u8aa4\u691c\u77e5\u304c\u547d\u53d6\u308a\u306b\u306a\u308b\u30b1\u30fc\u30b9\u300d\u3084\u300c\u6975\u7aef\u306b\u5c0f\u3055\u306a\u7269\u4f53\u3092\u9ad8\u7cbe\u5ea6\u3067\u691c\u51fa\u3057\u305f\u3044\u30b1\u30fc\u30b9\u300d\u3067\u306f\u3001\u51e6\u7406\u901f\u5ea6\u304c\u9045\u304f\u3066\u3082Faster R-CNN\u3084\u5c02\u7528\u30e2\u30c7\u30eb\u3092\u9078\u3076\u3079\u304d\u3067\u3059\u3002\u7528\u9014\u306b\u5fdc\u3058\u305f\u9078\u629e\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-yolo-object-detection-2&#038;blog_slug=cc-yolo-object-detection-2\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-yolo-object-detection-2&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-06\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">06<\/span>\n  <span class=\"section-label\" style=\"display:block;\">USE CASES<\/span>\n  <span class=\"section-title\" style=\"display:block;\">YOLO\u306e\u4e3b\u306a\u6d3b\u7528\u4e8b\u4f8b<\/span>\n  <span class=\"section-desc\">\u81ea\u52d5\u904b\u8ee2\u30fb\u9632\u72af\u30fb\u88fd\u9020\u696d\u30fb\u533b\u7642\u3067\u306e\u5b9f\u8df5\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u306f\u305d\u306e\u9ad8\u901f\u6027\u30fb\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u3092\u6d3b\u304b\u3057\u3066\u3001\u69d8\u3005\u306a\u7523\u696d\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4ee3\u8868\u7684\u306a\u4e8b\u4f8b\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6-1. \u81ea\u52d5\u904b\u8ee2\u30fb\u81ea\u52d5\u30d6\u30ec\u30fc\u30ad\u30b7\u30b9\u30c6\u30e0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u52d5\u904b\u8ee2\u306e\u5206\u91ce\u3067\u306f\u3001\u30ab\u30e1\u30e9\u6620\u50cf\u304b\u3089\u6b69\u884c\u8005\u30fb\u8eca\u30fb\u81ea\u8ee2\u8eca\u30fb\u4fe1\u53f7\u6a5f\u30fb\u6a19\u8b58\u306a\u3069\u3092<strong>\u30df\u30ea\u79d2\u5358\u4f4d\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u691c\u51fa<\/strong>\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002YOLO\u306f\u3053\u306e\u7528\u9014\u306b\u7406\u60f3\u7684\u306a\u901f\u5ea6\u7279\u6027\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"g-flow-row\" style=\"margin:24px 0;\">\n  <div class=\"g-flow-item\"><strong>\u30ab\u30e1\u30e9\u6620\u50cf\u53d6\u5f97<\/strong><br><span style=\"font-size:12px;\">\u6bce\u79d230\u301c60\u30d5\u30ec\u30fc\u30e0<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>YOLO\u7269\u4f53\u691c\u51fa<\/strong><br><span style=\"font-size:12px;\">\u6b69\u884c\u8005\/\u8eca\/\u6a19\u8b58\u3092<br>\u6570ms\u4ee5\u5185\u306b\u8b58\u5225<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u8ddd\u96e2\u30fb\u901f\u5ea6\u63a8\u5b9a<\/strong><br><span style=\"font-size:12px;\">LiDAR\/\u30ec\u30fc\u30c0\u30fc\u3068<br>\u30bb\u30f3\u30b5\u30fc\u30d5\u30e5\u30fc\u30b8\u30e7\u30f3<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u30d6\u30ec\u30fc\u30ad\/\u30b9\u30c6\u30a2\u30ea\u30f3\u30b0<br>\u5236\u5fa1<\/strong><br><span style=\"font-size:12px;\">\u885d\u7a81\u56de\u907f\u30fb\u8eca\u7dda\u7dad\u6301<\/span><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c6\u30b9\u30e9\u3001Waymo\u3001\u30e1\u30fc\u30ab\u30fc\u306e\u5148\u9032\u904b\u8ee2\u652f\u63f4\u30b7\u30b9\u30c6\u30e0\uff08ADAS\uff09\u306a\u3069\u3001\u591a\u304f\u306e\u81ea\u52d5\u904b\u8ee2\u30fb\u81ea\u52d5\u30d6\u30ec\u30fc\u30ad\u30b7\u30b9\u30c6\u30e0\u3067YOLO\u7cfb\u306e\u30e2\u30c7\u30eb\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6-2. \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u9632\u72af\u30ab\u30e1\u30e9\u30b7\u30b9\u30c6\u30e0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9632\u72af\u30ab\u30e1\u30e9\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001YOLO\u3092\u4f7f\u3063\u3066<strong>\u4fb5\u5165\u8005\u30fb\u4e0d\u5be9\u8005\u30fb\u653e\u7f6e\u8377\u7269\u30fb\u6b66\u5668\u306a\u3069\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u81ea\u52d5\u691c\u51fa<\/strong>\u3057\u3001\u30a2\u30e9\u30fc\u30c8\u3092\u767a\u5831\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u304c\u5b9f\u7528\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#fafafa;border-radius:8px;padding:16px 20px;margin:16px 0;border-left:4px solid #dc2626;\">\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u4fb5\u5165\u691c\u77e5<\/strong>\uff1a\u55b6\u696d\u6642\u9593\u5916\u306b\u4eba\u7269\u304c\u9032\u5165\u3057\u305f\u5834\u5408\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30a2\u30e9\u30fc\u30c8<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u4e07\u5f15\u304d\u9632\u6b62<\/strong>\uff1a\u5546\u54c1\u3092\u6301\u3063\u305f\u307e\u307e\u6c7a\u6e08\u305b\u305a\u306b\u51fa\u53e3\u3078\u5411\u304b\u3046\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u306e\u691c\u77e5<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u6df7\u96d1\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/strong>\uff1a\u5e97\u8217\u30fb\u65bd\u8a2d\u306e\u6df7\u96d1\u5ea6\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u8a08\u6e2c\u3057\u3066\u30c7\u30b8\u30bf\u30eb\u30b5\u30a4\u30cd\u30fc\u30b8\u5236\u5fa1<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u9055\u6cd5\u99d0\u8eca\u691c\u77e5<\/strong>\uff1a\u99d0\u8eca\u7981\u6b62\u30a8\u30ea\u30a2\u3078\u306e\u8eca\u4e21\u99d0\u8eca\u3092\u81ea\u52d5\u691c\u77e5\u3057\u3066\u901a\u77e5<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u653e\u7f6e\u8377\u7269\u691c\u77e5<\/strong>\uff1a\u7a7a\u6e2f\u30fb\u99c5\u30fb\u516c\u5171\u65bd\u8a2d\u3067\u306e\u4e0d\u5be9\u306a\u8377\u7269\u306e\u653e\u7f6e\u3092\u81ea\u52d5\u691c\u77e5<\/span><\/div>\n\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">6-3. \u88fd\u9020\u696d\u306e\u5916\u89b3\u691c\u67fb\u30fb\u54c1\u8cea\u7ba1\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u88fd\u9020\u73fe\u5834\u3067\u306f\u3001\u88fd\u54c1\u306e<strong>\u50b7\u30fb\u6b20\u3051\u30fb\u7570\u7269\u30fb\u5857\u88c5\u4e0d\u826f\u306a\u3069\u3092\u9ad8\u901f\u30fb\u9ad8\u7cbe\u5ea6\u3067\u81ea\u52d5\u691c\u67fb<\/strong>\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306bYOLO\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u4eba\u624b\u306b\u3088\u308b\u76ee\u8996\u691c\u67fb\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u691c\u67fb\u54e1\u306e\u75b2\u52b4\u306b\u3088\u308b\u898b\u9003\u3057\u3092\u30bc\u30ed\u306b\u3057\u3001\u691c\u67fb\u901f\u5ea6\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u88fd\u9020\u696d\u3067\u306eYOLO\u6d3b\u7528<\/th><th>\u691c\u51fa\u5bfe\u8c61<\/th><th>\u671f\u5f85\u52b9\u679c<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u96fb\u5b50\u57fa\u677f\u691c\u67fb<\/td><td>\u306f\u3093\u3060\u4e0d\u826f\u30fb\u90e8\u54c1\u6b20\u843d\u30fb\u77ed\u7d61<\/td><td>\u691c\u67fb\u901f\u5ea610\u500d\u30fb\u4e0d\u826f\u6d41\u51fa\u30bc\u30ed<\/td><\/tr>\n<tr><td>\u98df\u54c1\u7570\u7269\u691c\u67fb<\/td><td>\u7570\u7269\u30fb\u8150\u6557\u30fb\u5305\u88c5\u4e0d\u826f<\/td><td>\u6d88\u8cbb\u8005\u30af\u30ec\u30fc\u30e0\u30fb\u56de\u53ce\u30ea\u30b9\u30af\u4f4e\u6e1b<\/td><\/tr>\n<tr><td>\u81ea\u52d5\u8eca\u90e8\u54c1\u691c\u67fb<\/td><td>\u50b7\u30fb\u5909\u5f62\u30fb\u9306\u30fb\u5857\u88c5\u4e0d\u826f<\/td><td>\u691c\u67fb\u54e1\u4e0d\u8db3\u3078\u306e\u5bfe\u5fdc<\/td><\/tr>\n<tr><td>\u85ac\u54c1\u30fb\u533b\u85ac\u54c1\u5305\u88c5<\/td><td>\u7570\u7269\u6df7\u5165\u30fb\u6b20\u3051\u30fb\u5370\u5237\u4e0d\u826f<\/td><td>GMP\u6e96\u62e0\u30fb\u54c1\u8cea\u8a18\u9332\u81ea\u52d5\u5316<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<h3 class=\"wp-block-heading\">6-4. \u9867\u5ba2\u884c\u52d5\u5206\u6790\u3068\u30ea\u30c6\u30fc\u30eb\u30c6\u30c3\u30af<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0f\u58f2\u696d\u3067\u306f\u3001\u5e97\u8217\u30ab\u30e1\u30e9\u6620\u50cf\u304b\u3089<strong>\u9867\u5ba2\u306e\u52d5\u7dda\u30fb\u6ede\u5728\u6642\u9593\u30fb\u5546\u54c1\u3078\u306e\u63a5\u89e6\u884c\u52d5<\/strong>\u306a\u3069\u3092YOLO\u3067\u5206\u6790\u3057\u3001\u9673\u5217\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u6700\u9069\u5316\u3084\u8cfc\u8cb7\u884c\u52d5\u306e\u5206\u6790\u306b\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u65e5\u672c\u3067\u3082\u300c\u7121\u4eba\u30ec\u30b8\u300d\u300c\u30b9\u30de\u30fc\u30c8\u30b9\u30c8\u30a2\u300d\u306e\u6587\u8108\u3067\u3001YOLO\u30d9\u30fc\u30b9\u306e\u9867\u5ba2\u884c\u52d5\u5206\u6790\u304c\u6d3b\u7528\u3055\u308c\u59cb\u3081\u3066\u3044\u307e\u3059\u3002\u300c\u3069\u306e\u68da\u3067\u5ba2\u304c\u6b62\u307e\u308b\u304b\u300d\u300c\u3069\u306e\u5546\u54c1\u3092\u624b\u306b\u53d6\u308b\u304b\u300d\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8a08\u6e2c\u3057\u3066\u58f2\u5834\u8a2d\u8a08\u306b\u53cd\u6620\u3059\u308b\u2014\u2014\u3053\u308c\u304cYOLO\u306e\u65b0\u3057\u3044\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u3067\u3059\u3002<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">6-5. \u533b\u7642\u753b\u50cf\u8a3a\u65ad\u652f\u63f4<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u533b\u7642\u5206\u91ce\u3067\u306f\u3001X\u7dda\u30fbCT\u30fbMRI\u30fb\u5185\u8996\u93e1\u6620\u50cf\u306a\u3069\u306e\u533b\u7642\u753b\u50cf\u304b\u3089<strong>\u816b\u760d\u30fb\u75c5\u5de3\u30fb\u7570\u5e38\u90e8\u4f4d\u3092\u81ea\u52d5\u691c\u51fa<\/strong> \u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306bYOLO\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u300c\u898b\u843d\u3068\u3057\u3092\u6e1b\u3089\u3059\u652f\u63f4\u30c4\u30fc\u30eb\u300d\u3068\u3057\u3066\u3001\u533b\u5e2b\u306e\u8a3a\u65ad\u3092AI\u304c\u88dc\u52a9\u3059\u308b\u5f62\u3067\u306e\u5c0e\u5165\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#fef2f2;border:2px solid #dc2626;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:20px;\">&#9888;&#65039;<\/span>\n    <strong style=\"color:#dc2626;font-size:16px;\">\u533b\u7642\u5229\u7528\u306f\u5fc5\u305a\u533b\u5e2b\u304c\u6700\u7d42\u5224\u65ad<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">\u533b\u7642\u753b\u50cf\u3067\u306eYOLO\u6d3b\u7528\u306f\u300c\u533b\u5e2b\u306e\u8a3a\u65ad\u652f\u63f4\u300d\u304c\u76ee\u7684\u3067\u3059\u3002AI\u306e\u691c\u51fa\u7d50\u679c\u3092\u533b\u5e2b\u306e\u78ba\u8a8d\u306a\u3057\u306b\u6cbb\u7642\u65b9\u91dd\u306b\u4f7f\u3046\u3053\u3068\u306f\u8a31\u53ef\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u307e\u305f\u533b\u7642AI\u306b\u306f\u85ac\u6a5f\u6cd5\u30fb\u533b\u7642\u6a5f\u5668\u8a8d\u8a3c\u304c\u5fc5\u8981\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-yolo-object-detection-2&#038;blog_slug=cc-yolo-object-detection-2\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-yolo-object-detection-2&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-07\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">07<\/span>\n  <span class=\"section-label\" style=\"display:block;\">VERSION COMPARISON<\/span>\n  <span class=\"section-title\" style=\"display:block;\">YOLO\u30d0\u30fc\u30b8\u30e7\u30f3\u6bd4\u8f03\uff08v5\/v7\/v8\/v9\uff09\u3068\u9078\u3073\u65b9<\/span>\n  <span class=\"section-desc\">\u300c\u6700\u65b0\u7248\u304c\u6700\u5f37\u300d\u306f\u6b63\u3057\u3044\u304c\u3001\u7528\u9014\u306b\u3088\u3063\u3066\u9078\u629e\u80a2\u306f\u5909\u308f\u308b<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u306f2016\u5e74\u306ev1\u4ee5\u6765\u3001\u7d99\u7d9a\u7684\u306b\u9032\u5316\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u73fe\u5728\u4e3b\u306b\u4f7f\u308f\u308c\u3066\u3044\u308b\u306e\u306fv5\u301cv9\u3067\u3001\u305d\u308c\u305e\u308c\u7279\u5fb4\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u30d0\u30fc\u30b8\u30e7\u30f3<\/th><th>\u767b\u5834\u5e74<\/th><th>\u4e3b\u306a\u6539\u5584\u70b9<\/th><th>\u63a8\u5968\u7528\u9014<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>YOLOv5<\/td><td>2020<\/td><td>Ultralytics\u958b\u767a\u30fb\u4f7f\u3044\u3084\u3059\u3044API\u3068\u8c4a\u5bcc\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/td><td>\u5165\u9580\u30fb\u6559\u80b2\u30fb\u4e2d\u898f\u6a21\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/td><\/tr>\n<tr><td>YOLOv7<\/td><td>2022<\/td><td>E-ELAN\u30fb\u88dc\u52a9\u30d8\u30c3\u30c9\u30fb\u6700\u9ad8\u30af\u30e9\u30b9\u306e\u7cbe\u5ea6\u901f\u5ea6\u30d0\u30e9\u30f3\u30b9<\/td><td>\u7cbe\u5ea6\u3068\u901f\u5ea6\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u5fc5\u8981\u306a\u7528\u9014<\/td><\/tr>\n<tr><td>YOLOv8<\/td><td>2023<\/td><td>\u7d71\u5408\u578b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fb\u5206\u985e\/\u691c\u51fa\/\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7d71\u4e00<\/td><td>\u73fe\u6642\u70b9\u3067\u306e\u6700\u3082\u4f7f\u3044\u3084\u3059\u3044\u9078\u629e\u80a2<\/td><\/tr>\n<tr><td>YOLOv9<\/td><td>2024<\/td><td>PGI\u30fbGELAN\u30fb\u60c5\u5831\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u554f\u984c\u306e\u89e3\u6c7a<\/td><td>\u6700\u9ad8\u7cbe\u5ea6\u304c\u5fc5\u8981\u306a\u6700\u65b0\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<h3 class=\"wp-block-heading\">7-1. \u521d\u5fc3\u8005\u30fb\u4e2d\u898f\u6a21\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u306fYOLOv8\u304c\u6700\u826f\u306e\u51fa\u767a\u70b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">2024\u301c2026\u5e74\u73fe\u5728\u3001<strong>YOLOv8\uff08Ultralytics\u88fd\uff09<\/strong>\u304c\u6700\u3082\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7406\u7531\u306f\u300c\u7cbe\u5ea6\u3068\u901f\u5ea6\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u826f\u3044\u300d\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u5145\u5b9f\u3057\u3066\u3044\u308b\u300d\u300cPython\u30fbPyTorch\u3067\u4f7f\u3044\u3084\u3059\u3044API\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u300d\u300c\u5206\u985e\u30fb\u7269\u4f53\u691c\u51fa\u30fb\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u7d71\u4e00\u7684\u306b\u6271\u3048\u308b\u300d\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f0fdf4;border:1px solid #22c55e;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:18px;\">&#128161;<\/span>\n    <strong style=\"color:#16a34a;font-size:15px;\">YOLO\u3092\u4f7f\u3046\u306a\u3089\u300cYOLOv8\u304b\u3089\u59cb\u3081\u308b\u300d\u304c\u73fe\u5728\u306e\u6700\u5584\u7b56<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">\u591a\u304f\u306e\u672c\u756a\u30b7\u30b9\u30c6\u30e0\u3067YOLOv8\u304c\u63a1\u7528\u3055\u308c\u3066\u304a\u308a\u3001Hugging Face\u30fbGoogle Colab\u30fb\u30af\u30e9\u30a6\u30c9GPU\u3068\u306e\u9023\u643a\u3082\u5145\u5b9f\u3057\u3066\u3044\u307e\u3059\u3002\u6700\u65b0\u7248\u306ev9\u306f\u7cbe\u5ea6\u3067\u4e0a\u56de\u308a\u307e\u3059\u304c\u3001\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u30b5\u30dd\u30fc\u30c8\u306e\u5145\u5b9f\u5ea6\u3067\u306fv8\u304c\u512a\u4f4d\u3067\u3059\u3002\u300c\u6700\u9ad8\u7cbe\u5ea6\u304c\u5fc5\u8981\u3067\u306a\u3051\u308c\u3070v8\u300d\u3068\u3044\u3046\u9078\u629e\u304c\u5b89\u5168\u3067\u3059\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">7-2. \u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u624b\u8efd\u306bYOLO\u7d1a\u306e\u6a5f\u80fd\u3092\u4f7f\u3046<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">YOLO\u3092\u81ea\u793e\u3067\u5b66\u7fd2\u30fb\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u306b\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u3044\u306a\u3044\u4f01\u696d\u5411\u3051\u306b\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u30b5\u30fc\u30d3\u30b9\u3068\u3044\u3046\u9078\u629e\u80a2\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9<\/th><th>\u7279\u5fb4<\/th><th>\u5411\u3044\u3066\u3044\u308b\u30b1\u30fc\u30b9<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>AWS Rekognition<\/td><td>S3\u3068\u306e\u7d71\u5408\u30fb\u30e9\u30d9\u30eb\u691c\u51fa\u30fb\u9854\u8a8d\u8b58<\/td><td>AWS\u3092\u4f7f\u3063\u3066\u3044\u308b\u30b7\u30b9\u30c6\u30e0<\/td><\/tr>\n<tr><td>Google Cloud Vision API<\/td><td>\u7269\u4f53\u691c\u51fa\u30fbOCR\u30fb\u30e9\u30f3\u30c9\u30de\u30fc\u30af\u8a8d\u8b58<\/td><td>GCP\u30e6\u30fc\u30b6\u30fc\u30fb\u9ad8\u7cbe\u5ea6OCR\u304c\u5fc5\u8981<\/td><\/tr>\n<tr><td>Azure Computer Vision<\/td><td>Microsoft\u88fd\u54c1\u3068\u306e\u7d71\u5408\u30fbCustom Vision<\/td><td>Azure\u30e6\u30fc\u30b6\u30fc\u30fbOffice\u9023\u643a<\/td><\/tr>\n<tr><td>Roboflow<\/td><td>YOLO\u306b\u7279\u5316\u3057\u305f\u5b66\u7fd2\u30fb\u30c7\u30d7\u30ed\u30a4\u57fa\u76e4<\/td><td>YOLO\u3092\u4f7f\u3044\u305f\u3044\u304c\u5b66\u7fd2\u74b0\u5883\u3092\u6301\u3066\u306a\u3044<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-yolo-object-detection-2&#038;blog_slug=cc-yolo-object-detection-2\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-yolo-object-detection-2&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-08\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">08<\/span>\n  <span class=\"section-label\" style=\"display:block;\">YOLO VS FASTER RCNN<\/span>\n  <span class=\"section-title\" style=\"display:block;\">YOLO vs Faster R-CNN\uff1a\u7528\u9014\u5225\u306e\u4f7f\u3044\u5206\u3051\u5224\u65ad\u57fa\u6e96<\/span>\n  <span class=\"section-desc\">\u300c\u901f\u3055\u304b\u7cbe\u5ea6\u304b\u300d\u3068\u3044\u3046\u4e8c\u629e\u3092\u8d85\u3048\u305f\u9078\u629e\u57fa\u6e96<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u7d42\u7684\u306b\u300cYOLO\u3092\u4f7f\u3046\u3079\u304d\u304b\u3001Faster R-CNN\uff08\u307e\u305f\u306f\u4ed6\u306e\u9ad8\u7cbe\u5ea62-Stage\u691c\u51fa\u5668\uff09\u3092\u4f7f\u3046\u3079\u304d\u304b\u300d\u3068\u3044\u3046\u5224\u65ad\u57fa\u6e96\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u5224\u65ad\u8ef8<\/th><th>YOLO\uff081-Stage\uff09\u304c\u512a\u4f4d<\/th><th>Faster R-CNN\uff082-Stage\uff09\u304c\u512a\u4f4d<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406<\/td><td>\u5fc5\u8981\uff08\u76e3\u8996\u30ab\u30e1\u30e9\u30fb\u81ea\u52d5\u904b\u8ee2\u30fb\u5de5\u5834\u30e9\u30a4\u30f3\uff09<\/td><td>\u4e0d\u8981\uff08\u30d0\u30c3\u30c1\u51e6\u7406\u30fb\u5199\u771f\u5358\u4f53\u306e\u5206\u6790\uff09<\/td><\/tr>\n<tr><td>\u7cbe\u5ea6\u8981\u6c42<\/td><td>\u5b9f\u7528\u7684\u7cbe\u5ea6\u3067OK\uff08\u9632\u72af\u30fb\u7269\u6d41\uff09<\/td><td>\u6700\u9ad8\u7cbe\u5ea6\u304c\u5fc5\u8981\uff08\u533b\u7642\u753b\u50cf\u30fb\u7cbe\u5bc6\u691c\u67fb\uff09<\/td><\/tr>\n<tr><td>\u7269\u4f53\u30b5\u30a4\u30ba<\/td><td>\u4e2d\u301c\u5927\u30b5\u30a4\u30ba\u306e\u7269\u4f53\u304c\u591a\u3044<\/td><td>\u6975\u5c0f\u7269\u4f53\u30fb\u5bc6\u96c6\u3057\u305f\u7269\u4f53<\/td><\/tr>\n<tr><td>\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9<\/td><td>\u5c0f\u301c\u4e2d\u898f\u6a21GPU\u30fb\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u5bfe\u5fdc<\/td><td>\u9ad8\u6027\u80fdGPU\u63a8\u5968<\/td><\/tr>\n<tr><td>\u958b\u767a\u901f\u5ea6<\/td><td>\u65e9\u304f\u8a66\u3057\u305f\u3044\u30fb\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7<\/td><td>\u7cbe\u5ea6\u3092\u5fb9\u5e95\u7684\u306b\u8ffd\u3044\u8fbc\u307f\u305f\u3044<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<div style=\"background:linear-gradient(135deg,#1a1a1a,#1a2520);border-radius:12px;padding:20px 24px;margin:24px 0;display:flex;align-items:center;gap:16px;color:#fff;\">\n  <span style=\"font-size:36px;\">&#127942;<\/span>\n  <div>\n    <div style=\"font-size:13px;color:#10b981;font-weight:700;letter-spacing:1px;\">VERDICT<\/div>\n    <div style=\"font-size:18px;font-weight:800;\">YOLO \u306b\u8ecd\u914d<\/div>\n    <div style=\"font-size:14px;color:rgba(255,255,255,0.7);margin-top:4px;\">\u6c4e\u7528\u6027\u30fb\u901f\u5ea6\u30fb\u5c0e\u5165\u5bb9\u6613\u6027\u306e\u3059\u3079\u3066\u3067YOLO\u304c\u512a\u4f4d\u3002\u9ad8\u7cbe\u5ea6\u304c\u7d76\u5bfe\u8981\u4ef6\u306e\u533b\u7642\u30fb\u7cbe\u5bc6\u691c\u67fb\u306e\u307fFaster R-CNN\u7b49\u3092\u691c\u8a0e\u3002<\/div>\n  <\/div>\n<\/div>\n\n\n\n<div class=\"balloon-wrap\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/ceo-sugasawa.jpg\" alt=\"\u4ee3\u8868\u83c5\u6fa4\">\n    <span class=\"balloon-name\">\u4ee3\u8868\u83c5\u6fa4<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u300cYOLO vs Faster R-CNN\u300d\u3068\u3044\u3046\u4e8c\u629e\u306f\u3001\u5b9f\u969b\u306e\u4f01\u696d\u5c0e\u5165\u3067\u306f\u300cYOLO\u3092\u307e\u305a\u8a66\u3057\u3066\u3001\u7cbe\u5ea6\u304c\u8db3\u308a\u306a\u3051\u308c\u3070\u691c\u8a0e\u300d\u3068\u3044\u3046\u9806\u756a\u304c\u6b63\u89e3\u3067\u3059\u3002Faster R-CNN\u306f\u9ad8\u7cbe\u5ea6\u3067\u3059\u304c\u3001\u5b66\u7fd2\u30fb\u63a8\u8ad6\u30b3\u30b9\u30c8\u30fb\u5b9f\u88c5\u306e\u8907\u96d1\u3055\u304cYOLO\u3088\u308a\u9ad8\u304f\u3001\u591a\u304f\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u306fYOLO\u3067\u5341\u5206\u306a\u7cbe\u5ea6\u304c\u51fa\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">AI\u30ab\u30e1\u30e9\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306e\u5c0e\u5165\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u4f01\u696d\u304b\u3089\u300c\u307e\u305a\u4f55\u3092\u8a66\u305b\u3070\u3044\u3044\u304b\u300d\u3068\u805e\u304b\u308c\u305f\u3089\u3001\u5f0a\u793e\u306f\u300cYOLOv8\u3067\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f5c\u308a\u3001\u5b9f\u969b\u306e\u7cbe\u5ea6\u3092\u6e2c\u5b9a\u3057\u3066\u304b\u3089\u5224\u65ad\u3059\u308b\u300d\u3068\u304a\u4f1d\u3048\u3057\u3066\u3044\u307e\u3059\u3002\u6700\u521d\u304b\u3089\u5b8c\u74a7\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308d\u3046\u3068\u3059\u308b\u3088\u308a\u3001\u5c0f\u3055\u304f\u8a66\u3057\u3066\u691c\u8a3c\u3059\u308b\u65b9\u304c\u5931\u6557\u30ea\u30b9\u30af\u304c\u5c0f\u3055\u3044\u304b\u3089\u3067\u3059\u3002<\/div>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-yolo-object-detection-2&#038;blog_slug=cc-yolo-object-detection-2\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-yolo-object-detection-2&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-09\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">09<\/span>\n  <span class=\"section-label\" style=\"display:block;\">CONCLUSION<\/span>\n  <span class=\"section-title\" style=\"display:block;\">\u307e\u3068\u3081 \u2500\u2500 YOLO\u3068Claude Code\u3067\u5b9f\u73fe\u3059\u308b\u30d3\u30b8\u30e7\u30f3AI\u6d3b\u7528<\/span>\n  <span class=\"section-desc\">\u300c\u30ab\u30e1\u30e9\u3067\u691c\u51fa\u300d\u00d7\u300c\u30c6\u30ad\u30b9\u30c8\u3067\u5224\u65ad\u30fb\u5831\u544a\u300d\u306e\u7d44\u307f\u5408\u308f\u305b<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001YOLO\u306e\u5b9a\u7fa9\u30fb\u7269\u4f53\u691c\u51fa\u306e\u6b74\u53f2\u30fb\u6280\u8853\u7684\u4ed5\u7d44\u307f\u30fb\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u30fb\u6d3b\u7528\u4e8b\u4f8b\u30fb\u30d0\u30fc\u30b8\u30e7\u30f3\u6bd4\u8f03\u30fbFaster R-CNN\u3068\u306e\u4f7f\u3044\u5206\u3051\u307e\u3067\u6574\u7406\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"background:#fafafa;border-radius:8px;padding:16px 20px;margin:16px 0;border-left:4px solid #dc2626;\">\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>YOLO\u306fEnd-to-End\u8a2d\u8a08\u3067Faster R-CNN\u3088\u308a6\u301c7\u500d\u9ad8\u901f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6620\u50cf\u3067\u306e\u7269\u4f53\u691c\u51fa\u3092\u521d\u3081\u3066\u5b9f\u7528\u5316<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>\u30b0\u30ea\u30c3\u30c9\u5206\u5272\u2192\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u4e88\u6e2c\u2192NMS\u3068\u3044\u30463\u30b9\u30c6\u30c3\u30d7\u3067\u300c\u4e00\u5ea6\u306b\u300d\u8907\u6570\u7269\u4f53\u3092\u540c\u6642\u691c\u51fa<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>\u30e1\u30ea\u30c3\u30c8\u306f\u9ad8\u901f\u6027\u30fb\u80cc\u666f\u8aa4\u691c\u77e5\u306e\u5c11\u306a\u3055\u30fb\u8ee2\u79fb\u5b66\u7fd2\u306e\u5bb9\u6613\u3055\u3002\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u5c0f\u7269\u4f53\u691c\u51fa\u7cbe\u5ea6\u30fb\u5bc6\u96c6\u691c\u51fa<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>\u81ea\u52d5\u904b\u8ee2\u30fb\u9632\u72af\u30fb\u88fd\u9020\u54c1\u8cea\u691c\u67fb\u30fb\u9867\u5ba2\u884c\u52d5\u5206\u6790\u30fb\u533b\u7642\u753b\u50cf\u8a3a\u65ad\u306a\u3069\u5e45\u5e83\u3044\u7523\u696d\u3067\u306e\u6d3b\u7528\u304c\u9032\u3080<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>\u73fe\u6642\u70b9\u3067\u306fYOLOv8\u304c\u6700\u3082\u30d0\u30e9\u30f3\u30b9\u3088\u304f\u3001\u521d\u5fc3\u8005\u304b\u3089\u5b9f\u7528\u30b7\u30b9\u30c6\u30e0\u307e\u3067\u5e45\u5e83\u304f\u4f7f\u3048\u308b<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>\u9ad8\u7cbe\u5ea6\u304c\u7d76\u5bfe\u8981\u4ef6\u3067\u306a\u3044\u9650\u308aYOLO\u3001\u7cbe\u5ea6\u6700\u512a\u5148\u306e\u7cbe\u5bc6\u7528\u9014\u306fFaster R-CNN\u7b49\u3092\u9078\u629e<\/span><\/div>\n\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u30ab\u30e1\u30e9\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u6280\u8853\u306e\u5c0e\u5165\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u3001YOLO\u306f\u300c\u6700\u521d\u306b\u8a66\u3059\u3079\u304d\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u300d\u3068\u3057\u3066\u6700\u9069\u306a\u9078\u629e\u80a2\u3067\u3059\u3002<strong>\u307e\u305aYOLOv8\u3067\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f5c\u308a\u3001\u5b9f\u969b\u306e\u73fe\u5834\u30c7\u30fc\u30bf\u3067\u7cbe\u5ea6\u3092\u6e2c\u5b9a\u3057\u3066\u304b\u3089\u6295\u8cc7\u5224\u65ad\u3059\u308b<\/strong>\u2014\u2014\u3053\u308c\u304c2026\u5e74\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u5c0e\u5165\u306e\u6700\u77ed\u30eb\u30fc\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"balloon-wrap\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/ceo-sugasawa.jpg\" alt=\"\u4ee3\u8868\u83c5\u6fa4\">\n    <span class=\"balloon-name\">\u4ee3\u8868\u83c5\u6fa4<\/span>\n  <\/div>\n  <div class=\"balloon-body\">YOLO\u305d\u306e\u3082\u306e\u306f\u76f4\u63a5Claude Code\u3068\u306f\u5225\u306e\u6280\u8853\u3067\u3059\u304c\u3001\u300c\u30ab\u30e1\u30e9\u3067\u7269\u4f53\u3092\u691c\u51fa\u3057\u305f\u30c7\u30fc\u30bf\u3092Claude Code\u3067\u5206\u6790\u30fb\u5831\u544a\u30fb\u30a2\u30af\u30b7\u30e7\u30f3\u5316\u3059\u308b\u300d\u3068\u3044\u3046\u7d44\u307f\u5408\u308f\u305b\u306f\u3001\u5f0a\u793e\u304c\u7279\u306b\u6ce8\u76ee\u3057\u3066\u3044\u308b\u30d3\u30b8\u30e7\u30f3AI\u00d7LLM\u306e\u6d3b\u7528\u30d1\u30bf\u30fc\u30f3\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u5de5\u5834\u30ab\u30e1\u30e9\u304cYOLO\u3067\u4e0d\u826f\u54c1\u3092\u691c\u51fa\u2192Claude Code\u304c\u4e0d\u826f\u30d1\u30bf\u30fc\u30f3\u3092\u5206\u6790\u2192\u6539\u5584\u63d0\u6848\u3092\u81ea\u52d5\u30ec\u30dd\u30fc\u30c8\u2014\u2014\u3068\u3044\u3046\u9023\u643a\u304c\u73fe\u5b9f\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">AI\u30ab\u30e1\u30e9\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u5c0e\u5165\u306e\u76f8\u8ac7\u304b\u3089\u3001YOLO vs \u30af\u30e9\u30a6\u30c9\u30d3\u30b8\u30e7\u30f3API vs Claude Code\u306e\u7d44\u307f\u5408\u308f\u305b\u8a2d\u8a08\u307e\u3067\u3001\u5f0a\u793eGENAI\u3067\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u300c\u4f55\u304b\u3089\u59cb\u3081\u308c\u3070\u3044\u3044\u304b\u5206\u304b\u3089\u306a\u3044\u300d\u6bb5\u968e\u304b\u3089\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\u3002<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u30fbAI\u30ab\u30e1\u30e9\u5c0e\u5165\u306e\u8a2d\u8a08\u3092AI\u9b3c\u7ba1\u7406\u304c\u652f\u63f4\u3057\u307e\u3059<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u88fd\u9020\u30e9\u30a4\u30f3\u306bYOLO\u3092\u5c0e\u5165\u3057\u305f\u3044\u300d\u300c\u9632\u72af\u30ab\u30e1\u30e9\u306bAI\u89e3\u6790\u3092\u7d44\u307f\u8fbc\u307f\u305f\u3044\u300d\u300c\u3069\u306e\u30af\u30e9\u30a6\u30c9\u30d3\u30b8\u30e7\u30f3API\u3092\u9078\u3076\u3079\u304d\u304b\u5224\u65ad\u3067\u304d\u306a\u3044\u300d\u2014\u2014\u305d\u3046\u3044\u3063\u305f\u8ab2\u984c\u306b\u5bfe\u3057\u3001\u8981\u4ef6\u6574\u7406\u304b\u3089\u6700\u9069\u306a\u6280\u8853\u9078\u629e\u307e\u3067\u4e00\u7dd2\u306b\u8a2d\u8a08\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);border-radius:16px;padding:36px 32px;margin:48px 0 16px;color:#fff;\">\n  <p style=\"font-size:13px;font-weight:700;color:#dc2626;letter-spacing:2px;margin:0 0 12px;\">NEXT STEP<\/p>\n  <p style=\"font-size:22px;font-weight:800;line-height:1.5;margin:0 0 20px;\">\u3053\u306e\u8a18\u4e8b\u306e\u5185\u5bb9\u3092\u3001\u3042\u306a\u305f\u306e\u30d3\u30b8\u30cd\u30b9\u3067<br>\u5b9f\u8df5\u3057\u3066\u307f\u307e\u305b\u3093\u304b\uff1f<\/p>\n  <div style=\"background:rgba(255,255,255,0.06);border:1px solid rgba(255,255,255,0.12);border-radius:12px;padding:24px;max-width:560px;margin:0 auto;\">\n    <p style=\"font-size:13px;color:#dc2626;font-weight:700;margin:0 0 8px;\">AI\u6d3b\u7528\u3092\u81ea\u793e\u3067\u56de\u305b\u308b\u3088\u3046\u306b\u306a\u308a\u305f\u3044\u65b9\u3078<\/p>\n    <p style=\"font-size:20px;font-weight:800;margin:0 0 12px;\">AI\u9b3c\u7ba1\u7406<\/p>\n    <p style=\"font-size:14px;color:rgba(255,255,255,0.75);margin:0 0 20px;line-height:1.7;\">Claude Code\u30fbCowork\u5c0e\u5165\u652f\u63f4\u304b\u3089\u696d\u52d9\u8a2d\u8a08\u30fb\u793e\u5185\u6d78\u900f\u307e\u3067\u5b9f\u8df5\u30d9\u30fc\u30b9\u3067\u4f34\u8d70\u3002\u300c\u81ea\u793e\u3067\u56de\u305b\u308b\u7d44\u7e54\u300d\u309290\u65e5\u3067\u4f5c\u308b\u7d4c\u55b6\u8005\u5411\u3051\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3002<\/p>\n    <div style=\"text-align:center;\">\n      <a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&utm_medium=article&utm_campaign=cc-yolo-object-detection&utm_content=next-step-cta\" target=\"_blank\" rel=\"noopener\" style=\"display:inline-block;background:#dc2626;color:#fff;font-weight:700;font-size:15px;padding:14px 32px;border-radius:30px;text-decoration:none;\">AI\u9b3c\u7ba1\u7406\u3092\u8a73\u3057\u304f\u898b\u308b \u2192<\/a>\n    <\/div>\n  <\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"faq\">\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Q. YOLO\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f\u308f\u304b\u308a\u3084\u3059\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. YOLO\uff08You Only Look Once\uff09\u306f\u3001\u753b\u50cf\u3084\u52d5\u753b\u306e\u4e2d\u306b\u3042\u308b\u7269\u4f53\uff08\u4eba\u30fb\u8eca\u30fb\u88fd\u54c1\u306a\u3069\uff09\u3092\u300c\u4e00\u5ea6\u898b\u308b\u3060\u3051\u300d\u3067\u9ad8\u901f\u306b\u691c\u51fa\u3067\u304d\u308bAI\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u5f93\u6765\u306e\u624b\u6cd5\u304c\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u3067\u51e6\u7406\u3057\u3066\u3044\u305f\u306e\u306b\u5bfe\u3057\u3001YOLO\u306f1\u56de\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u51e6\u7406\u3067\u7269\u4f53\u306e\u4f4d\u7f6e\u3068\u7a2e\u985e\u3092\u540c\u6642\u306b\u5224\u5b9a\u3057\u307e\u3059\u3002\u51e6\u7406\u901f\u5ea6\u304c\u5f93\u6765\u6bd46\u301c7\u500d\u9ad8\u901f\u3067\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6620\u50cf\u3067\u306e\u7269\u4f53\u691c\u51fa\u3092\u521d\u3081\u3066\u5b9f\u7528\u5316\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. YOLO\u3068Faster R-CNN\u306f\u3069\u3046\u9055\u3044\u307e\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. \u51e6\u7406\u901f\u5ea6\u3068\u7cbe\u5ea6\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u4e3b\u306a\u9055\u3044\u3067\u3059\u3002YOLO\u306f1\u56de\u306e\u51e6\u7406\u3067\u691c\u51fa\uff081-Stage\uff09\u3059\u308b\u305f\u3081\u9ad8\u901f\uff08\u6bce\u79d245\u30d5\u30ec\u30fc\u30e0\u4ee5\u4e0a\uff09\u3067\u3059\u304c\u3001Faster R-CNN\u306f2\u6bb5\u968e\u51e6\u7406\uff082-Stage\uff09\u3067\u7cbe\u5ea6\u304c\u9ad8\u3044\u3082\u306e\u306e\u4f4e\u901f\uff08\u6bce\u79d25\u30d5\u30ec\u30fc\u30e0\u7a0b\u5ea6\uff09\u3067\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6620\u50cf\u51e6\u7406\u304c\u5fc5\u8981\u306a\u7528\u9014\u306b\u306fYOLO\u3001\u9ad8\u7cbe\u5ea6\u304c\u7d76\u5bfe\u8981\u4ef6\u306e\u7528\u9014\uff08\u533b\u7642\u753b\u50cf\u7b49\uff09\u306b\u306fFaster R-CNN\u304c\u5411\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. YOLO\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u77e5\u8b58\u306a\u3057\u3067\u4f7f\u3048\u307e\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. YOLO\u3092\u81ea\u793e\u3067\u5b66\u7fd2\u30fb\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u306b\u306fPython\u30fb\u6a5f\u68b0\u5b66\u7fd2\u306e\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002\u305f\u3060\u3057\u3001AWS Rekognition\u30fbGoogle Cloud Vision API\u30fbAzure Computer Vision\u306a\u3069\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306bYOLO\u76f8\u5f53\u306e\u6a5f\u80fd\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001API\u30ad\u30fc\u3060\u3051\u3067\u4f7f\u3048\u308b\u3082\u306e\u3082\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001Roboflow\u306a\u3069\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u3048\u3070\u30ce\u30fc\u30b3\u30fc\u30c9\u7684\u306a\u5b66\u7fd2\u30fb\u30c7\u30d7\u30ed\u30a4\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. YOLO\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. \u4e3b\u306a\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u2460\u5c0f\u3055\u306a\u7269\u4f53\u306e\u691c\u51fa\u7cbe\u5ea6\u304c\u4f4e\u3044\u2461\u5bc6\u96c6\u3057\u305f\u5834\u9762\u3067\u306e\u691c\u51fa\u304c\u82e6\u624b\u2462Faster R-CNN\u306b\u6bd4\u3079\u3066\u7d14\u7c8b\u306a\u7cbe\u5ea6\uff08mAP\uff09\u304c\u4f4e\u3044\u2014\u2014\u306e3\u70b9\u3067\u3059\u3002\u305f\u3060\u3057YOLOv3\u4ee5\u964d\u306e\u6539\u5584\u3067\u304b\u306a\u308a\u89e3\u6d88\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7cbe\u5ea6\u306e\u7d76\u5bfe\u7684\u306a\u9ad8\u3055\u304c\u5fc5\u8981\u306a\u7528\u9014\uff08\u533b\u7642\u30fb\u7cbe\u5bc6\u691c\u67fb\uff09\u3067\u306f\u3001YOLO\u3088\u308a\u7cbe\u5ea6\u91cd\u8996\u306e\u30e2\u30c7\u30eb\u3092\u9078\u3076\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. YOLO\u306f\u65e5\u672c\u8a9e\u74b0\u5883\u3067\u3082\u4f7f\u3048\u307e\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. YOLO\u306f\u4e3b\u306b\u753b\u50cf\u30fb\u52d5\u753b\u3092\u6271\u3046\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u6280\u8853\u306a\u306e\u3067\u3001\u65e5\u672c\u8a9e\u74b0\u5883\u304b\u3069\u3046\u304b\u306f\u57fa\u672c\u7684\u306b\u95a2\u4fc2\u3042\u308a\u307e\u305b\u3093\u3002Python\u3055\u3048\u4f7f\u3048\u308b\u74b0\u5883\u306a\u3089Windows\u30fbMac\u30fbLinux\u306e\u3044\u305a\u308c\u3067\u3082\u52d5\u4f5c\u3057\u307e\u3059\u3002\u307e\u305f\u65e5\u672c\u8a9e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3082\u6d3b\u767a\u3067\u3001YOLOv8\u306e\u65e5\u672c\u8a9e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3082\u591a\u6570\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. \u6700\u65b0\u306eYOLO\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u3069\u308c\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. 2026\u5e747\u6708\u73fe\u5728\u3001YOLOv9\uff082024\u5e74\u767a\u8868\uff09\u304c\u6700\u65b0\u7248\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u5b9f\u904b\u7528\u3067\u306e\u63a1\u7528\u304c\u6700\u3082\u591a\u3044\u306e\u306fYOLOv8\uff082023\u5e74\u767a\u8868\u30fbUltralytics\u958b\u767a\uff09\u3067\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30fb\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u30fb\u30b5\u30dd\u30fc\u30c8\u304c\u5145\u5b9f\u3057\u3066\u3044\u307e\u3059\u3002\u7cbe\u5ea6\u6700\u512a\u5148\u306a\u3089v9\u3001\u5b9f\u7528\u6027\u512a\u5148\u306a\u3089v8\u304c\u73fe\u6642\u70b9\u3067\u306e\u63a8\u5968\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. YOLO\u3092\u696d\u52d9\u306b\u5c0e\u5165\u3059\u308b\u969b\u306e\u30b3\u30b9\u30c8\u306f\u3069\u308c\u304f\u3089\u3044\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. YOLO\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u81ea\u4f53\u306f\u7121\u6599\u3067\u3059\u3002\u30b3\u30b9\u30c8\u306e\u4e3b\u4f53\u306f\u2460\u5b66\u7fd2\u7528GPU\u74b0\u5883\uff08\u30af\u30e9\u30a6\u30c9GPU\u5229\u7528\u306a\u3089\u6708\u6570\u4e07\u5186\u301c\uff09\u2461\u6559\u5e2b\u30c7\u30fc\u30bf\uff08\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u6e08\u307f\u753b\u50cf\uff09\u306e\u6e96\u5099\u8cbb\u7528\u2462\u30a8\u30f3\u30b8\u30cb\u30a2\u4eba\u4ef6\u8cbb\u2014\u2014\u306e3\u8981\u7d20\u3067\u3059\u3002\u30af\u30e9\u30a6\u30c9\u30d3\u30b8\u30e7\u30f3API\u3092\u4f7f\u3046\u5834\u5408\u306f\u5229\u7528\u91cf\u306b\u5fdc\u3058\u305f\u5f93\u91cf\u8ab2\u91d1\uff081,000\u30ea\u30af\u30a8\u30b9\u30c8\u3042\u305f\u308a\u6570\u767e\u5186\u301c\uff09\u304c\u4e3b\u306a\u30b3\u30b9\u30c8\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [\n    {\n      \"@type\": \"Question\",\n      \"name\": \"YOLO\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f\u308f\u304b\u308a\u3084\u3059\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"YOLO\uff08You Only Look Once\uff09\u306f\u3001\u753b\u50cf\u3084\u52d5\u753b\u306e\u4e2d\u306b\u3042\u308b\u7269\u4f53\uff08\u4eba\u30fb\u8eca\u30fb\u88fd\u54c1\u306a\u3069\uff09\u3092\u300c\u4e00\u5ea6\u898b\u308b\u3060\u3051\u300d\u3067\u9ad8\u901f\u306b\u691c\u51fa\u3067\u304d\u308bAI\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u5f93\u6765\u306e\u624b\u6cd5\u304c\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u3067\u51e6\u7406\u3057\u3066\u3044\u305f\u306e\u306b\u5bfe\u3057\u3001YOLO\u306f1\u56de\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u51e6\u7406\u3067\u7269\u4f53\u306e\u4f4d\u7f6e\u3068\u7a2e\u985e\u3092\u540c\u6642\u306b\u5224\u5b9a\u3057\u307e\u3059\u3002\u51e6\u7406\u901f\u5ea6\u304c\u5f93\u6765\u6bd46\u301c7\u500d\u9ad8\u901f\u3067\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6620\u50cf\u3067\u306e\u7269\u4f53\u691c\u51fa\u3092\u521d\u3081\u3066\u5b9f\u7528\u5316\u3057\u307e\u3057\u305f\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"YOLO\u3068Faster R-CNN\u306f\u3069\u3046\u9055\u3044\u307e\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u51e6\u7406\u901f\u5ea6\u3068\u7cbe\u5ea6\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u4e3b\u306a\u9055\u3044\u3067\u3059\u3002YOLO\u306f1\u56de\u306e\u51e6\u7406\u3067\u691c\u51fa\uff081-Stage\uff09\u3059\u308b\u305f\u3081\u9ad8\u901f\uff08\u6bce\u79d245\u30d5\u30ec\u30fc\u30e0\u4ee5\u4e0a\uff09\u3067\u3059\u304c\u3001Faster R-CNN\u306f2\u6bb5\u968e\u51e6\u7406\uff082-Stage\uff09\u3067\u7cbe\u5ea6\u304c\u9ad8\u3044\u3082\u306e\u306e\u4f4e\u901f\uff08\u6bce\u79d25\u30d5\u30ec\u30fc\u30e0\u7a0b\u5ea6\uff09\u3067\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6620\u50cf\u51e6\u7406\u304c\u5fc5\u8981\u306a\u7528\u9014\u306b\u306fYOLO\u3001\u9ad8\u7cbe\u5ea6\u304c\u7d76\u5bfe\u8981\u4ef6\u306e\u7528\u9014\uff08\u533b\u7642\u753b\u50cf\u7b49\uff09\u306b\u306fFaster R-CNN\u304c\u5411\u3044\u3066\u3044\u307e\u3059\u3002\"\n  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Vision\u306a\u3069\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306bYOLO\u76f8\u5f53\u306e\u6a5f\u80fd\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001API\u30ad\u30fc\u3060\u3051\u3067\u4f7f\u3048\u308b\u3082\u306e\u3082\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001Roboflow\u306a\u3069\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u3048\u3070\u30ce\u30fc\u30b3\u30fc\u30c9\u7684\u306a\u5b66\u7fd2\u30fb\u30c7\u30d7\u30ed\u30a4\u3082\u53ef\u80fd\u3067\u3059\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"YOLO\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u4f55\u3067\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u4e3b\u306a\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u2460\u5c0f\u3055\u306a\u7269\u4f53\u306e\u691c\u51fa\u7cbe\u5ea6\u304c\u4f4e\u3044\u2461\u5bc6\u96c6\u3057\u305f\u5834\u9762\u3067\u306e\u691c\u51fa\u304c\u82e6\u624b\u2462Faster 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