AI\u9632\u72af\u30ab\u30e1\u30e9\u5fb9\u5e95\u6d3b\u7528\u30ac\u30a4\u30c9\uff1a\u5c0f\u898f\u6a21\u5e97\u8217\u30fb\u4fdd\u80b2\u5712\u30fb\u4ecb\u8b77\u65bd\u8a2d\u30fb\u30aa\u30d5\u30a3\u30b9\u306e\u672a\u6765<\/title>\n <style>\n body { font-family: \"Yu Gothic\", \"Meiryo\", sans-serif; line-height: 2; margin: 0 auto; padding: 2rem; background: #f7f9fb; color: #222; max-width: 820px; }\n h1, h2, h3 { color: #175574; }\n h1 { font-size: 2.2rem; margin-bottom: 0.5em; }\n h2 { font-size: 1.5rem; border-bottom: 2px solid #cbe3f8; margin-top: 2.5em; }\n h3 { font-size: 1.1rem; margin-top: 2em; }\n a { color: #1659a8; text-decoration: underline; }\n section { margin-bottom: 2.5em; }\n .tech-link { font-size: 0.97em; background: #e7f2fc; padding: 0.3em 0.7em; border-radius: 5px; margin: 0.2em 0; display: inline-block;}\n .case { background: #fff; border-left: 5px solid #4db6e6; margin: 1em 0 2em 0; padding: 1.2em; box-shadow: 1px 2px 6px rgba(0,0,0,0.04);}\n ul { margin-left: 1.4em; }\n blockquote { background: #f0f8ff; padding: 1em 1.5em; border-left: 4px solid #a0c3df; font-size: 1.01em; }\n code { background: #eee; padding: 0.1em 0.4em; border-radius: 4px;}\n .footer { color: #888; font-size: 0.96em; margin-top: 5em;}\n <\/style>\n<\/head>\n<body>\n <section>\n <h2>\u306f\u3058\u3081\u306b<\/h2>\n <p>\n \u6628\u4eca\u3001<b>AI\u642d\u8f09\u9632\u72af\u30ab\u30e1\u30e9<\/b>\u304c\u6025\u901f\u306b\u666e\u53ca\u3057\u59cb\u3081\u3066\u3044\u307e\u3059\u3002 \n <b>\u5c0f\u898f\u6a21\u5e97\u8217\u30fb\u30ab\u30d5\u30a7\u30fb\u4fdd\u80b2\u5712\u30fb\u4ecb\u8b77\u65bd\u8a2d\u30fb\u30aa\u30d5\u30a3\u30b9<\/b>\u306a\u3069\u3001\u3053\u308c\u307e\u3067\u5927\u898f\u6a21\u306a\u4eba\u54e1\u3084\u30b7\u30b9\u30c6\u30e0\u5c0e\u5165\u304c\u96e3\u3057\u304b\u3063\u305f\u73fe\u5834\u3067\u3082\u3001<b>AI\u306b\u3088\u308b\u6620\u50cf\u89e3\u6790<\/b>\u306b\u3088\u3063\u3066\u3001\u300c\u5b89\u5168\u30fb\u52b9\u7387\u30fb\u5b89\u5fc3\u300d\u3092\u540c\u6642\u306b\u5b9f\u73fe\u3067\u304d\u308b\u6642\u4ee3\u304c\u5230\u6765\u3057\u3066\u3044\u307e\u3059\u3002 \n \u672c\u8a18\u4e8b\u3067\u306f\u3001AI\u30ab\u30e1\u30e9\u6d3b\u7528\u306e\u5b9f\u969b\u30fb\u6700\u65b0\u306e\u8ee2\u5012\u691c\u77e5\u6280\u8853\u30fb\u4e0d\u5be9\u8005\u691c\u77e5\u3084\u8077\u5834\u6539\u5584\u306e\u4e8b\u4f8b\u30fb\u5c0e\u5165\u306e\u30dd\u30a4\u30f3\u30c8\u3084\u793e\u4f1a\u7684\u306a\u80cc\u666f\u307e\u3067\u3001<b>\u5fb9\u5e95\u89e3\u8aac<\/b>\u3057\u307e\u3059\u3002\n <\/p>\n <\/section>\n\n <section>\n <h2>1. AI\u30ab\u30e1\u30e9\u304c\u5909\u3048\u308b\u73fe\u5834\u306e\u300c\u898b\u5b88\u308a\u300d\u3068\u300c\u9632\u72af\u300d<\/h2>\n <h3>1-1. \u306a\u305c\u4ecaAI\u30ab\u30e1\u30e9\u304c\u6c42\u3081\u3089\u308c\u308b\u306e\u304b\uff1f<\/h3>\n <ul>\n <li>\u4eba\u624b\u4e0d\u8db3\u3084\u9ad8\u9f62\u5316\u3067\u3001<b>\u7701\u529b\u5316\u30fb\u81ea\u52d5\u5316<\/b>\u306e\u30cb\u30fc\u30ba\u304c\u6025\u5897<\/li>\n <li>\u300c<b>\u4eba\u306e\u76ee<\/b>\u300d\u306b\u3088\u308b\u898b\u5b88\u308a\u30fb\u76e3\u8996\u306b\u306f\u9650\u754c\uff0824\u6642\u9593\u76e3\u8996\u3001\u9577\u6642\u9593\u306e\u96c6\u4e2d\u56f0\u96e3\uff09<\/li>\n <li>AI\u753b\u50cf\u89e3\u6790\u6280\u8853\u306e\u6025\u901f\u306a\u9032\u5316\u30fb\u30af\u30e9\u30a6\u30c9\u6d3b\u7528\u3067\u4f4e\u30b3\u30b9\u30c8\u5316<\/li>\n <li>\u65bd\u8a2d\u5185\u5916\u3067\u306e\u4e8b\u6545\u30fb\u72af\u7f6a\u30fb\u30c8\u30e9\u30d6\u30eb\u9632\u6b62\u306e\u793e\u4f1a\u7684\u8981\u8acb<\/li>\n <\/ul>\n <p>\n \u305f\u3068\u3048\u3070\u3001\u4fdd\u80b2\u5712\u3067\u306f\u300c<b>\u5b50\u3069\u3082\u306e\u5b89\u5168\u7ba1\u7406<\/b>\u300d\u3001\u4ecb\u8b77\u65bd\u8a2d\u3067\u306f\u300c<b>\u591c\u9593\u306e\u8ee2\u5012\u691c\u77e5<\/b>\u300d\u3001\u30ab\u30d5\u30a7\u3084\u5c0f\u58f2\u5e97\u3067\u306f\u300c<b>\u4e0d\u5be9\u8005\u306e\u65e9\u671f\u767a\u898b<\/b>\u300d\u304c\u8ab2\u984c\u3067\u3057\u305f\u3002<br>\n <b>AI\u30ab\u30e1\u30e9<\/b>\u306f\u3053\u308c\u3089\u306e\u73fe\u5834\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u6709\u529b\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\n <\/p>\n <\/section>\n\n <section>\n <h2>2. \u5b9f\u4f8b\u3067\u5b66\u3076\uff01AI\u30ab\u30e1\u30e9\u6d3b\u7528\u30b7\u30fc\u30f3<\/h2>\n\n <h3>2-1. \u5c0f\u898f\u6a21\u30ab\u30d5\u30a7\u3084\u5546\u5e97\uff1a\u9632\u72af\u3068\u696d\u52d9\u52b9\u7387UP<\/h3>\n <div class=\"case\">\n <b>\u5c0e\u5165\u4e8b\u4f8b\uff1a<\/b>\u90fd\u5185\u306e\u30ab\u30d5\u30a7\u300cCOFFEE&Co.\u300d\u3067\u306f\u3001<b>AI\u9632\u72af\u30ab\u30e1\u30e9<\/b>\u3092\u30ec\u30b8\u30fb\u5165\u53e3\u30fb\u53a8\u623f\u306b\u8a2d\u7f6e\u3002AI\u304c\u300c\u4e0d\u5be9\u306a\u52d5\u304d\u300d\u3084\u300c\u9589\u5e97\u5f8c\u306e\u4fb5\u5165\u300d\u3092\u81ea\u52d5\u691c\u77e5\u3057\u3001\u30b9\u30bf\u30c3\u30d5\u306e\u30b9\u30de\u30db\u306b\u5373\u6642\u901a\u77e5\u3002<br>\n \u30ec\u30b8\u524d\u306e\u300c<b>\u305f\u3080\u308d<\/b>\u300d\u3084\u300c\u9577\u6642\u9593\u6ede\u5728\u8005\u300d\u3082AI\u304c\u691c\u51fa\u3001\u696d\u52d9\u6539\u5584\u306b\u3082\u6d3b\u7528\u3002\n <\/div>\n <ul>\n <li>AI\u306b\u3088\u308b\u300c\u4fb5\u5165\u30fb\u6ede\u5728\u30d1\u30bf\u30fc\u30f3\u691c\u51fa\u300d\u3084\u300c\u4e07\u5f15\u304d\u30fb\u4e0d\u5be9\u884c\u52d5\u300d\u81ea\u52d5\u8a18\u9332<\/li>\n <li>\u4eba\u624b\u4e0d\u8db3\u3067\u3082\u7701\u529b\u5316\uff06\u5b89\u5fc3\u611f\u3092\u4e21\u7acb<\/li>\n <\/ul>\n <div class=\"tech-link\">\n <a href=\"https:\/\/business.ntt-east.co.jp\/content\/onsight_dx\/mimamori-ai\/\" target=\"_blank\">NTT\u6771\u65e5\u672c\uff1aMIMAMORI AI\u30b5\u30fc\u30d3\u30b9<\/a>\n <\/div>\n\n <h3>2-2. \u4fdd\u80b2\u5712\uff1a\u5b89\u5168\u306a\u300c\u898b\u5b88\u308a\u300d\u3068\u4fdd\u8b77\u8005\u3078\u306e\u4fe1\u983c<\/h3>\n <div class=\"case\">\n <b>\u6d3b\u7528\u4f8b\uff1a<\/b>\u300c\u30ad\u30c3\u30ba\u30e9\u30f3\u30c9\u5712\u300d\u3067\u306f\u5712\u5150\u306e\u304a\u663c\u5bdd\u3084\u904a\u622f\u30b9\u30da\u30fc\u30b9\u3092<b>AI\u30ab\u30e1\u30e9<\/b>\u3067\u898b\u5b88\u308a\u3002\u300c<b>\u8ee2\u5012\u3084\u3046\u3064\u4f0f\u305b<\/b>\u300d\u306a\u3069\u306e\u5371\u967a\u59ff\u52e2\u30fb\u6025\u306a\u52d5\u304d\u30fb\u4e0d\u5be9\u8005\u306e\u4fb5\u5165\u3082\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u901a\u77e5\u3055\u308c\u3001\u8077\u54e1\u306f\u5168\u4f53\u3092\u628a\u63e1\u3057\u3084\u3059\u304f\u306a\u3063\u305f\u3002\n <\/div>\n <ul>\n <li>\u30b9\u30bf\u30c3\u30d5\u304c\u5168\u30a8\u30ea\u30a2\u306b\u76ee\u3092\u914d\u3089\u306a\u304f\u3066\u3082\u3001AI\u304c\u300c\u7570\u5e38\u884c\u52d5\u300d\u3092\u30ad\u30e3\u30c3\u30c1<\/li>\n <li>\u4fdd\u8b77\u8005\u3078\u306e\u5b89\u5168\u30a2\u30d4\u30fc\u30eb\u3001\u6620\u50cf\u8a18\u9332\u3082\u4e07\u5168<\/li>\n <\/ul>\n <div class=\"tech-link\">\n <a href=\"https:\/\/prtimes.jp\/main\/html\/rd\/p\/000000026.000087154.html\" target=\"_blank\">AI\u30ab\u30e1\u30e9\u3067\u5712\u5150\u898b\u5b88\u308a<\/a>\n <\/div>\n\n <h3>2-3. \u4ecb\u8b77\u65bd\u8a2d\u30fb\u9ad8\u9f62\u8005\u4f4f\u5b85\uff1a\u591c\u9593\u306e\u8ee2\u5012\u691c\u77e5\u3068\u4ecb\u8b77\u8ca0\u62c5\u8efd\u6e1b<\/h3>\n <div class=\"case\">\n <b>\u73fe\u5834\u306e\u58f0\uff1a<\/b>\u300c\u591c\u9593\u3001\u6570\u5341\u4eba\u306e\u9ad8\u9f62\u8005\u306e\u5b89\u5168\u3092\u6570\u4eba\u306e\u30b9\u30bf\u30c3\u30d5\u3067\u5b88\u308b\u306e\u306f\u5927\u5909\u3002AI\u30ab\u30e1\u30e9\u306f\u300e\u30d9\u30c3\u30c9\u304b\u3089\u306e\u8ee2\u5012\u30fb\u5f98\u5f8a\u300f\u3092\u81ea\u52d5\u3067\u691c\u77e5\u3001\u8fc5\u901f\u5bfe\u5fdc\u304c\u53ef\u80fd\u306b\u300d\uff08\u7279\u5225\u990a\u8b77\u8001\u4eba\u30db\u30fc\u30e0\u8cac\u4efb\u8005\uff09\n <\/div>\n <ul>\n <li>\u9ad8\u9f62\u8005\u306e\u300c\u8ee2\u5012\u300d\u300c\u5f98\u5f8a\u300d\u300c\u4f53\u8abf\u6025\u5909\u300d\u3092AI\u304c24\u6642\u9593\u76e3\u8996<\/li>\n <li>\u30ca\u30fc\u30b9\u30b3\u30fc\u30eb\u9023\u643a\u3084\u30b9\u30de\u30db\u901a\u77e5\u3082\u53ef\u80fd<\/li>\n <li>\u30b9\u30bf\u30c3\u30d5\u306e\u300c\u591c\u9593\u5de1\u56de\u300d\u696d\u52d9\u3092\u5927\u5e45\u52b9\u7387\u5316<\/li>\n <\/ul>\n <div class=\"tech-link\">\n <a href=\"https:\/\/www.soumu.go.jp\/main_content\/000820109.pdf\" target=\"_blank\">\u7dcf\u52d9\u7701\uff1aAI\u306e\u6700\u65b0\u52d5\u5411<\/a>\n <\/div>\n <\/section>\n\n<section>\n <h2>3. Anomaly Detection Using Computer Vision<\/h2>\n <p>\n <strong>\u6982\u8981\uff1a<\/strong>\n \u9854\u8a8d\u8b58\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308a\u3001\u7ba1\u7406\u8005\u3001\u4e0d\u5be9\u8005\u3001\u975e\u4eba\u9593\u7269\u4f53\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u985e\u3002<br>\n <\/p>\n <p>\n <strong>\u8ad6\u6587\u30ea\u30f3\u30af\uff1a<\/strong>\n <a href=\"https:\/\/arxiv.org\/abs\/2503.19100?utm_source=chatgpt.com\" target=\"_blank\">arXiv\uff082025\u5e743\u6708\uff09<\/a><br>\n <\/p>\n<\/section>\n\n\n <h3>3-2. \u753b\u50cf\u751f\u6210AI\u3082\u9632\u72af\u306b\u8ca2\u732e<\/h3>\n <ul>\n <li>\u300c\u4e0d\u5be9\u8005\u306e\u9854\u5199\u771f\u304c\u66d6\u6627\u300d\u3067\u3082\u3001\u753b\u50cf\u751f\u6210AI\u304c\u65ad\u7247\u60c5\u5831\u304b\u3089\u7279\u5fb4\u753b\u50cf\u3092\u751f\u6210\u3057\u3001\u72af\u4eba\u7279\u5b9a\u3084\u635c\u67fb\u5354\u529b\u306b\u3082\u5f79\u7acb\u3064<\/li>\n <li>\u5b9f\u969b\u306e\u5c0e\u5165\u4e8b\u4f8b\u3082\u62e1\u5927\u4e2d\uff08\u65e5\u672c\u30fb\u7c73\u56fd\u8b66\u5bdf\u306e\u4e00\u90e8\u5c0e\u5165\u4e8b\u4f8b\u3042\u308a\uff09<\/li>\n <\/ul>\n <blockquote>\n AI\u3067\u300c\u602a\u3057\u3044\u52d5\u304d\u300d\u3060\u3051\u3067\u306a\u304f\u3001\u898b\u9003\u3055\u308c\u305f\u4e00\u77ac\u306e\u9854\u3084\u7279\u5fb4\u3082\u300c\u88dc\u5b8c\u30fb\u518d\u69cb\u6210\u300d\u3067\u304d\u308b\u6642\u4ee3\u3067\u3059\u3002\n <\/blockquote>\n\n\n <section>\n <h2>4. \u5c0e\u5165\u30fb\u904b\u7528\u306e\u30dd\u30a4\u30f3\u30c8\u3068\u8ab2\u984c<\/h2>\n <ul>\n <li>\u300c\u7f6e\u304f\u3060\u3051\u300d\u300c\u65e2\u5b58\u30ab\u30e1\u30e9\u306b\u5f8c\u4ed8\u3051\u300d\u3067\u304d\u308b\u30af\u30e9\u30a6\u30c9AI\u30b5\u30fc\u30d3\u30b9\u304c\u5897\u52a0<\/li>\n <li>\u30b9\u30de\u30db\u3084PC\u3067\u3069\u3053\u3067\u3082\u6620\u50cf\u30fb\u901a\u77e5\u3092\u78ba\u8a8d\u3067\u304d\u308b\u6642\u4ee3<\/li>\n <li>\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u7ba1\u7406\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3082\u91cd\u8981<\/li>\n <li>\u691c\u77e5\u7cbe\u5ea6\u30fb\u8aa4\u691c\u77e5\u4f4e\u6e1b\u306e\u305f\u3081\u3001\u74b0\u5883\u30fb\u8a2d\u7f6e\u89d2\u5ea6\u30fb\u7167\u660e\u306b\u914d\u616e\u304c\u5fc5\u8981<\/li>\n <li>AI\u30ab\u30e1\u30e9\u306e<strong>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u30dd\u30ea\u30b7\u30fc<\/strong>\u3084<strong>\u6cd5\u7684\u9806\u5b88<\/strong>\u3082\u78ba\u8a8d\u3057\u3088\u3046<\/li>\n <\/ul>\n <div class=\"tech-link\">\n <a href=\"https:\/\/japan.zdnet.com\/article\/35207701\/\" target=\"_blank\">\u9632\u72af\u5bfe\u7b56\u306b\u3082\u306a\u308b\u30ea\u30c6\u30fc\u30eb\u30e1\u30c7\u30a3\u30a2–\u30a8\u30c3\u30b8AI\u3092\u6d3b\u7528\u3057\u305f\u300c\u653b\u3081\u300d\u3068\u300c\u5b88\u308a\u300d\u306e\u65b0\u6226\u7565\uff08ZDNet\uff09<\/a>\n <\/div>\n <\/section>\n\n <section>\n <h2>5. \u672a\u6765\u5c55\u671b\u3068\u793e\u4f1a\u3078\u306e\u30a4\u30f3\u30d1\u30af\u30c8<\/h2>\n <p>\n AI\u9632\u72af\u30ab\u30e1\u30e9\u3068\u898b\u5b88\u308a\u6280\u8853\u306f\u3001\u4eca\u5f8c\u307e\u3059\u307e\u3059<b>\u65e5\u5e38\u306e\u3042\u3089\u3086\u308b\u5834\u6240<\/b>\u3078\u5e83\u304c\u308b\u3068\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002<br>\n \u9632\u72af\u3060\u3051\u3067\u306a\u304f\u3001\u4e8b\u6545\u9632\u6b62\u30fb\u9ad8\u9f62\u8005\u898b\u5b88\u308a\u30fb\u5b50\u3069\u3082\u3084\u969c\u304c\u3044\u8005\u306e\u5b89\u5168\u652f\u63f4\u30fb\u696d\u52d9\u306e\u52b9\u7387\u5316\u30fb\u50cd\u304d\u65b9\u6539\u9769\u306e\u63a8\u9032\u306a\u3069\u3001\u5e45\u5e83\u3044\u5206\u91ce\u306b\u300cAI\u30ab\u30e1\u30e9\u9769\u547d\u300d\u304c\u62e1\u5927\u4e2d\u3067\u3059\u3002<br>\n \u7279\u306b\u300c\u73fe\u5834\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6620\u50cf\u89e3\u6790\u300d\u3068\u300c\u884c\u52d5\u7570\u5e38\u306e\u65e9\u671f\u767a\u898b\u300d\u306f\u3001<b>\u547d\u3084\u793e\u4f1a\u7684\u640d\u5931\u3092\u672a\u7136\u306b\u9632\u3050<\/b>\u305f\u3081\u306b\u975e\u5e38\u306b\u5927\u304d\u306a\u610f\u5473\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\n <\/p>\n <blockquote>\n <b>\u4eca\u5f8c\u306f\u300cAI\u30ab\u30e1\u30e9\uff0bIoT\u30bb\u30f3\u30b5\u30fc\u300d\u300cAI\u30ab\u30e1\u30e9\uff0b\u97f3\u58f0\u8a8d\u8b58\u300d\u306a\u3069\u3001\u591a\u5c64\u7684\u306a\u5b89\u5168\u30fb\u5feb\u9069\u30b7\u30b9\u30c6\u30e0\u3078\u3068\u9032\u5316\u3002<\/b><br>\n \u6280\u8853\u3068\u502b\u7406\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u5b88\u308a\u3064\u3064\u3001\u793e\u4f1a\u5168\u4f53\u306e\u5b89\u5fc3\u30fb\u5b89\u5168\u306b\u8ca2\u732e\u3059\u308b\u6642\u4ee3\u304c\u6765\u3066\u3044\u307e\u3059\u3002\n <\/blockquote>\n <\/section>\n\n <section>\n <h2>6. Python\u3067\u300cAI\u8ee2\u5012\u691c\u77e5\u300d\u3092\u4f53\u9a13\u3057\u3066\u307f\u3088\u3046<\/h2>\n <p>\n \u3053\u3053\u3067\u306f\u3001Google\u306e<a href=\"https:\/\/ai.google.dev\/edge\/mediapipe\/solutions\/guide?hl=ja\" target=\"_blank\">MediaPipe<\/a>\u3092\u4f7f\u3063\u305f\u300c\u7c21\u6613\u8ee2\u5012\u691c\u77e5\u300d\u306e\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<br>\n <b>\u6ce8\u610f\uff1a<\/b>\u5b9f\u904b\u7528\u306f\u30d7\u30ed\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u63a8\u5968\u3002\u4ee5\u4e0b\u306f\u4f53\u9a13\u7528\u30fb\u53c2\u8003\u5b9f\u88c5\u4f8b\u3067\u3059\u3002\n <\/p>\n <pre><code>\nimport cv2\nimport mediapipe as mp\n\nmp_pose = mp.solutions.pose\ncap = cv2.VideoCapture(0)\nwith mp_pose.Pose() as pose:\n while cap.isOpened():\n ret, frame = cap.read()\n results = pose.process(cv2.cvtColor(frame, cv2.COLOR_BGR2RGB))\n if results.pose_landmarks:\n # \u8170\u30fb\u80a9\u306ey\u5ea7\u6a19\uff08\u4e0a\u4e0b\uff09\u3092\u5229\u7528\u3057\u3001\u8ee2\u5012\u3063\u307d\u3044\u300c\u6025\u306a\u4f4e\u4e0b\u300d\u3092\u691c\u77e5\n landmarks = results.pose_landmarks.landmark\n hip_y = landmarks[mp_pose.PoseLandmark.LEFT_HIP].y\n shoulder_y = landmarks[mp_pose.PoseLandmark.LEFT_SHOULDER].y\n if hip_y > 0.7 and shoulder_y > 0.7:\n print(\"\u8ee2\u5012\u306e\u53ef\u80fd\u6027\uff01\")\n cv2.imshow('Pose', frame)\n if cv2.waitKey(1) == 27: break\ncap.release()\ncv2.destroyAllWindows()\n <\/code><\/pre>\n <p>\n \u3053\u308c\u306f\u4e00\u4f8b\u3067\u3059\u304c\u3001\u300c\u9aa8\u683c\u63a8\u5b9a\u00d7\u52d5\u304d\u306e\u7570\u5e38\u300d\u3067\u3055\u307e\u3056\u307e\u306a\u898b\u5b88\u308a\u7528\u9014\u304c\u53ef\u80fd\u3067\u3059\u3002\n <br>\n <span class=\"tech-link\"><a href=\"https:\/\/qiita.com\/k-keita\/items\/4546396fa5b7c242c4df\" target=\"_blank\">M\u3010Python\u3011\u9aa8\u683c\u63a8\u5b9a\u306e\u6982\u8981\u3001\u69d8\u3005\u306a\u9aa8\u683c\u63a8\u5b9a\u30d1\u30bf\u30fc\u30f3\u306e\u5b9f\u88c5\uff08Qiita\uff09<\/a><\/span>\n <\/p>\n <\/section>\n\n <section>\n <h2>7. \u307e\u3068\u3081 \u301cAI\u30ab\u30e1\u30e9\u6d3b\u7528\u3067\u5909\u308f\u308b\u73fe\u5834\u3068\u672a\u6765\u301c<\/h2>\n <p>\n AI\u9632\u72af\u30fb\u898b\u5b88\u308a\u30ab\u30e1\u30e9\u306f\u3001<b>\u5b89\u5fc3<\/b>\u3068<b>\u52b9\u7387<\/b>\u3092\u540c\u6642\u306b\u5b9f\u73fe\u3067\u304d\u308b\u73fe\u5834\u9769\u65b0\u306e\u30ad\u30fc\u6280\u8853\u3067\u3059\u3002\n \u5c0f\u3055\u306a\u304a\u5e97\u30fb\u5bb6\u5ead\u30fb\u65bd\u8a2d\u3067\u3082\u6c17\u8efd\u306b\u5c0e\u5165\u3067\u304d\u3001\u73fe\u5834\u306e\u8ca0\u62c5\u6e1b\u30fb\u30b5\u30fc\u30d3\u30b9\u54c1\u8cea\u5411\u4e0a\u30fb\u5bb6\u65cf\u3084\u9867\u5ba2\u306e\u4fe1\u983c\u30a2\u30c3\u30d7\u306b\u5927\u304d\u304f\u8ca2\u732e\u3057\u307e\u3059\u3002\n <\/p>\n <ul>\n <li>\u73fe\u5834\u306e\u8ab2\u984c\u3084\u76ee\u7684\u306b\u5408\u3063\u305f\u300cAI\u30ab\u30e1\u30e9\u306e\u9078\u5b9a\u30fb\u6d3b\u7528\u300d\u3092\u691c\u8a0e\u3057\u3088\u3046<\/li>\n <li>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3084\u904b\u7528\u30eb\u30fc\u30eb\u306f\u300c\u307f\u3093\u306a\u304c\u5b89\u5fc3\u3067\u304d\u308b\u5f62\u300d\u3067<\/li>\n <li>\u65e5\u3005\u9032\u5316\u3059\u308bAI\u6280\u8853\u3068\u3068\u3082\u306b\u3001\u300c\u5b89\u5168\u30fb\u5feb\u9069\u306a\u672a\u6765\u300d\u3092\u4e00\u7dd2\u306b\u7bc9\u3053\u3046<\/li>\n <\/ul>\n <p>\u6700\u65b0\u60c5\u5831\u3084\u6280\u8853\u8a73\u7d30\u306f\u5404\u30ea\u30f3\u30af\u5148\u30fb\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u305c\u3072\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n <\/section>\n\n <div class=\"footer\">\n <hr>\n <p>\n \u3053\u306e\u8a18\u4e8b\u306f2025\u5e746\u6708\u6700\u65b0\u60c5\u5831\u3092\u3082\u3068\u306b\u57f7\u7b46\u3057\u3066\u3044\u307e\u3059\u3002<br>\n \u30b5\u30fc\u30d3\u30b9\u30fb\u6280\u8853\u306f\u65e5\u3005\u9032\u5316\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u6700\u65b0\u30cb\u30e5\u30fc\u30b9\u3084\u4e8b\u4f8b\u3082\u7a4d\u6975\u7684\u306b\u30ad\u30e3\u30c3\u30c1\u30a2\u30c3\u30d7\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<br>\n <a href=\"https:\/\/beeknowledge.co.jp\/\" target=\"_blank\">\u682a\u5f0f\u4f1a\u793e\u30d3\u30fc\u30fb\u30ca\u30ec\u30c3\u30b8\u30fb\u30c7\u30b6\u30a4\u30f3<\/a>\n <\/p>\n <\/div>\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>AI\u9632\u72af\u30ab\u30e1\u30e9\u5fb9\u5e95\u6d3b\u7528\u30ac\u30a4\u30c9\uff1a\u5c0f\u898f\u6a21\u5e97\u8217\u30fb\u4fdd\u80b2\u5712\u30fb\u4ecb\u8b77\u65bd\u8a2d\u30fb\u30aa\u30d5\u30a3\u30b9\u306e\u672a\u6765 \u306f\u3058\u3081\u306b \u6628\u4eca\u3001AI\u642d\u8f09\u9632\u72af\u30ab\u30e1\u30e9\u304c\u6025\u901f\u306b\u666e\u53ca\u3057\u59cb\u3081\u3066\u3044\u307e\u3059\u3002 \u5c0f\u898f\u6a21\u5e97\u8217\u30fb\u30ab\u30d5\u30a7\u30fb\u4fdd\u80b2\u5712\u30fb\u4ecb\u8b77\u65bd\u8a2d\u30fb\u30aa\u30d5\u30a3\u30b9\u306a\u3069\u3001\u3053\u308c\u307e\u3067\u5927\u898f\u6a21\u306a\u4eba\u54e1\u3084\u30b7\u30b9\u30c6 […]<\/p>\n","protected":false},"author":1,"featured_media":1324,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"vkexunit_cta_each_option":"","footnotes":""},"categories":[5,59,54,24,7],"tags":[26,51,41,36,49],"class_list":["post-1312","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-59","category-54","category-24","category-academic","tag-ai","tag-51","tag-41","tag-36"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/beeknowledge.co.jp\/wp-content\/uploads\/2025\/06\/kobhmzk.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1312","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1312"}],"version-history":[{"count":11,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1312\/revisions"}],"predecessor-version":[{"id":1323,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1312\/revisions\/1323"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/media\/1324"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1312"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1312"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1312"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

$\"\"$ <\/div>\n\n\n\n \n AI\u9632\u72af\u30ab\u30e1\u30e9\u5fb9\u5e95\u6d3b\u7528\u30ac\u30a4\u30c9\uff1a\u5c0f\u898f\u6a21\u5e97\u8217\u30fb\u4fdd\u80b2\u5712\u30fb\u4ecb\u8b77\u65bd\u8a2d\u30fb\u30aa\u30d5\u30a3\u30b9\u306e\u672a\u6765<\/title>\n <style>\n body { font-family: \"Yu Gothic\", \"Meiryo\", sans-serif; line-height: 2; margin: 0 auto; padding: 2rem; background: #f7f9fb; color: #222; max-width: 820px; }\n h1, h2, h3 { color: #175574; }\n h1 { font-size: 2.2rem; margin-bottom: 0.5em; }\n h2 { font-size: 1.5rem; border-bottom: 2px solid #cbe3f8; margin-top: 2.5em; }\n h3 { font-size: 1.1rem; margin-top: 2em; }\n a { color: #1659a8; text-decoration: underline; }\n section { margin-bottom: 2.5em; }\n .tech-link { font-size: 0.97em; background: #e7f2fc; padding: 0.3em 0.7em; border-radius: 5px; margin: 0.2em 0; display: inline-block;}\n .case { background: #fff; border-left: 5px solid #4db6e6; margin: 1em 0 2em 0; padding: 1.2em; box-shadow: 1px 2px 6px rgba(0,0,0,0.04);}\n ul { margin-left: 1.4em; }\n blockquote { background: #f0f8ff; padding: 1em 1.5em; border-left: 4px solid #a0c3df; font-size: 1.01em; }\n code { background: #eee; padding: 0.1em 0.4em; border-radius: 4px;}\n .footer { color: #888; font-size: 0.96em; margin-top: 5em;}\n <\/style>\n<\/head>\n<body>\n <section>\n <h2>\u306f\u3058\u3081\u306b<\/h2>\n <p>\n \u6628\u4eca\u3001<b>AI\u642d\u8f09\u9632\u72af\u30ab\u30e1\u30e9<\/b>\u304c\u6025\u901f\u306b\u666e\u53ca\u3057\u59cb\u3081\u3066\u3044\u307e\u3059\u3002 \n <b>\u5c0f\u898f\u6a21\u5e97\u8217\u30fb\u30ab\u30d5\u30a7\u30fb\u4fdd\u80b2\u5712\u30fb\u4ecb\u8b77\u65bd\u8a2d\u30fb\u30aa\u30d5\u30a3\u30b9<\/b>\u306a\u3069\u3001\u3053\u308c\u307e\u3067\u5927\u898f\u6a21\u306a\u4eba\u54e1\u3084\u30b7\u30b9\u30c6\u30e0\u5c0e\u5165\u304c\u96e3\u3057\u304b\u3063\u305f\u73fe\u5834\u3067\u3082\u3001<b>AI\u306b\u3088\u308b\u6620\u50cf\u89e3\u6790<\/b>\u306b\u3088\u3063\u3066\u3001\u300c\u5b89\u5168\u30fb\u52b9\u7387\u30fb\u5b89\u5fc3\u300d\u3092\u540c\u6642\u306b\u5b9f\u73fe\u3067\u304d\u308b\u6642\u4ee3\u304c\u5230\u6765\u3057\u3066\u3044\u307e\u3059\u3002 \n \u672c\u8a18\u4e8b\u3067\u306f\u3001AI\u30ab\u30e1\u30e9\u6d3b\u7528\u306e\u5b9f\u969b\u30fb\u6700\u65b0\u306e\u8ee2\u5012\u691c\u77e5\u6280\u8853\u30fb\u4e0d\u5be9\u8005\u691c\u77e5\u3084\u8077\u5834\u6539\u5584\u306e\u4e8b\u4f8b\u30fb\u5c0e\u5165\u306e\u30dd\u30a4\u30f3\u30c8\u3084\u793e\u4f1a\u7684\u306a\u80cc\u666f\u307e\u3067\u3001<b>\u5fb9\u5e95\u89e3\u8aac<\/b>\u3057\u307e\u3059\u3002\n <\/p>\n <\/section>\n\n <section>\n <h2>1. AI\u30ab\u30e1\u30e9\u304c\u5909\u3048\u308b\u73fe\u5834\u306e\u300c\u898b\u5b88\u308a\u300d\u3068\u300c\u9632\u72af\u300d<\/h2>\n <h3>1-1. \u306a\u305c\u4ecaAI\u30ab\u30e1\u30e9\u304c\u6c42\u3081\u3089\u308c\u308b\u306e\u304b\uff1f<\/h3>\n <ul>\n <li>\u4eba\u624b\u4e0d\u8db3\u3084\u9ad8\u9f62\u5316\u3067\u3001<b>\u7701\u529b\u5316\u30fb\u81ea\u52d5\u5316<\/b>\u306e\u30cb\u30fc\u30ba\u304c\u6025\u5897<\/li>\n <li>\u300c<b>\u4eba\u306e\u76ee<\/b>\u300d\u306b\u3088\u308b\u898b\u5b88\u308a\u30fb\u76e3\u8996\u306b\u306f\u9650\u754c\uff0824\u6642\u9593\u76e3\u8996\u3001\u9577\u6642\u9593\u306e\u96c6\u4e2d\u56f0\u96e3\uff09<\/li>\n <li>AI\u753b\u50cf\u89e3\u6790\u6280\u8853\u306e\u6025\u901f\u306a\u9032\u5316\u30fb\u30af\u30e9\u30a6\u30c9\u6d3b\u7528\u3067\u4f4e\u30b3\u30b9\u30c8\u5316<\/li>\n <li>\u65bd\u8a2d\u5185\u5916\u3067\u306e\u4e8b\u6545\u30fb\u72af\u7f6a\u30fb\u30c8\u30e9\u30d6\u30eb\u9632\u6b62\u306e\u793e\u4f1a\u7684\u8981\u8acb<\/li>\n <\/ul>\n <p>\n \u305f\u3068\u3048\u3070\u3001\u4fdd\u80b2\u5712\u3067\u306f\u300c<b>\u5b50\u3069\u3082\u306e\u5b89\u5168\u7ba1\u7406<\/b>\u300d\u3001\u4ecb\u8b77\u65bd\u8a2d\u3067\u306f\u300c<b>\u591c\u9593\u306e\u8ee2\u5012\u691c\u77e5<\/b>\u300d\u3001\u30ab\u30d5\u30a7\u3084\u5c0f\u58f2\u5e97\u3067\u306f\u300c<b>\u4e0d\u5be9\u8005\u306e\u65e9\u671f\u767a\u898b<\/b>\u300d\u304c\u8ab2\u984c\u3067\u3057\u305f\u3002<br>\n <b>AI\u30ab\u30e1\u30e9<\/b>\u306f\u3053\u308c\u3089\u306e\u73fe\u5834\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u6709\u529b\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\n <\/p>\n <\/section>\n\n <section>\n <h2>2. \u5b9f\u4f8b\u3067\u5b66\u3076\uff01AI\u30ab\u30e1\u30e9\u6d3b\u7528\u30b7\u30fc\u30f3<\/h2>\n\n <h3>2-1. \u5c0f\u898f\u6a21\u30ab\u30d5\u30a7\u3084\u5546\u5e97\uff1a\u9632\u72af\u3068\u696d\u52d9\u52b9\u7387UP<\/h3>\n <div class=\"case\">\n <b>\u5c0e\u5165\u4e8b\u4f8b\uff1a<\/b>\u90fd\u5185\u306e\u30ab\u30d5\u30a7\u300cCOFFEE&Co.\u300d\u3067\u306f\u3001<b>AI\u9632\u72af\u30ab\u30e1\u30e9<\/b>\u3092\u30ec\u30b8\u30fb\u5165\u53e3\u30fb\u53a8\u623f\u306b\u8a2d\u7f6e\u3002AI\u304c\u300c\u4e0d\u5be9\u306a\u52d5\u304d\u300d\u3084\u300c\u9589\u5e97\u5f8c\u306e\u4fb5\u5165\u300d\u3092\u81ea\u52d5\u691c\u77e5\u3057\u3001\u30b9\u30bf\u30c3\u30d5\u306e\u30b9\u30de\u30db\u306b\u5373\u6642\u901a\u77e5\u3002<br>\n \u30ec\u30b8\u524d\u306e\u300c<b>\u305f\u3080\u308d<\/b>\u300d\u3084\u300c\u9577\u6642\u9593\u6ede\u5728\u8005\u300d\u3082AI\u304c\u691c\u51fa\u3001\u696d\u52d9\u6539\u5584\u306b\u3082\u6d3b\u7528\u3002\n <\/div>\n <ul>\n <li>AI\u306b\u3088\u308b\u300c\u4fb5\u5165\u30fb\u6ede\u5728\u30d1\u30bf\u30fc\u30f3\u691c\u51fa\u300d\u3084\u300c\u4e07\u5f15\u304d\u30fb\u4e0d\u5be9\u884c\u52d5\u300d\u81ea\u52d5\u8a18\u9332<\/li>\n <li>\u4eba\u624b\u4e0d\u8db3\u3067\u3082\u7701\u529b\u5316\uff06\u5b89\u5fc3\u611f\u3092\u4e21\u7acb<\/li>\n <\/ul>\n <div class=\"tech-link\">\n <a href=\"https:\/\/business.ntt-east.co.jp\/content\/onsight_dx\/mimamori-ai\/\" target=\"_blank\">NTT\u6771\u65e5\u672c\uff1aMIMAMORI AI\u30b5\u30fc\u30d3\u30b9<\/a>\n <\/div>\n\n <h3>2-2. \u4fdd\u80b2\u5712\uff1a\u5b89\u5168\u306a\u300c\u898b\u5b88\u308a\u300d\u3068\u4fdd\u8b77\u8005\u3078\u306e\u4fe1\u983c<\/h3>\n <div class=\"case\">\n <b>\u6d3b\u7528\u4f8b\uff1a<\/b>\u300c\u30ad\u30c3\u30ba\u30e9\u30f3\u30c9\u5712\u300d\u3067\u306f\u5712\u5150\u306e\u304a\u663c\u5bdd\u3084\u904a\u622f\u30b9\u30da\u30fc\u30b9\u3092<b>AI\u30ab\u30e1\u30e9<\/b>\u3067\u898b\u5b88\u308a\u3002\u300c<b>\u8ee2\u5012\u3084\u3046\u3064\u4f0f\u305b<\/b>\u300d\u306a\u3069\u306e\u5371\u967a\u59ff\u52e2\u30fb\u6025\u306a\u52d5\u304d\u30fb\u4e0d\u5be9\u8005\u306e\u4fb5\u5165\u3082\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u901a\u77e5\u3055\u308c\u3001\u8077\u54e1\u306f\u5168\u4f53\u3092\u628a\u63e1\u3057\u3084\u3059\u304f\u306a\u3063\u305f\u3002\n <\/div>\n <ul>\n <li>\u30b9\u30bf\u30c3\u30d5\u304c\u5168\u30a8\u30ea\u30a2\u306b\u76ee\u3092\u914d\u3089\u306a\u304f\u3066\u3082\u3001AI\u304c\u300c\u7570\u5e38\u884c\u52d5\u300d\u3092\u30ad\u30e3\u30c3\u30c1<\/li>\n <li>\u4fdd\u8b77\u8005\u3078\u306e\u5b89\u5168\u30a2\u30d4\u30fc\u30eb\u3001\u6620\u50cf\u8a18\u9332\u3082\u4e07\u5168<\/li>\n <\/ul>\n <div class=\"tech-link\">\n <a href=\"https:\/\/prtimes.jp\/main\/html\/rd\/p\/000000026.000087154.html\" target=\"_blank\">AI\u30ab\u30e1\u30e9\u3067\u5712\u5150\u898b\u5b88\u308a<\/a>\n <\/div>\n\n <h3>2-3. \u4ecb\u8b77\u65bd\u8a2d\u30fb\u9ad8\u9f62\u8005\u4f4f\u5b85\uff1a\u591c\u9593\u306e\u8ee2\u5012\u691c\u77e5\u3068\u4ecb\u8b77\u8ca0\u62c5\u8efd\u6e1b<\/h3>\n <div class=\"case\">\n <b>\u73fe\u5834\u306e\u58f0\uff1a<\/b>\u300c\u591c\u9593\u3001\u6570\u5341\u4eba\u306e\u9ad8\u9f62\u8005\u306e\u5b89\u5168\u3092\u6570\u4eba\u306e\u30b9\u30bf\u30c3\u30d5\u3067\u5b88\u308b\u306e\u306f\u5927\u5909\u3002AI\u30ab\u30e1\u30e9\u306f\u300e\u30d9\u30c3\u30c9\u304b\u3089\u306e\u8ee2\u5012\u30fb\u5f98\u5f8a\u300f\u3092\u81ea\u52d5\u3067\u691c\u77e5\u3001\u8fc5\u901f\u5bfe\u5fdc\u304c\u53ef\u80fd\u306b\u300d\uff08\u7279\u5225\u990a\u8b77\u8001\u4eba\u30db\u30fc\u30e0\u8cac\u4efb\u8005\uff09\n <\/div>\n <ul>\n <li>\u9ad8\u9f62\u8005\u306e\u300c\u8ee2\u5012\u300d\u300c\u5f98\u5f8a\u300d\u300c\u4f53\u8abf\u6025\u5909\u300d\u3092AI\u304c24\u6642\u9593\u76e3\u8996<\/li>\n <li>\u30ca\u30fc\u30b9\u30b3\u30fc\u30eb\u9023\u643a\u3084\u30b9\u30de\u30db\u901a\u77e5\u3082\u53ef\u80fd<\/li>\n <li>\u30b9\u30bf\u30c3\u30d5\u306e\u300c\u591c\u9593\u5de1\u56de\u300d\u696d\u52d9\u3092\u5927\u5e45\u52b9\u7387\u5316<\/li>\n <\/ul>\n <div class=\"tech-link\">\n <a href=\"https:\/\/www.soumu.go.jp\/main_content\/000820109.pdf\" target=\"_blank\">\u7dcf\u52d9\u7701\uff1aAI\u306e\u6700\u65b0\u52d5\u5411<\/a>\n <\/div>\n <\/section>\n\n<section>\n <h2>3. Anomaly Detection Using Computer Vision<\/h2>\n <p>\n <strong>\u6982\u8981\uff1a<\/strong>\n \u9854\u8a8d\u8b58\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308a\u3001\u7ba1\u7406\u8005\u3001\u4e0d\u5be9\u8005\u3001\u975e\u4eba\u9593\u7269\u4f53\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u985e\u3002<br>\n <\/p>\n <p>\n <strong>\u8ad6\u6587\u30ea\u30f3\u30af\uff1a<\/strong>\n <a href=\"https:\/\/arxiv.org\/abs\/2503.19100?utm_source=chatgpt.com\" target=\"_blank\">arXiv\uff082025\u5e743\u6708\uff09<\/a><br>\n <\/p>\n<\/section>\n\n\n <h3>3-2. \u753b\u50cf\u751f\u6210AI\u3082\u9632\u72af\u306b\u8ca2\u732e<\/h3>\n <ul>\n <li>\u300c\u4e0d\u5be9\u8005\u306e\u9854\u5199\u771f\u304c\u66d6\u6627\u300d\u3067\u3082\u3001\u753b\u50cf\u751f\u6210AI\u304c\u65ad\u7247\u60c5\u5831\u304b\u3089\u7279\u5fb4\u753b\u50cf\u3092\u751f\u6210\u3057\u3001\u72af\u4eba\u7279\u5b9a\u3084\u635c\u67fb\u5354\u529b\u306b\u3082\u5f79\u7acb\u3064<\/li>\n <li>\u5b9f\u969b\u306e\u5c0e\u5165\u4e8b\u4f8b\u3082\u62e1\u5927\u4e2d\uff08\u65e5\u672c\u30fb\u7c73\u56fd\u8b66\u5bdf\u306e\u4e00\u90e8\u5c0e\u5165\u4e8b\u4f8b\u3042\u308a\uff09<\/li>\n <\/ul>\n <blockquote>\n AI\u3067\u300c\u602a\u3057\u3044\u52d5\u304d\u300d\u3060\u3051\u3067\u306a\u304f\u3001\u898b\u9003\u3055\u308c\u305f\u4e00\u77ac\u306e\u9854\u3084\u7279\u5fb4\u3082\u300c\u88dc\u5b8c\u30fb\u518d\u69cb\u6210\u300d\u3067\u304d\u308b\u6642\u4ee3\u3067\u3059\u3002\n <\/blockquote>\n\n\n <section>\n <h2>4. \u5c0e\u5165\u30fb\u904b\u7528\u306e\u30dd\u30a4\u30f3\u30c8\u3068\u8ab2\u984c<\/h2>\n <ul>\n <li>\u300c\u7f6e\u304f\u3060\u3051\u300d\u300c\u65e2\u5b58\u30ab\u30e1\u30e9\u306b\u5f8c\u4ed8\u3051\u300d\u3067\u304d\u308b\u30af\u30e9\u30a6\u30c9AI\u30b5\u30fc\u30d3\u30b9\u304c\u5897\u52a0<\/li>\n <li>\u30b9\u30de\u30db\u3084PC\u3067\u3069\u3053\u3067\u3082\u6620\u50cf\u30fb\u901a\u77e5\u3092\u78ba\u8a8d\u3067\u304d\u308b\u6642\u4ee3<\/li>\n <li>\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u7ba1\u7406\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3082\u91cd\u8981<\/li>\n <li>\u691c\u77e5\u7cbe\u5ea6\u30fb\u8aa4\u691c\u77e5\u4f4e\u6e1b\u306e\u305f\u3081\u3001\u74b0\u5883\u30fb\u8a2d\u7f6e\u89d2\u5ea6\u30fb\u7167\u660e\u306b\u914d\u616e\u304c\u5fc5\u8981<\/li>\n <li>AI\u30ab\u30e1\u30e9\u306e<strong>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u30dd\u30ea\u30b7\u30fc<\/strong>\u3084<strong>\u6cd5\u7684\u9806\u5b88<\/strong>\u3082\u78ba\u8a8d\u3057\u3088\u3046<\/li>\n <\/ul>\n <div class=\"tech-link\">\n <a href=\"https:\/\/japan.zdnet.com\/article\/35207701\/\" target=\"_blank\">\u9632\u72af\u5bfe\u7b56\u306b\u3082\u306a\u308b\u30ea\u30c6\u30fc\u30eb\u30e1\u30c7\u30a3\u30a2–\u30a8\u30c3\u30b8AI\u3092\u6d3b\u7528\u3057\u305f\u300c\u653b\u3081\u300d\u3068\u300c\u5b88\u308a\u300d\u306e\u65b0\u6226\u7565\uff08ZDNet\uff09<\/a>\n <\/div>\n <\/section>\n\n <section>\n <h2>5. \u672a\u6765\u5c55\u671b\u3068\u793e\u4f1a\u3078\u306e\u30a4\u30f3\u30d1\u30af\u30c8<\/h2>\n <p>\n AI\u9632\u72af\u30ab\u30e1\u30e9\u3068\u898b\u5b88\u308a\u6280\u8853\u306f\u3001\u4eca\u5f8c\u307e\u3059\u307e\u3059<b>\u65e5\u5e38\u306e\u3042\u3089\u3086\u308b\u5834\u6240<\/b>\u3078\u5e83\u304c\u308b\u3068\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002<br>\n \u9632\u72af\u3060\u3051\u3067\u306a\u304f\u3001\u4e8b\u6545\u9632\u6b62\u30fb\u9ad8\u9f62\u8005\u898b\u5b88\u308a\u30fb\u5b50\u3069\u3082\u3084\u969c\u304c\u3044\u8005\u306e\u5b89\u5168\u652f\u63f4\u30fb\u696d\u52d9\u306e\u52b9\u7387\u5316\u30fb\u50cd\u304d\u65b9\u6539\u9769\u306e\u63a8\u9032\u306a\u3069\u3001\u5e45\u5e83\u3044\u5206\u91ce\u306b\u300cAI\u30ab\u30e1\u30e9\u9769\u547d\u300d\u304c\u62e1\u5927\u4e2d\u3067\u3059\u3002<br>\n \u7279\u306b\u300c\u73fe\u5834\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6620\u50cf\u89e3\u6790\u300d\u3068\u300c\u884c\u52d5\u7570\u5e38\u306e\u65e9\u671f\u767a\u898b\u300d\u306f\u3001<b>\u547d\u3084\u793e\u4f1a\u7684\u640d\u5931\u3092\u672a\u7136\u306b\u9632\u3050<\/b>\u305f\u3081\u306b\u975e\u5e38\u306b\u5927\u304d\u306a\u610f\u5473\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\n <\/p>\n <blockquote>\n <b>\u4eca\u5f8c\u306f\u300cAI\u30ab\u30e1\u30e9\uff0bIoT\u30bb\u30f3\u30b5\u30fc\u300d\u300cAI\u30ab\u30e1\u30e9\uff0b\u97f3\u58f0\u8a8d\u8b58\u300d\u306a\u3069\u3001\u591a\u5c64\u7684\u306a\u5b89\u5168\u30fb\u5feb\u9069\u30b7\u30b9\u30c6\u30e0\u3078\u3068\u9032\u5316\u3002<\/b><br>\n \u6280\u8853\u3068\u502b\u7406\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u5b88\u308a\u3064\u3064\u3001\u793e\u4f1a\u5168\u4f53\u306e\u5b89\u5fc3\u30fb\u5b89\u5168\u306b\u8ca2\u732e\u3059\u308b\u6642\u4ee3\u304c\u6765\u3066\u3044\u307e\u3059\u3002\n <\/blockquote>\n <\/section>\n\n <section>\n <h2>6. Python\u3067\u300cAI\u8ee2\u5012\u691c\u77e5\u300d\u3092\u4f53\u9a13\u3057\u3066\u307f\u3088\u3046<\/h2>\n <p>\n \u3053\u3053\u3067\u306f\u3001Google\u306e<a href=\"https:\/\/ai.google.dev\/edge\/mediapipe\/solutions\/guide?hl=ja\" target=\"_blank\">MediaPipe<\/a>\u3092\u4f7f\u3063\u305f\u300c\u7c21\u6613\u8ee2\u5012\u691c\u77e5\u300d\u306e\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<br>\n <b>\u6ce8\u610f\uff1a<\/b>\u5b9f\u904b\u7528\u306f\u30d7\u30ed\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u63a8\u5968\u3002\u4ee5\u4e0b\u306f\u4f53\u9a13\u7528\u30fb\u53c2\u8003\u5b9f\u88c5\u4f8b\u3067\u3059\u3002\n <\/p>\n <pre><code>\nimport cv2\nimport mediapipe as mp\n\nmp_pose = mp.solutions.pose\ncap = cv2.VideoCapture(0)\nwith mp_pose.Pose() as pose:\n while cap.isOpened():\n ret, frame = cap.read()\n results = pose.process(cv2.cvtColor(frame, cv2.COLOR_BGR2RGB))\n if results.pose_landmarks:\n # \u8170\u30fb\u80a9\u306ey\u5ea7\u6a19\uff08\u4e0a\u4e0b\uff09\u3092\u5229\u7528\u3057\u3001\u8ee2\u5012\u3063\u307d\u3044\u300c\u6025\u306a\u4f4e\u4e0b\u300d\u3092\u691c\u77e5\n landmarks = results.pose_landmarks.landmark\n hip_y = landmarks[mp_pose.PoseLandmark.LEFT_HIP].y\n shoulder_y = landmarks[mp_pose.PoseLandmark.LEFT_SHOULDER].y\n if hip_y > 0.7 and shoulder_y > 0.7:\n print(\"\u8ee2\u5012\u306e\u53ef\u80fd\u6027\uff01\")\n cv2.imshow('Pose', frame)\n if cv2.waitKey(1) == 27: break\ncap.release()\ncv2.destroyAllWindows()\n <\/code><\/pre>\n <p>\n \u3053\u308c\u306f\u4e00\u4f8b\u3067\u3059\u304c\u3001\u300c\u9aa8\u683c\u63a8\u5b9a\u00d7\u52d5\u304d\u306e\u7570\u5e38\u300d\u3067\u3055\u307e\u3056\u307e\u306a\u898b\u5b88\u308a\u7528\u9014\u304c\u53ef\u80fd\u3067\u3059\u3002\n <br>\n <span class=\"tech-link\"><a href=\"https:\/\/qiita.com\/k-keita\/items\/4546396fa5b7c242c4df\" target=\"_blank\">M\u3010Python\u3011\u9aa8\u683c\u63a8\u5b9a\u306e\u6982\u8981\u3001\u69d8\u3005\u306a\u9aa8\u683c\u63a8\u5b9a\u30d1\u30bf\u30fc\u30f3\u306e\u5b9f\u88c5\uff08Qiita\uff09<\/a><\/span>\n <\/p>\n <\/section>\n\n <section>\n <h2>7. \u307e\u3068\u3081 \u301cAI\u30ab\u30e1\u30e9\u6d3b\u7528\u3067\u5909\u308f\u308b\u73fe\u5834\u3068\u672a\u6765\u301c<\/h2>\n <p>\n AI\u9632\u72af\u30fb\u898b\u5b88\u308a\u30ab\u30e1\u30e9\u306f\u3001<b>\u5b89\u5fc3<\/b>\u3068<b>\u52b9\u7387<\/b>\u3092\u540c\u6642\u306b\u5b9f\u73fe\u3067\u304d\u308b\u73fe\u5834\u9769\u65b0\u306e\u30ad\u30fc\u6280\u8853\u3067\u3059\u3002\n \u5c0f\u3055\u306a\u304a\u5e97\u30fb\u5bb6\u5ead\u30fb\u65bd\u8a2d\u3067\u3082\u6c17\u8efd\u306b\u5c0e\u5165\u3067\u304d\u3001\u73fe\u5834\u306e\u8ca0\u62c5\u6e1b\u30fb\u30b5\u30fc\u30d3\u30b9\u54c1\u8cea\u5411\u4e0a\u30fb\u5bb6\u65cf\u3084\u9867\u5ba2\u306e\u4fe1\u983c\u30a2\u30c3\u30d7\u306b\u5927\u304d\u304f\u8ca2\u732e\u3057\u307e\u3059\u3002\n <\/p>\n <ul>\n <li>\u73fe\u5834\u306e\u8ab2\u984c\u3084\u76ee\u7684\u306b\u5408\u3063\u305f\u300cAI\u30ab\u30e1\u30e9\u306e\u9078\u5b9a\u30fb\u6d3b\u7528\u300d\u3092\u691c\u8a0e\u3057\u3088\u3046<\/li>\n <li>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3084\u904b\u7528\u30eb\u30fc\u30eb\u306f\u300c\u307f\u3093\u306a\u304c\u5b89\u5fc3\u3067\u304d\u308b\u5f62\u300d\u3067<\/li>\n <li>\u65e5\u3005\u9032\u5316\u3059\u308bAI\u6280\u8853\u3068\u3068\u3082\u306b\u3001\u300c\u5b89\u5168\u30fb\u5feb\u9069\u306a\u672a\u6765\u300d\u3092\u4e00\u7dd2\u306b\u7bc9\u3053\u3046<\/li>\n <\/ul>\n <p>\u6700\u65b0\u60c5\u5831\u3084\u6280\u8853\u8a73\u7d30\u306f\u5404\u30ea\u30f3\u30af\u5148\u30fb\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u305c\u3072\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n <\/section>\n\n <div class=\"footer\">\n <hr>\n <p>\n \u3053\u306e\u8a18\u4e8b\u306f2025\u5e746\u6708\u6700\u65b0\u60c5\u5831\u3092\u3082\u3068\u306b\u57f7\u7b46\u3057\u3066\u3044\u307e\u3059\u3002<br>\n \u30b5\u30fc\u30d3\u30b9\u30fb\u6280\u8853\u306f\u65e5\u3005\u9032\u5316\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u6700\u65b0\u30cb\u30e5\u30fc\u30b9\u3084\u4e8b\u4f8b\u3082\u7a4d\u6975\u7684\u306b\u30ad\u30e3\u30c3\u30c1\u30a2\u30c3\u30d7\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<br>\n <a href=\"https:\/\/beeknowledge.co.jp\/\" target=\"_blank\">\u682a\u5f0f\u4f1a\u793e\u30d3\u30fc\u30fb\u30ca\u30ec\u30c3\u30b8\u30fb\u30c7\u30b6\u30a4\u30f3<\/a>\n <\/p>\n <\/div>\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>AI\u9632\u72af\u30ab\u30e1\u30e9\u5fb9\u5e95\u6d3b\u7528\u30ac\u30a4\u30c9\uff1a\u5c0f\u898f\u6a21\u5e97\u8217\u30fb\u4fdd\u80b2\u5712\u30fb\u4ecb\u8b77\u65bd\u8a2d\u30fb\u30aa\u30d5\u30a3\u30b9\u306e\u672a\u6765 \u306f\u3058\u3081\u306b \u6628\u4eca\u3001AI\u642d\u8f09\u9632\u72af\u30ab\u30e1\u30e9\u304c\u6025\u901f\u306b\u666e\u53ca\u3057\u59cb\u3081\u3066\u3044\u307e\u3059\u3002 \u5c0f\u898f\u6a21\u5e97\u8217\u30fb\u30ab\u30d5\u30a7\u30fb\u4fdd\u80b2\u5712\u30fb\u4ecb\u8b77\u65bd\u8a2d\u30fb\u30aa\u30d5\u30a3\u30b9\u306a\u3069\u3001\u3053\u308c\u307e\u3067\u5927\u898f\u6a21\u306a\u4eba\u54e1\u3084\u30b7\u30b9\u30c6 […]<\/p>\n","protected":false},"author":1,"featured_media":1324,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"vkexunit_cta_each_option":"","footnotes":""},"categories":[5,59,54,24,7],"tags":[26,51,41,36,49],"class_list":["post-1312","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-59","category-54","category-24","category-academic","tag-ai","tag-51","tag-41","tag-36"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/beeknowledge.co.jp\/wp-content\/uploads\/2025\/06\/kobhmzk.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1312","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1312"}],"version-history":[{"count":11,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1312\/revisions"}],"predecessor-version":[{"id":1323,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1312\/revisions\/1323"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/media\/1324"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1312"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1312"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1312"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}