{"id":925,"date":"2026-07-23T19:46:21","date_gmt":"2026-07-23T10:46:21","guid":{"rendered":"https:\/\/asutech.vn\/?p=925"},"modified":"2026-07-23T19:53:03","modified_gmt":"2026-07-23T10:53:03","slug":"on-device-ai","status":"publish","type":"post","link":"https:\/\/asutech.vn\/vi\/on-device-ai\/","title":{"rendered":"\u3010\u6280\u8853\u89e3\u8aac\u3011\u30aa\u30f3\u30c7\u30d0\u30a4\u30b9AI\u3092\u6d3b\u7528\u3057\u305f\u30b4\u30eb\u30d5\u30b9\u30a4\u30f3\u30b03D\u9aa8\u683c\u89e3\u6790\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u5b9f\u73fe\u624b\u6cd5\u3068\u30b7\u30b9\u30c6\u30e0\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3"},"content":{"rendered":"<h2 class=\"wp-block-heading\">1. \u306f\u3058\u3081\u306b\uff08\u958b\u767a\u80cc\u666f\u3068\u30aa\u30f3\u30c7\u30d0\u30a4\u30b9AI\u306e\u5229\u70b9\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b9\u30dd\u30fc\u30c4\u5206\u91ce\u3001\u7279\u306b\u30b4\u30eb\u30d5\u30b9\u30a4\u30f3\u30b0\u89e3\u6790\u306b\u304a\u3044\u3066\u3001\u30bb\u30f3\u30b5\u30fc\u3084\u30de\u30fc\u30ab\u30fc\u3092\u8eab\u4f53\u306b\u88c5\u7740\u3059\u308b\u3053\u3068\u306a\u304f\u904b\u52d5\u30d5\u30a9\u30fc\u30e0\u3092\u53ef\u8996\u5316\u3059\u308b\u300c\u9aa8\u683c\u63a8\u5b9a\u6280\u8853\uff08Pose Estimation\uff09\u300d\u306e\u9700\u8981\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u30b5\u30fc\u30d0\u30fc\u30b5\u30a4\u30c9\u578bAI\u89e3\u6790\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u9ad8\u753b\u8cea\u52d5\u753b\uff0860fps\u301c120fps\uff09\u3092\u30af\u30e9\u30a6\u30c9\u3078\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u969b\u306e\u300c\u901a\u4fe1\u9045\u5ef6\u300d\u300c\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d0\u30fc\uff08GPU\uff09\u904b\u7528\u30b3\u30b9\u30c8\u306e\u9ad8\u9a30\u300d\u300c\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u300d\u304c\u5927\u304d\u306a\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u89e3\u8aac\u3067\u306f\u3001\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u7aef\u672b\u5185\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306bAI\u63a8\u8ad6\u3092\u884c\u3046\u30aa\u30f3\u30c7\u30d0\u30a4\u30b9AI\uff08On-Device AI\uff09\u3092\u6d3b\u7528\u3057\u3001\u5feb\u9069\u306a\u64cd\u4f5c\u6027\u3068\u9ad8\u5ea6\u306a\u30b9\u30a4\u30f3\u30b0\u89e3\u6790\u6a5f\u80fd\u3092\u5b9f\u73fe\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u69cb\u6210\u30fb\u958b\u767a\u4f53\u5236\u304a\u3088\u3073\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63d0\u6848\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u6280\u8853\u7684\u5b9f\u73fe\u6027\uff08Technical Feasibility\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30aa\u30f3\u30c7\u30d0\u30a4\u30b9AI\u306b\u3088\u308b\u30b4\u30eb\u30d5\u30b9\u30a4\u30f3\u30b0\u306e3D\u9aa8\u683c\u89e3\u6790\u306f\u3001\u73fe\u4ee3\u306e\u30e2\u30d0\u30a4\u30eb\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u304a\u3088\u3073\u63a8\u8ad6\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u9032\u5316\u306b\u3088\u308a\u3001<strong>\u9ad8\u3044\u5b9f\u884c\u7cbe\u5ea6\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3067\u5b9f\u73fe\u53ef\u80fd<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u51e6\u7406\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3:<\/strong> Google MediaPipe Pose \/ TensorFlow Lite \/ CoreML \u3092\u4f7f\u7528\u3002<\/li>\n\n\n\n<li><strong>\u30d5\u30ec\u30fc\u30e0\u30ec\u30fc\u30c8:<\/strong> \u6700\u65b0\u7aef\u672b\u306eNeural Processing Unit (NPU) \u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001<strong>60fps\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406<\/strong>\u3092\u5b9f\u73fe\u3002<\/li>\n\n\n\n<li><strong>\u30b8\u30c3\u30bf\u30fc\u306e\u6291\u5236\uff08\u5e73\u6ed1\u5316\uff09:<\/strong> \u30a4\u30f3\u30d1\u30af\u30c8\u6642\u306e\u9ad8\u901f\u904b\u52d5\u306b\u3088\u308b\u9aa8\u683c\u5ea7\u6a19\u306e\u30d6\u30ec\uff08Jittering\uff09\u306b\u5bfe\u3057\u3001\u9069\u5fdc\u578b\u30d5\u30a3\u30eb\u30bf\uff081-Euro Filter\uff09\u3092\u9069\u7528\u3057\u3001\u306a\u3081\u3089\u304b\u306a\u9aa8\u683c\u30e9\u30a4\u30f3\u3092\u63cf\u753b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"157\" height=\"53\" src=\"https:\/\/asutech.vn\/wp-content\/uploads\/2026\/07\/AI-Golf-Poc-1.png\" alt=\"\" class=\"wp-image-928\" srcset=\"https:\/\/asutech.vn\/wp-content\/uploads\/2026\/07\/AI-Golf-Poc-1.png 157w, https:\/\/asutech.vn\/wp-content\/uploads\/2026\/07\/AI-Golf-Poc-1-18x6.png 18w\" sizes=\"auto, (max-width: 157px) 100vw, 157px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u30aa\u30f3\u30c7\u30d0\u30a4\u30b9AI\u9078\u5b9a\u306b\u3088\u308b\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7:<\/strong> \u52d5\u753b\u64ae\u5f71\u5f8c\u3001\u30af\u30e9\u30a6\u30c9\u3078\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3092\u5f85\u305f\u305a\u306b\u5373\u5ea7\u306b\u9aa8\u683c\u30e9\u30a4\u30f3\u304a\u3088\u3073\u524d\u50be\u89d2\u5ea6\uff08Spine Angle\uff09\u3001\u80a9\u30fb\u8170\u306e\u56de\u8ee2\u89d2\u5ea6\uff08Shoulder\/Hip Tilt\uff09\u3092\u8868\u793a\u53ef\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u30b3\u30b9\u30c8\u306e95%\u524a\u6e1b:<\/strong> \u91cd\u305f\u3044AI\u63a8\u8ad6\u51e6\u7406\u3092\u7aef\u672b\u5074\u3067\u5b8c\u7d50\u3055\u305b\u308b\u305f\u3081\u3001AWS EC2 GPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u5e38\u6642\u7a3c\u50cd\u304c\u4e0d\u8981\u3068\u306a\u308a\u3001\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u6291\u5236\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304a\u3088\u3073\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff08Software Architecture\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u9ad8\u3044\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6301\u3064\u30e2\u30d0\u30a4\u30eb\u30a2\u30d7\u30ea\u3068\u3001\u4fdd\u5b88\u6027\u30fb\u62e1\u5f35\u6027\u306b\u512a\u308c\u305f\u30af\u30e9\u30a6\u30c9\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\uff08\u30de\u30a4\u30af\u30ed\u30b5\u30fc\u30d3\u30b9\u69cb\u6210\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u69cb\u6210\u56f3<\/h3>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-78bbd0cc alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"756\" height=\"358\" src=\"https:\/\/asutech.vn\/wp-content\/uploads\/2026\/07\/AI-Golf-Poc-2.png\" alt=\"\" class=\"wp-image-929\" 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