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\u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN)\u3001\u30ea\u30ab\u30ec\u30f3\u30c8 \u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (RNN)\u3001\u304a\u3088\u3073\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc \u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3066\u8ffd\u8de1\u7cbe\u5ea6\u3092\u9ad8\u3081\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u901a\u5e38\u3001\u7a7a\u9593 (\u5916\u89b3\u30d9\u30fc\u30b9) \u3068\u6642\u9593 (\u52d5\u304d\u30d9\u30fc\u30b9) \u306e\u4e21\u65b9\u306e\u7279\u5fb4\u3092\u7d71\u5408\u3057\u3001\u8907\u96d1\u306a\u30b7\u30ca\u30ea\u30aa\u3067\u3082\u5805\u7262\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30ab\u30eb\u30de\u30f3 \u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u30aa\u30d7\u30c6\u30a3\u30ab\u30eb \u30d5\u30ed\u30fc\u3001\u30c7\u30a3\u30fc\u30d7 \u30d5\u30a3\u30fc\u30c1\u30e3 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\u9023\u7d9a\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u9593\u306e\u30d4\u30af\u30bb\u30eb\u5909\u4f4d\u3092\u5206\u6790\u3057\u3066\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u52d5\u304d\u3092\u63a8\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u8996\u899a\u8ffd\u8de1<\/h4>\n\n\n\n<p>\u8996\u899a\u8ffd\u8de1\u306f\u30bf\u30fc\u30b2\u30c3\u30c8\u8ffd\u8de1\u3068\u3082\u547c\u3070\u308c\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u73fe\u5728\u306e\u52d5\u304d\u3068\u5916\u89b3\u306e\u7279\u6027\u306b\u57fa\u3065\u3044\u3066\u3001\u5f8c\u7d9a\u306e\u30d5\u30ec\u30fc\u30e0\u306b\u304a\u3051\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u5c06\u6765\u306e\u4f4d\u7f6e\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30d3\u30c7\u30aa\u8ffd\u8de1\u3068\u306f\u7570\u306a\u308a\u3001\u8996\u899a\u8ffd\u8de1\u306f\u5b8c\u5168\u306a\u30d3\u30c7\u30aa\u30b7\u30fc\u30b1\u30f3\u30b9\u306b\u4f9d\u5b58\u305b\u305a\u3001\u5c65\u6b74\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u52d5\u304d\u3092\u63a8\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u3053\u306e\u6280\u8853\u306f\u3001\u30b9\u30e0\u30fc\u30ba\u306a\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u4f4d\u7f6e\u3092\u4e88\u6e2c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u81ea\u5f8b\u30ed\u30dc\u30c3\u30c8\u3001\u30c9\u30ed\u30fc\u30f3\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u3001\u62e1\u5f35\u73fe\u5b9f (AR)\u3001\u4eee\u60f3\u73fe\u5b9f (VR) \u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8996\u899a\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u901a\u5e38\u3001\u4ee5\u4e0b\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u52d5\u304d\u306e\u4e88\u6e2c\u3068\u88dc\u6b63\u306e\u305f\u3081\u306e\u30ab\u30eb\u30de\u30f3 \u30d5\u30a3\u30eb\u30bf\u30fc\u3002<\/li>\n\n\n\n<li>\u6642\u9593\u306e\u7d4c\u904e\u306b\u4f34\u3046\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u8ecc\u8de1\u3092\u30e2\u30c7\u30eb\u5316\u3059\u308b Long Short-Term Memory (LSTM) \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u753b\u50cf\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0<\/h4>\n\n\n\n<p>\u753b\u50cf\u8ffd\u8de1\u306f\u3001\u30d3\u30c7\u30aa\u3067\u306f\u306a\u304f\u9759\u7684\u306a 2 \u6b21\u5143 (2D) \u753b\u50cf\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u7279\u6b8a\u306a\u5f62\u5f0f\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u3067\u3059\u3002\u76ee\u6a19\u306f\u3001\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5b9a\u7fa9\u6e08\u307f\u306e\u753b\u50cf\u307e\u305f\u306f\u30d1\u30bf\u30fc\u30f3\u3092\u8a8d\u8b58\u3057\u3001\u7d99\u7d9a\u7684\u306b\u8ffd\u8de1\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u3053\u308c\u306f\u3001\u30c7\u30b8\u30bf\u30eb \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u73fe\u5b9f\u4e16\u754c\u306e\u753b\u50cf\u306b\u91cd\u306d\u5408\u308f\u305b\u308b\u62e1\u5f35\u73fe\u5b9f (AR) \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7523\u696d\u7528\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u3001\u88fd\u9020\u306b\u304a\u3051\u308b\u54c1\u8cea\u7ba1\u7406\u304c\u542b\u307e\u308c\u3001\u691c\u67fb\u306e\u305f\u3081\u306b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u7279\u5b9a\u306e\u7279\u5fb4\u3092\u8ffd\u8de1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u753b\u50cf\u8ffd\u8de1\u306f\u901a\u5e38\u3001SIFT (\u30b9\u30b1\u30fc\u30eb\u4e0d\u5909\u7279\u5fb4\u5909\u63db)\u3001SURF (\u9ad8\u901f\u5316\u3055\u308c\u305f\u5805\u7262\u306a\u7279\u5fb4)\u3001ORB (\u914d\u5411\u3055\u308c\u305f\u9ad8\u901f\u304b\u3064\u56de\u8ee2\u3057\u305f BRIEF) \u306a\u3069\u306e\u7279\u5fb4\u30de\u30c3\u30c1\u30f3\u30b0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u4f9d\u5b58\u3057\u3066\u304a\u308a\u3001\u753b\u50cf\u5185\u306e\u4e00\u610f\u306e\u30ad\u30fc\u30dd\u30a4\u30f3\u30c8\u3092\u8b58\u5225\u3057\u3001\u30d5\u30ec\u30fc\u30e0\u9593\u3067\u8ffd\u8de1\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u5358\u4e00\u7269\u4f53\u8ffd\u8de1\uff08SOT\uff09<\/h4>\n\n\n\n<p>\u5358\u4e00\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1 (SOT) \u3068\u306f\u3001\u4ed6\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u30d3\u30c7\u30aa \u30b7\u30fc\u30b1\u30f3\u30b9\u5168\u4f53\u3067\u5358\u4e00\u306e\u30bf\u30fc\u30b2\u30c3\u30c8\u3092\u8ffd\u8de1\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8ffd\u8de1\u30d7\u30ed\u30bb\u30b9\u306f\u624b\u52d5\u306e\u521d\u671f\u5316\u304b\u3089\u59cb\u307e\u308a\u3001\u8ffd\u8de1\u5bfe\u8c61\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u6700\u521d\u306e\u30d5\u30ec\u30fc\u30e0\u3067\u8b58\u5225\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6b21\u306b\u3001\u30c8\u30e9\u30c3\u30ab\u30fc\u306f\u3001\u5916\u89b3\u30d9\u30fc\u30b9\u307e\u305f\u306f\u30e2\u30fc\u30b7\u30e7\u30f3\u30d9\u30fc\u30b9\u306e\u8ffd\u8de1\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u4f4d\u7f6e\u3092\u7d99\u7d9a\u7684\u306b\u66f4\u65b0\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>SOT \u306f\u3001\u30b8\u30a7\u30b9\u30c1\u30e3\u30fc\u8a8d\u8b58\u3001\u91ce\u751f\u751f\u7269\u306e\u76e3\u8996\u3001\u30c9\u30ed\u30fc\u30f3\u306b\u3088\u308b\u7269\u4f53\u8ffd\u8de1\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u5f79\u7acb\u3061\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u624b\u52d5\u3067\u306e\u521d\u671f\u5316\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u30b7\u30fc\u30f3\u306b\u73fe\u308c\u308b\u65b0\u3057\u3044\u7269\u4f53\u3092\u51e6\u7406\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u8907\u6570\u306e\u7269\u4f53\u304c\u8996\u91ce\u5185\u306b\u5165\u3063\u305f\u308a\u8996\u91ce\u304b\u3089\u51fa\u305f\u308a\u3059\u308b\u30b7\u30ca\u30ea\u30aa\u306b\u306f\u9069\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u4e00\u822c\u7684\u306a SOT \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u306f\u6b21\u306e\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u76f8\u95a2\u30d5\u30a3\u30eb\u30bf\u30d9\u30fc\u30b9\u306e\u30c8\u30e9\u30c3\u30ab\u30fc (\u4f8b: MOSSE\u3001CSRT) \u2013 \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u52b9\u7387\u7684\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30c8\u30e9\u30c3\u30ab\u30fc (\u4f8b: MDNet\u3001Siamese Networks) \u2013 \u3088\u308a\u5805\u7262\u3067\u3059\u304c\u3001\u8a08\u7b97\u8ca0\u8377\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">5. \u8907\u6570\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\uff08MOT\uff09<\/h4>\n\n\n\n<p>\u8907\u6570\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1 (MOT) \u306f\u3001\u8907\u6570\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u691c\u51fa\u3057\u3001\u4e00\u610f\u306e ID \u3092\u5272\u308a\u5f53\u3066\u3001\u30d3\u30c7\u30aa \u30b7\u30fc\u30b1\u30f3\u30b9\u5168\u4f53\u3067\u8ffd\u8de1\u3059\u308b\u9ad8\u5ea6\u306a\u8ffd\u8de1\u5f62\u5f0f\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MOT \u306f\u3001\u885d\u7a81\u3092\u56de\u907f\u3059\u308b\u305f\u3081\u306b\u8eca\u4e21\u3068\u6b69\u884c\u8005\u3092\u7d99\u7d9a\u7684\u306b\u8ffd\u8de1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u81ea\u52d5\u904b\u8ee2\u306a\u3069\u306e\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u76e3\u8996\u306b\u304a\u3044\u3066\u3001MOT \u306f\u6df7\u96d1\u3057\u305f\u74b0\u5883\u3067\u500b\u4eba\u3092\u8b58\u5225\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u307e\u305f\u3001\u9078\u624b\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u8ffd\u8de1\u3055\u308c\u308b\u30b9\u30dd\u30fc\u30c4\u5206\u6790\u3067\u3082\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>MOT \u306f\u901a\u5e38\u3001\u691c\u51fa\u306b\u3088\u308b\u8ffd\u8de1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u5f93\u3044\u307e\u3059\u3002\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u306f\u3001\u307e\u305a\u5404\u30d5\u30ec\u30fc\u30e0\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u691c\u51fa\u3055\u308c\u3001\u6b21\u306b\u3055\u307e\u3056\u307e\u306a\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u95a2\u9023\u4ed8\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Deep SORT (Simple Online and Realtime Tracking with a Deep Association Metric) \u306f\u3001\u8a73\u7d30\u306a\u5916\u89b3\u7279\u5fb4\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u518d\u8b58\u5225\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>ByteTrack \u306f\u3001\u30d5\u30ec\u30fc\u30e0\u9593\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4e00\u81f4\u3055\u305b\u308b\u524d\u306b\u3001\u4fe1\u983c\u6027\u306e\u4f4e\u3044\u691c\u51fa\u3092\u6539\u826f\u3059\u308b\u3053\u3068\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u95a2\u9023\u4ed8\u3051\u3092\u5f37\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b0\u30e9\u30d5\u30d9\u30fc\u30b9\u304a\u3088\u3073\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30d9\u30fc\u30b9\u306e MOT \u30e2\u30c7\u30eb\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u9593\u306e\u6642\u7a7a\u9593\u4f9d\u5b58\u95a2\u4fc2\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u8ffd\u8de1\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>MOT \u306b\u306f\u3001\u30c8\u30e9\u30c3\u30ab\u30fc\u304c\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u9593\u9055\u3063\u305f ID \u3092\u5272\u308a\u5f53\u3066\u308b ID \u5207\u308a\u66ff\u3048\u3084\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u4e00\u6642\u7684\u306b\u8996\u754c\u304b\u3089\u6d88\u3048\u308b\u30aa\u30af\u30eb\u30fc\u30b8\u30e7\u30f3\u51e6\u7406\u306a\u3069\u3001\u72ec\u81ea\u306e\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002CenterTrack \u3084 FairMOT \u306a\u3069\u306e\u9ad8\u5ea6\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e MOT \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u691c\u51fa\u3068\u8ffd\u8de1\u3092\u5358\u4e00\u306e\u30e2\u30c7\u30eb\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-29-1024x683.jpg\" alt=\"\" class=\"wp-image-174053\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-29-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-29-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-29-768x512.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306b\u304a\u3051\u308b\u4e3b\u306a\u8ab2\u984c\u3068\u305d\u306e\u514b\u670d\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u3063\u3066\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306f\u5927\u5e45\u306b\u6539\u5584\u3055\u308c\u307e\u3057\u305f\u304c\u3001\u3044\u304f\u3064\u304b\u306e\u57fa\u672c\u7684\u306a\u554f\u984c\u304c\u4f9d\u7136\u3068\u3057\u3066\u305d\u306e\u52b9\u7387\u3068\u7cbe\u5ea6\u3092\u5236\u9650\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8ab2\u984c\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u6025\u901f\u306a\u52d5\u304d\u3001\u74b0\u5883\u30ce\u30a4\u30ba\u3001\u30aa\u30af\u30eb\u30fc\u30b8\u30e7\u30f3\u3001\u30b9\u30b1\u30fc\u30eb\u306e\u5909\u5316\u306a\u3069\u306e\u73fe\u5b9f\u4e16\u754c\u306e\u72b6\u6cc1\u304b\u3089\u751f\u3058\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u56f0\u96e3\u3092\u514b\u670d\u3059\u308b\u306b\u306f\u3001\u9ad8\u5ea6\u306a\u8ffd\u8de1\u30e2\u30c7\u30eb\u3001\u5805\u7262\u306a\u7279\u5fb4\u62bd\u51fa\u3001\u6700\u9069\u5316\u3055\u308c\u305f\u51e6\u7406\u6280\u8853\u304c\u5fc5\u8981\u3067\u3059\u3002\u4ee5\u4e0b\u3067\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306b\u304a\u3051\u308b\u6700\u3082\u91cd\u8981\u306a\u554f\u984c\u3068\u3001\u305d\u308c\u3089\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u8ffd\u8de1\u901f\u5ea6\u3068\u8a08\u7b97\u52b9\u7387<\/h3>\n\n\n\n<p>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306b\u306f\u3001\u9045\u5ef6\u306e\u306a\u3044\u6b63\u78ba\u306a\u8ffd\u8de1\u3092\u4fdd\u8a3c\u3059\u308b\u305f\u3081\u306b\u9ad8\u901f\u51e6\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u306e\u8ab2\u984c\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8a8d\u8b58\u306e\u308f\u305a\u304b\u306a\u9045\u5ef6\u3067\u3082\u91cd\u5927\u306a\u7d50\u679c\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u304c\u3042\u308b\u3001\u81ea\u52d5\u904b\u8ee2\u3001\u30d3\u30c7\u30aa\u76e3\u8996\u3001\u30ed\u30dc\u30c3\u30c8\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u7279\u306b\u9855\u8457\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u8ffd\u8de1\u901f\u5ea6\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u4e3b\u306a\u8981\u56e0\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u8907\u96d1\u3055<\/strong> \u2013 \u9ad8\u7cbe\u5ea6\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3067\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u5927\u91cf\u306e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3068\u306a\u308a\u3001\u51e6\u7406\u6642\u9593\u304c\u9577\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d5\u30ec\u30fc\u30e0\u30ec\u30fc\u30c8\u306e\u5236\u7d04<\/strong> \u2013 \u9ad8\u30d5\u30ec\u30fc\u30e0\u30ec\u30fc\u30c8 (\u4f8b: 30\uff5e60 FPS) \u3067\u30d3\u30c7\u30aa \u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u51e6\u7406\u3059\u308b\u306b\u306f\u3001\u9ad8\u5ea6\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u5236\u9650<\/strong> \u2013 \u30cf\u30a4\u30a8\u30f3\u30c9 GPU \u306f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u9ad8\u901f\u5316\u3057\u307e\u3059\u304c\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u8a08\u7b97\u80fd\u529b\u304c\u9650\u3089\u308c\u305f\u7d44\u307f\u8fbc\u307f\u30b7\u30b9\u30c6\u30e0\u306b\u4f9d\u5b58\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8ffd\u8de1\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u7814\u7a76\u8005\u306f MobileNet \u3084 YOLO \u306a\u3069\u306e\u8efd\u91cf CNN \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3084\u3001\u691c\u51fa\u30d7\u30ed\u30bb\u30b9\u3092\u6700\u9069\u5316\u3059\u308b Faster R-CNN \u306a\u3069\u306e\u9818\u57df\u30d9\u30fc\u30b9\u306e\u691c\u51fa\u5668\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30d7\u30eb\u30fc\u30cb\u30f3\u30b0\u3001\u91cf\u5b50\u5316\u3001\u30e2\u30c7\u30eb\u84b8\u7559\u306a\u3069\u306e\u624b\u6cd5\u3082\u3001\u7cbe\u5ea6\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u8a08\u7b97\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3092\u524a\u6e1b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u80cc\u666f\u306e\u8907\u96d1\u3055\u3068\u74b0\u5883\u30ce\u30a4\u30ba<\/h3>\n\n\n\n<p>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306b\u304a\u3051\u308b\u4e3b\u306a\u96e3\u3057\u3055\u306f\u3001\u4e71\u96d1\u306a\u80cc\u666f\u3084\u52d5\u7684\u306a\u80cc\u666f\u304b\u3089\u30bf\u30fc\u30b2\u30c3\u30c8 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u533a\u5225\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u8ffd\u8de1\u5bfe\u8c61\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u985e\u4f3c\u3057\u305f\u80cc\u666f\u8981\u7d20\u306f\u3001\u8aa4\u691c\u51fa\u3084\u8aa4\u8b58\u5225\u306b\u3064\u306a\u304c\u308a\u3001\u8ffd\u8de1\u7cbe\u5ea6\u3092\u4f4e\u4e0b\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u80cc\u666f\u306b\u95a2\u9023\u3059\u308b\u4e00\u822c\u7684\u306a\u554f\u984c\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6df7\u96d1\u3057\u305f\u74b0\u5883<\/strong> \u2013 \u90fd\u5e02\u306e\u30b7\u30fc\u30f3\u3067\u306f\u3001\u8907\u6570\u306e\u79fb\u52d5\u7269\u4f53\uff08\u4eba\u3001\u8eca\u4e21\u306a\u3069\uff09\u304c\u3042\u308b\u305f\u3081\u3001\u30c8\u30e9\u30c3\u30ab\u30fc\u304c\u7269\u4f53\u306e\u8b58\u5225\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5f71\u3068\u53cd\u5c04<\/strong> \u2013 \u7167\u660e\u6761\u4ef6\u306e\u5909\u5316\u306b\u3088\u308a\u3001\u8aa4\u89e3\u3092\u62db\u304f\u8996\u899a\u7684\u7279\u5fb4\u304c\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u80cc\u666f<\/strong> \u2013 \u8449\u3001\u6c34\u3001\u753b\u9762\u306e\u3061\u3089\u3064\u304d\u306a\u3069\u306e\u52d5\u304f\u8981\u7d20\u306f\u3001\u8ffd\u8de1\u30e2\u30c7\u30eb\u3092\u6df7\u4e71\u3055\u305b\u308b\u30ce\u30a4\u30ba\u3092\u767a\u751f\u3055\u305b\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u3001\u30ac\u30a6\u30b9\u6df7\u5408\u30e2\u30c7\u30eb (GMM)\u3001ViBe (Visual Background Extractor)\u3001\u9069\u5fdc\u3057\u304d\u3044\u5024\u8a2d\u5b9a\u306a\u3069\u306e\u80cc\u666f\u6e1b\u7b97\u6280\u8853\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002U-Net \u3084 DeepLab \u306a\u3069\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u3082\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u80cc\u666f\u304b\u3089\u6b63\u78ba\u306b\u5206\u96e2\u3059\u308b\u3053\u3068\u3067\u8ffd\u8de1\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u7269\u4f53\u306e\u30b9\u30b1\u30fc\u30eb\u306e\u5909\u5316\u3068\u9060\u8fd1\u611f\u306e\u6b6a\u307f<\/h3>\n\n\n\n<p>\u30b7\u30fc\u30f3\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306f\u3001\u8996\u70b9\u306e\u5909\u5316\u3001\u30ab\u30e1\u30e9\u306e\u52d5\u304d\u3001\u30ba\u30fc\u30e0\u52b9\u679c\u306a\u3069\u306b\u3088\u308a\u3001\u7570\u306a\u308b\u30b9\u30b1\u30fc\u30eb\u3084\u5411\u304d\u3067\u8868\u793a\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u5909\u52d5\u306b\u3088\u308a\u3001\u7279\u306b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u30ab\u30e1\u30e9\u306b\u8fd1\u3065\u3044\u305f\u308a\u9060\u3056\u304b\u3063\u305f\u308a\u3059\u308b\u5834\u5408\u3001\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4e00\u8cab\u3057\u3066\u8a8d\u8b58\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u898f\u6a21\u306e\u5909\u5316\u306b\u3088\u3063\u3066\u751f\u3058\u308b\u4e3b\u306a\u554f\u984c\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5c0f\u3055\u306a\u7269\u4f53\u306e\u691c\u51fa\u5931\u6557<\/strong> \u2013 \u30d5\u30ec\u30fc\u30e0\u5185\u3067\u6570\u30d4\u30af\u30bb\u30eb\u3057\u304b\u5360\u3081\u306a\u3044\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306f\u3001\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u3063\u3066\u898b\u9003\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7279\u5b9a\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30ba\u3078\u306e\u904e\u5270\u9069\u5408<\/strong> \u2013 \u4e00\u90e8\u306e\u8ffd\u8de1\u30e2\u30c7\u30eb\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u6b21\u5143\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u4e00\u822c\u5316\u3059\u308b\u306e\u304c\u56f0\u96e3\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a2\u30b9\u30da\u30af\u30c8\u6bd4\u306e\u5909\u66f4<\/strong> \u2013 \u7d30\u9577\u3044\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3084\u56de\u8ee2\u3057\u305f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306f\u8aa4\u5206\u985e\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u554f\u984c\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306b\u3001\u6700\u65b0\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30e2\u30c7\u30eb\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u30de\u30eb\u30c1\u30b9\u30b1\u30fc\u30eb\u306e\u7279\u5fb4\u62bd\u51fa\u6280\u8853\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a5f\u80fd\u30d4\u30e9\u30df\u30c3\u30c9<\/strong> \u2013 \u3055\u307e\u3056\u307e\u306a\u30b9\u30b1\u30fc\u30eb\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u8868\u73fe\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a2\u30f3\u30ab\u30fc\u30dc\u30c3\u30af\u30b9<\/strong> \u2013 \u3055\u307e\u3056\u307e\u306a\u30b5\u30a4\u30ba\u306e\u5b9a\u7fa9\u6e08\u307f\u5883\u754c\u30dc\u30c3\u30af\u30b9\u306b\u3088\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u5bf8\u6cd5\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u691c\u51fa\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b9\u30b1\u30fc\u30eb\u4e0d\u5909\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong> \u2013 \u3055\u307e\u3056\u307e\u306a\u30b9\u30b1\u30fc\u30eb\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u542b\u3080\u62e1\u5f35\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u753b\u50cf\u30d4\u30e9\u30df\u30c3\u30c9\u3068\u7279\u5fb4\u878d\u5408\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c8\u30e9\u30c3\u30ab\u30fc\u306f\u8907\u6570\u306e\u30b9\u30b1\u30fc\u30eb\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u52b9\u679c\u7684\u306b\u51e6\u7406\u3057\u3001\u8ffd\u8de1\u306e\u5805\u7262\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u906e\u853d\u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u6d88\u5931<\/h3>\n\n\n\n<p>\u30aa\u30af\u30eb\u30fc\u30b8\u30e7\u30f3\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u5225\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u3088\u3063\u3066\u4e00\u6642\u7684\u306b\u30d6\u30ed\u30c3\u30af\u3055\u308c\u3001\u8ffd\u8de1\u306e\u5931\u6557\u3084 ID \u306e\u55aa\u5931\u3092\u5f15\u304d\u8d77\u3053\u3059\u5834\u5408\u306b\u767a\u751f\u3057\u307e\u3059\u3002\u3053\u306e\u554f\u984c\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u983b\u7e41\u306b\u76f8\u4e92\u4f5c\u7528\u3057\u3066\u91cd\u306a\u308a\u5408\u3046\u6df7\u96d1\u3057\u305f\u74b0\u5883\u3001\u81ea\u52d5\u904b\u8ee2\u3001\u30b9\u30dd\u30fc\u30c4\u8ffd\u8de1\u3067\u306f\u7279\u306b\u91cd\u5927\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u9589\u585e\u306e\u7a2e\u985e\u306b\u306f\u4ee5\u4e0b\u306e\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u90e8\u5206\u9589\u585e<\/strong> \u2013 \u8ffd\u8de1\u5bfe\u8c61\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u4e00\u90e8\u306f\u8868\u793a\u3055\u308c\u305f\u307e\u307e\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5b8c\u5168\u9589\u585e<\/strong> \u2013 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306f\u6570\u30d5\u30ec\u30fc\u30e0\u306b\u308f\u305f\u3063\u3066\u5b8c\u5168\u306b\u975e\u8868\u793a\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u5df1\u9589\u585e<\/strong> \u2013 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u56de\u8ee2\u3057\u305f\u308a\u6298\u308a\u305f\u305f\u307e\u308c\u3066\u3001\u91cd\u8981\u306a\u7279\u5fb4\u304c\u898b\u3048\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5f93\u6765\u306e\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30aa\u30af\u30eb\u30fc\u30b8\u30e7\u30f3 \u30b7\u30ca\u30ea\u30aa\u3067\u5931\u6557\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u8ffd\u8de1\u5bfe\u8c61\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u5931\u308f\u308c\u305f\u308a\u3001\u65b0\u3057\u3044 ID \u304c\u518d\u5272\u308a\u5f53\u3066\u3055\u308c\u305f\u308a\u3057\u307e\u3059\u3002\u3053\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3001\u6700\u65b0\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30e2\u30c7\u30eb\u3067\u306f\u6b21\u306e\u3082\u306e\u304c\u7d71\u5408\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Deep SORT \u304a\u3088\u3073\u518d\u8b58\u5225 (ReID) \u30e2\u30c7\u30eb<\/strong> \u2013 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u5916\u89b3\u7279\u5fb4\u3092\u4f7f\u7528\u3057\u3066\u3001\u906e\u853d\u5f8c\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8a8d\u8b58\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5149\u5b66\u30d5\u30ed\u30fc\u63a8\u5b9a<\/strong> \u2013 \u4e00\u6642\u7684\u306b\u906e\u853d\u3055\u308c\u305f\u5834\u5408\u3067\u3082\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u79fb\u52d5\u8ecc\u8de1\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u9577\u671f\u8ffd\u8de1\u6226\u7565<\/strong> \u2013 \u904e\u53bb\u306e\u5916\u89b3\u3092\u8a18\u61b6\u3057\u3001\u5c06\u6765\u306e\u4f4d\u7f6e\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u3067\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30a2\u30a4\u30c7\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u7dad\u6301\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>ReID \u6280\u8853\u3068\u30e2\u30fc\u30b7\u30e7\u30f3\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30c8\u30e9\u30c3\u30ab\u30fc\u306f\u906e\u853d\u5f8c\u306b\u5931\u308f\u308c\u305f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u6b63\u5e38\u306b\u56de\u5fa9\u3057\u3001\u5168\u4f53\u7684\u306a\u8ffd\u8de1\u306e\u4fe1\u983c\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u30a2\u30a4\u30c7\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u5207\u308a\u66ff\u3048\u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u8aa4\u5206\u985e<\/h3>\n\n\n\n<p>ID \u306e\u5207\u308a\u66ff\u3048\u306f\u3001\u7279\u306b\u898b\u305f\u76ee\u304c\u4f3c\u3066\u3044\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u8907\u6570\u5b58\u5728\u3059\u308b\u5834\u5408\u306b\u3001\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u65e2\u5b58\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u8aa4\u3063\u3066\u65b0\u3057\u3044 ID \u3092\u5272\u308a\u5f53\u3066\u305f\u3068\u304d\u306b\u767a\u751f\u3057\u307e\u3059\u3002\u3053\u306e\u554f\u984c\u306f\u3001\u4ea4\u901a\u76e3\u8996\u3001\u5c0f\u58f2\u5206\u6790\u3001\u76e3\u8996\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u306e\u30de\u30eb\u30c1\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1 (MOT) \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u3088\u304f\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30a2\u30a4\u30c7\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u5207\u308a\u66ff\u3048\u306b\u5bc4\u4e0e\u3059\u308b\u8981\u56e0\u306b\u306f\u6b21\u306e\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u9593\u306e\u8996\u899a\u7684\u306a\u985e\u4f3c\u6027<\/strong> \u2013 \u8272\u3001\u5f62\u3001\u8cea\u611f\u304c\u4f3c\u3066\u3044\u308b\u7269\u4f53\u306f\u8aa4\u3063\u3066\u8b58\u5225\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u901f\u306a\u52d5\u304d\u3068\u4e0d\u898f\u5247\u306a\u7269\u4f53\u306e\u52d5\u4f5c<\/strong> \u2013 \u7a81\u7136\u306e\u52a0\u901f\u3084\u8ecc\u9053\u306e\u5909\u5316\u306b\u3088\u308a\u3001\u8ffd\u8de1\u306e\u5b89\u5b9a\u6027\u304c\u640d\u306a\u308f\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7279\u5fb4\u8868\u73fe\u304c\u4e0d\u5341\u5206<\/strong> \u2013 \u5883\u754c\u30dc\u30c3\u30af\u30b9\u306e\u5ea7\u6a19\u306e\u307f\u306b\u4f9d\u5b58\u3059\u308b\u8ffd\u8de1\u30e2\u30c7\u30eb\u3067\u306f\u3001\u5916\u89b3\u304c\u4f3c\u3066\u3044\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u533a\u5225\u3067\u304d\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>ID \u306e\u5207\u308a\u66ff\u3048\u3092\u6e1b\u3089\u3059\u305f\u3081\u306b\u3001\u9ad8\u5ea6\u306a\u8ffd\u8de1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u306f\u4ee5\u4e0b\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30a3\u30fc\u30d7\u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u30e1\u30c8\u30ea\u30af\u30b9<\/strong> \u2013 \u52d5\u304d\u306e\u4e88\u6e2c\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u5916\u89b3\u8a18\u8ff0\u5b50\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u985e\u4f3c\u3057\u305f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u533a\u5225\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u95a2\u9023\u4ed8\u3051\u306e\u305f\u3081\u306e\u30cf\u30f3\u30ac\u30ea\u30fc\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong> \u2013 \u4f4d\u7f6e\u3068\u5916\u89b3\u306e\u4e21\u65b9\u306b\u57fa\u3065\u3044\u3066\u3001\u30d5\u30ec\u30fc\u30e0\u9593\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u3092\u4e00\u81f4\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b0\u30e9\u30d5\u30d9\u30fc\u30b9\u306e\u8ffd\u8de1\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong> \u2013 \u7a7a\u9593\u7684\u304a\u3088\u3073\u6642\u9593\u7684\u306a\u95a2\u4fc2\u3092\u4f7f\u7528\u3057\u3066\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u76f8\u4e92\u4f5c\u7528\u3092\u30e2\u30c7\u30eb\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001Deep SORT \u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d9\u30fc\u30b9\u306e\u7279\u5fb4\u57cb\u3081\u8fbc\u307f\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067 ID \u306e\u4e00\u8cab\u6027\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u3001\u8ffd\u8de1\u30b7\u30fc\u30b1\u30f3\u30b9\u5168\u4f53\u3092\u901a\u3058\u3066\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u4e00\u610f\u306e ID \u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"575\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-1024x575.jpeg\" alt=\"\" class=\"wp-image-173937\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-1024x575.jpeg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-300x169.jpeg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-768x432.jpeg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-18x10.jpeg 18w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11.jpeg 1500w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/h2>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u3088\u308a\u5805\u7262\u3067\u6b63\u78ba\u3001\u304b\u3064\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u8ffd\u8de1\u30b7\u30b9\u30c6\u30e0\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u3067\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u307e\u3057\u305f\u3002\u624b\u4f5c\u308a\u306e\u7279\u5fb4\u3068\u57fa\u672c\u7684\u306a\u30e2\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u306b\u4f9d\u5b58\u3059\u308b\u5f93\u6765\u306e\u8ffd\u8de1\u65b9\u6cd5\u3068\u306f\u7570\u306a\u308a\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d9\u30fc\u30b9\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN)\u3001\u518d\u5e30\u578b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u304a\u3088\u3073\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc \u30d9\u30fc\u30b9\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u6d3b\u7528\u3057\u3066\u3001\u9ad8\u30ec\u30d9\u30eb\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6280\u8853\u306b\u3088\u308a\u3001\u7279\u306b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u906e\u853d\u3055\u308c\u305f\u308a\u3001\u7167\u660e\u304c\u5909\u5316\u3057\u305f\u308a\u3001\u30b9\u30b1\u30fc\u30eb\u304c\u5909\u52d5\u3057\u305f\u308a\u3059\u308b\u8907\u96d1\u306a\u73fe\u5b9f\u4e16\u754c\u306e\u74b0\u5883\u3067\u306f\u3001\u8ffd\u8de1\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u5f93\u6765\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30d9\u30fc\u30b9\u306e\u30c8\u30e9\u30c3\u30ab\u30fc\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d9\u30fc\u30b9\u306e\u30c8\u30e9\u30c3\u30ab\u30fc\u306b\u5206\u985e\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u3067\u306f\u3001\u6700\u3082\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u3044\u304f\u3064\u304b\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3001\u305d\u306e\u9577\u6240\u3001\u5236\u9650\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. OpenCV\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0<\/h3>\n\n\n\n<p>OpenCV \u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8981\u4ef6\u306b\u5bfe\u5fdc\u3059\u308b\u4e00\u9023\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c8\u30e9\u30c3\u30ab\u30fc\u306f\u3001\u5f93\u6765\u306e\u76f8\u95a2\u30d9\u30fc\u30b9\u306e\u65b9\u6cd5\u304b\u3089\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u307e\u3067\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u3002OpenCV \u30c8\u30e9\u30c3\u30ab\u30fc\u306f\u8efd\u91cf\u3067\u52b9\u7387\u7684\u3067\u3042\u308b\u305f\u3081\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u8981\u306a OpenCV \u30c8\u30e9\u30c3\u30ab\u30fc:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\u30c8\u30e9\u30c3\u30ab\u30fc<\/strong> \u2013 \u8ffd\u8de1\u306b AdaBoost \u5206\u985e\u3092\u4f7f\u7528\u3059\u308b\u3001\u53e4\u3044\u6a5f\u68b0\u5b66\u7fd2\u30d9\u30fc\u30b9\u306e\u30c8\u30e9\u30c3\u30ab\u30fc\u3002\u901f\u5ea6\u304c\u6bd4\u8f03\u7684\u9045\u304f\u3001\u5805\u7262\u6027\u304c\u4f4e\u3044\u305f\u3081\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u9069\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li><strong>MIL (\u30de\u30eb\u30c1\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5b66\u7fd2) \u30c8\u30e9\u30c3\u30ab\u30fc<\/strong> \u2013 \u8907\u6570\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u5b66\u7fd2\u3092\u5229\u7528\u3057\u3066\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u306e\u5916\u89b3\u306e\u5909\u5316\u3092\u51e6\u7406\u3057\u307e\u3059\u3002BOOSTING \u3088\u308a\u3082\u6539\u5584\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u906e\u853d\u304c\u767a\u751f\u3059\u308b\u3068\u30c9\u30ea\u30d5\u30c8\u304c\u767a\u751f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>KCF (\u30ab\u30fc\u30cd\u30eb\u5316\u76f8\u95a2\u30d5\u30a3\u30eb\u30bf) \u30c8\u30e9\u30c3\u30ab\u30fc<\/strong> \u2013 \u5468\u6ce2\u6570\u9818\u57df\u3067\u76f8\u95a2\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u9069\u7528\u3057\u3066\u9ad8\u901f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u3092\u884c\u3046\u3001\u3088\u308a\u52b9\u7387\u7684\u306a\u30c8\u30e9\u30c3\u30ab\u30fc\u3002\u901f\u5ea6\u3068\u7cbe\u5ea6\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>CSRT (\u30c1\u30e3\u30cd\u30eb\u3068\u7a7a\u9593\u306e\u4fe1\u983c\u6027\u3092\u5099\u3048\u305f\u8b58\u5225\u76f8\u95a2\u30d5\u30a3\u30eb\u30bf) \u30c8\u30e9\u30c3\u30ab\u30fc<\/strong> \u2013 \u6700\u3082\u6b63\u78ba\u306a OpenCV \u30c8\u30e9\u30c3\u30ab\u30fc\u306e 1 \u3064\u3067\u3042\u308b CSRT \u306f\u3001\u7a7a\u9593\u4fe1\u983c\u6027\u30de\u30c3\u30d7\u3092\u7d44\u307f\u8fbc\u3093\u3067\u8ffd\u8de1\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3066\u304a\u308a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u901f\u5ea6\u304c\u305d\u308c\u307b\u3069\u91cd\u8981\u3067\u306a\u3044\u9ad8\u7cbe\u5ea6\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>MOSSE (\u6700\u5c0f\u51fa\u529b\u4e8c\u4e57\u8aa4\u5dee\u5408\u8a08) \u30c8\u30e9\u30c3\u30ab\u30fc<\/strong> \u2013 \u6700\u901f\u306e OpenCV \u30c8\u30e9\u30c3\u30ab\u30fc\u3002\u6700\u5c0f\u9650\u306e\u8a08\u7b97\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u8907\u96d1\u306a\u8ffd\u8de1\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u7cbe\u5ea6\u304c\u72a0\u7272\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>GOTURN\u30c8\u30e9\u30c3\u30ab\u30fc<\/strong> \u2013 \u7279\u5fb4\u62bd\u51fa\u306b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u3092\u63a1\u7528\u3057\u305f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d9\u30fc\u30b9\u306e\u30c8\u30e9\u30c3\u30ab\u30fc\u3002\u30aa\u30af\u30eb\u30fc\u30b8\u30e7\u30f3\u3084\u9ad8\u901f\u30e2\u30fc\u30b7\u30e7\u30f3\u306e\u51e6\u7406\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u52b9\u7387\u7684\u306b\u5b9f\u884c\u3059\u308b\u306b\u306f GPU \u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">OpenCV \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3:<\/h4>\n\n\n\n<p>OpenCV \u30c8\u30e9\u30c3\u30ab\u30fc\u306f\u3001\u305d\u306e\u52b9\u7387\u6027\u3068\u5b9f\u88c5\u306e\u5bb9\u6613\u3055\u304b\u3089\u3001\u30d3\u30c7\u30aa\u76e3\u8996\u3001\u30ed\u30dc\u30c3\u30c8\u5de5\u5b66\u3001\u62e1\u5f35\u73fe\u5b9f (AR) \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001CSRT \u3068 KCF \u306f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30ab\u30e1\u30e9\u306e\u76e3\u8996\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u3001MOSSE \u306f\u901f\u5ea6\u304c\u901f\u3044\u305f\u3081\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30b9\u30dd\u30fc\u30c4\u5206\u6790\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Deep SORT\uff08\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308b\u30b7\u30f3\u30d7\u30eb\u306a\u30aa\u30f3\u30e9\u30a4\u30f3\u304a\u3088\u3073\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\uff09<\/h3>\n\n\n\n<p>Deep SORT \u306f\u3001SORT (Simple Online and Realtime Tracking) \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u9ad8\u5ea6\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u3059\u3002\u5143\u3005\u306f\u3001\u8ffd\u8de1\u306b\u5883\u754c\u30dc\u30c3\u30af\u30b9\u306e\u95a2\u9023\u4ed8\u3051\u3068\u30ab\u30eb\u30de\u30f3 \u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3057\u305f\u3002SORT \u306f\u52b9\u7387\u7684\u3067\u3057\u305f\u304c\u3001\u8907\u6570\u306e\u985e\u4f3c\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u3001ID \u306e\u5207\u308a\u66ff\u3048\u306b\u554f\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>Deep SORT \u306f\u3001\u8996\u899a\u7684\u306b\u985e\u4f3c\u3057\u305f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u533a\u5225\u3067\u304d\u308b\u30c7\u30a3\u30fc\u30d7 \u30a2\u30d4\u30a2\u30e9\u30f3\u30b9\u6a5f\u80fd\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3092\u6539\u5584\u3057\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306b\u3088\u308a\u3001\u4e00\u6642\u7684\u306a\u906e\u853d\u3084\u7a81\u7136\u306e\u8ecc\u9053\u5909\u66f4\u306e\u5f8c\u3067\u3082\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8ffd\u8de1\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Deep SORT \u306e\u4e3b\u306a\u6a5f\u80fd:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6df1\u5c64\u5916\u89b3\u57cb\u3081\u8fbc\u307f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u7279\u5fb4\u3092\u30a8\u30f3\u30b3\u30fc\u30c9\u3057\u3001ID \u306e\u5207\u308a\u66ff\u3048\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6b63\u78ba\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30de\u30c3\u30c1\u30f3\u30b0\u306e\u305f\u3081\u306b\u3001\u30de\u30cf\u30e9\u30ce\u30d3\u30b9\u8ddd\u96e2\u3068\u30cf\u30f3\u30ac\u30ea\u30fc \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0 \u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u95a2\u9023\u4ed8\u3051\u3092\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002<\/li>\n\n\n\n<li>YOLO\u3001Faster R-CNN\u3001EfficientDet \u306a\u3069\u306e\u6700\u5148\u7aef\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u5668\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u9023\u643a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8907\u6570\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u540c\u6642\u306b\u8ffd\u8de1\u3067\u304d\u308b\u305f\u3081\u3001\u81ea\u52d5\u904b\u8ee2\u3001\u7fa4\u8846\u76e3\u8996\u3001\u5c0f\u58f2\u5206\u6790\u306b\u6700\u9069\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3:<\/h4>\n\n\n\n<p>Deep SORT \u306f\u3001\u90fd\u5e02\u74b0\u5883\u3067\u6b69\u884c\u8005\u3084\u8eca\u4e21\u3092\u8ffd\u8de1\u3059\u308b\u305f\u3081\u306e\u4ea4\u901a\u76e3\u8996\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30b9\u30dd\u30fc\u30c4\u5206\u6790\u306b\u3082\u5fdc\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u9078\u624b\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8ffd\u8de1\u3067\u304d\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u5916\u89b3\u30e2\u30c7\u30eb\u3068\u5f93\u6765\u306e\u30e2\u30fc\u30b7\u30e7\u30f3\u63a8\u5b9a\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u6700\u3082\u5805\u7262\u306a\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e 1 \u3064\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. MDNet\uff08\u30de\u30eb\u30c1\u30c9\u30e1\u30a4\u30f3\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u30c8\u30e9\u30c3\u30ab\u30fc<\/h3>\n\n\n\n<p>MDNet \u306f\u3001R-CNN (\u9818\u57df\u30d9\u30fc\u30b9 CNN) \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u30d2\u30f3\u30c8\u3092\u5f97\u305f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d9\u30fc\u30b9\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u5358\u4e00\u306e\u7279\u5fb4\u8868\u73fe\u3092\u4f7f\u7528\u3059\u308b\u5f93\u6765\u306e\u8ffd\u8de1\u65b9\u6cd5\u3068\u306f\u7570\u306a\u308a\u3001MDNet \u306f\u8907\u6570\u306e\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u8ffd\u8de1\u74b0\u5883\u306b\u9069\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">MDNet\u306e\u4ed5\u7d44\u307f:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u3092\u4f7f\u7528\u3057\u3066\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u5916\u89b3\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u8ffd\u8de1\u30c9\u30e1\u30a4\u30f3\u306b\u308f\u305f\u3063\u3066\u5206\u985e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u521d\u671f\u5316\u4e2d\u306b\u3001MDNet \u306f\u8907\u6570\u306e\u5019\u88dc\u9818\u57df\u3092\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3057\u3001\u8ffd\u8de1\u5bfe\u8c61\u306e\u7279\u5b9a\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u5408\u308f\u305b\u3066\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u5fae\u8abf\u6574\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c8\u30e9\u30c3\u30ab\u30fc\u306f\u30c9\u30e1\u30a4\u30f3\u9069\u5fdc\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u7d99\u7d9a\u7684\u306b\u66f4\u65b0\u3055\u308c\u308b\u305f\u3081\u3001\u5916\u89b3\u306e\u5909\u5316\u3084\u906e\u853d\u306b\u5bfe\u3057\u3066\u975e\u5e38\u306b\u5805\u7262\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5229\u70b9\u3068\u5236\u9650:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f37\u307f:<\/strong> \u8907\u96d1\u306a\u8ffd\u8de1\u30b7\u30ca\u30ea\u30aa\u3067\u3082\u9ad8\u3044\u7cbe\u5ea6\u3001\u65b0\u3057\u3044\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3078\u306e\u512a\u308c\u305f\u9069\u5fdc\u6027\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u5909\u5f62\u306b\u5bfe\u3059\u308b\u5805\u7262\u6027\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5236\u9650\u4e8b\u9805:<\/strong> \u5f93\u6765\u306e OpenCV \u30d9\u30fc\u30b9\u306e\u30c8\u30e9\u30c3\u30ab\u30fc\u3068\u6bd4\u8f03\u3059\u308b\u3068\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u3001\u901f\u5ea6\u3082\u9045\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">MDNet\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3:<\/h4>\n\n\n\n<p>MDNet \u306f\u3001\u7167\u660e\u6761\u4ef6\u3084\u906e\u853d\u7269\u306b\u3088\u308a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u5916\u89b3\u304c\u5909\u5316\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u76e3\u8996\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u7279\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u307e\u305f\u3001\u6642\u9593\u306e\u7d4c\u904e\u306b\u4f34\u3046\u89e3\u5256\u5b66\u7684\u69cb\u9020\u3092\u8ffd\u8de1\u3059\u308b\u533b\u7642\u753b\u50cf\u51e6\u7406\u306b\u3082\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u7269\u4f53\u8ffd\u8de1\u306b\u304a\u3051\u308b\u30ab\u30eb\u30de\u30f3\u30d5\u30a3\u30eb\u30bf<\/h3>\n\n\n\n<p>\u30ab\u30eb\u30de\u30f3 \u30d5\u30a3\u30eb\u30bf\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306e\u30e2\u30fc\u30b7\u30e7\u30f3\u4e88\u6e2c\u306b\u4f7f\u7528\u3055\u308c\u308b\u57fa\u672c\u7684\u306a\u6570\u5b66\u30c4\u30fc\u30eb\u3067\u3059\u3002\u518d\u5e30\u7684\u306a\u30d9\u30a4\u30ba\u63a8\u5b9a\u30d7\u30ed\u30bb\u30b9\u306b\u57fa\u3065\u3044\u3066\u304a\u308a\u3001\u904e\u53bb\u306e\u89b3\u6e2c\u306b\u57fa\u3065\u3044\u3066\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u5c06\u6765\u306e\u4f4d\u7f6e\u3092\u4e88\u6e2c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30ab\u30eb\u30de\u30f3 \u30d5\u30a3\u30eb\u30bf\u304c\u8ffd\u8de1\u3092\u6539\u5584\u3059\u308b\u4ed5\u7d44\u307f:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u901f\u5ea6\u3068\u52a0\u901f\u5ea6\u306e\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u3044\u3066\u7269\u4f53\u306e\u52d5\u304d\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5404\u30d5\u30ec\u30fc\u30e0\u304b\u3089\u306e\u65b0\u3057\u3044\u89b3\u6e2c\u5024\u3067\u63a8\u5b9a\u5024\u3092\u66f4\u65b0\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u8ffd\u8de1\u30a8\u30e9\u30fc\u3092\u4fee\u6b63\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u65b9\u6cd5\u3067\u306f\u8a08\u7b97\u91cf\u304c\u904e\u5270\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3001\u8907\u96d1\u6027\u306e\u4f4e\u3044\u8ffd\u8de1\u30b7\u30ca\u30ea\u30aa\u3067\u3046\u307e\u304f\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30ab\u30eb\u30de\u30f3\u30d5\u30a3\u30eb\u30bf\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u7d44\u307f\u5408\u308f\u305b\u308b:<\/h4>\n\n\n\n<p>\u6700\u65b0\u306e\u8ffd\u8de1\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u8ffd\u8de1\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u30ab\u30eb\u30de\u30f3 \u30d5\u30a3\u30eb\u30bf\u30fc\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u4f8b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SORT \u3068 Deep SORT \u306f\u3001\u52d5\u304d\u306e\u63a8\u5b9a\u306b\u30ab\u30eb\u30de\u30f3 \u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0 \u30e2\u30c7\u30eb\u306f\u3001\u30ab\u30eb\u30de\u30f3 \u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3068 CNN \u30d9\u30fc\u30b9\u306e\u7279\u5fb4\u62bd\u51fa\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30d3\u30c7\u30aa \u30b9\u30c8\u30ea\u30fc\u30e0\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30ab\u30eb\u30de\u30f3\u30d5\u30a3\u30eb\u30bf\u306e\u7528\u9014:<\/h4>\n\n\n\n<p>\u30ab\u30eb\u30de\u30f3 \u30d5\u30a3\u30eb\u30bf\u30fc\u306f\u3001\u30ec\u30fc\u30c0\u30fc\u8ffd\u8de1\u3001\u822a\u7a7a\u5b87\u5b99\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u3001\u30ed\u30dc\u30c3\u30c8\u5de5\u5b66\u306b\u304a\u3051\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306a\u3069\u3001\u52d5\u4f5c\u4e88\u6e2c\u304c\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u5206\u91ce\u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. ByteTrack \u2013 \u6700\u65b0\u306e\u30de\u30eb\u30c1\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/h3>\n\n\n\n<p>ByteTrack \u306f\u3001\u691c\u51fa\u304b\u3089\u8ffd\u8de1\u307e\u3067\u306e\u95a2\u9023\u4ed8\u3051\u30d7\u30ed\u30bb\u30b9\u3092\u6539\u826f\u3059\u308b\u3053\u3068\u3067\u3001\u30de\u30eb\u30c1\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1 (MOT) \u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u6700\u5148\u7aef\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">ByteTrack\u306e\u4ed5\u7d44\u307f:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4fe1\u983c\u6027\u306e\u4f4e\u3044\u691c\u51fa\u3092\u9664\u5916\u3059\u308b Deep SORT \u3068\u306f\u7570\u306a\u308a\u3001ByteTrack \u306f\u3059\u3079\u3066\u306e\u691c\u51fa\u3092\u4fdd\u6301\u3057\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u95a2\u9023\u4ed8\u3051\u306b\u57fa\u3065\u3044\u3066\u78ba\u7387\u3092\u5272\u308a\u5f53\u3066\u307e\u3059\u3002<\/li>\n\n\n\n<li>2 \u6bb5\u968e\u306e\u30c7\u30fc\u30bf\u95a2\u9023\u4ed8\u3051\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u4f7f\u7528\u3057\u3066\u3001\u507d\u9670\u6027\u3068 ID \u30b9\u30a4\u30c3\u30c1\u3092\u3088\u308a\u9069\u5207\u306b\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u9ad8\u7cbe\u5ea6\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u9ad8\u901f\u51e6\u7406\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u304a\u308a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5f93\u6765\u306e\u30c8\u30e9\u30c3\u30ab\u30fc\u306b\u5bfe\u3059\u308b\u5229\u70b9:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8aa4\u691c\u51fa\uff08\u691c\u51fa\u6f0f\u308c\uff09\u306b\u3088\u308b\u8ffd\u8de1\u306e\u5931\u6557\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u9ad8\u5ea6\u306b\u52d5\u7684\u306a\u74b0\u5883\u306b\u304a\u3044\u3066 SORT \u304a\u3088\u3073 Deep SORT \u3088\u308a\u3082\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u3055\u307e\u3056\u307e\u306a\u30b9\u30b1\u30fc\u30eb\u3067\u8868\u793a\u3055\u308c\u308b\u9ad8\u89e3\u50cf\u5ea6\u306e\u30d3\u30c7\u30aa \u30b9\u30c8\u30ea\u30fc\u30e0\u3067\u52b9\u679c\u7684\u306b\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b9f\u969b\u306e\u4f7f\u7528\u4f8b:<\/h4>\n\n\n\n<p>ByteTrack \u306f\u81ea\u52d5\u904b\u8ee2\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u8eca\u4e21\u3001\u81ea\u8ee2\u8eca\u3001\u6b69\u884c\u8005\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u8ffd\u8de1\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30b9\u30dd\u30fc\u30c4\u5206\u6790\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u76e3\u8996\u3067\u3082\u4eba\u6c17\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-1024x683.jpg\" alt=\"\" class=\"wp-image-174087\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-768x512.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-1536x1024.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-2048x1366.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-18x12.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u306e\u5b9f\u88c5: \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/h2>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3059\u308b\u306b\u306f\u3001\u4e8b\u524d\u306b\u69cb\u7bc9\u3055\u308c\u305f\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u7d71\u5408\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6700\u9069\u5316\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u5805\u7262\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30c4\u30fc\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u3001\u7814\u7a76\u3084\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u304b\u3089\u5927\u898f\u6a21\u306a\u5546\u7528\u5c55\u958b\u307e\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u3067\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306b\u6700\u3082\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u3044\u304f\u3064\u304b\u306b\u3064\u3044\u3066\u3001\u305d\u306e\u6a5f\u80fd\u3001\u9577\u6240\u3001\u7406\u60f3\u7684\u306a\u4f7f\u7528\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. OpenCV \u2013 \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u30e9\u30a4\u30d6\u30e9\u30ea<\/h3>\n\n\n\n<p>OpenCV (\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30b3\u30f3\u30d4\u30e5\u30fc\u30bf \u30d3\u30b8\u30e7\u30f3 \u30e9\u30a4\u30d6\u30e9\u30ea) \u306f\u3001\u6700\u3082\u4eba\u6c17\u304c\u3042\u308a\u3001\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf \u30d3\u30b8\u30e7\u30f3 \u30e9\u30a4\u30d6\u30e9\u30ea\u306e 1 \u3064\u3067\u3059\u3002OpenCV \u306f\u3001\u4e8b\u524d\u306b\u69cb\u7bc9\u3055\u308c\u305f\u5305\u62ec\u7684\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u30bb\u30c3\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u3001\u8fc5\u901f\u306a\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u3084\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u8ffd\u8de1\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306e\u4e3b\u306a\u6a5f\u80fd<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8907\u6570\u306e\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong> \u2013 BOOSTING\u3001MIL\u3001KCF\u3001CSRT\u3001MOSSE\u3001GOTURN \u306a\u3069\u306e\u5f93\u6765\u306e\u30c8\u30e9\u30c3\u30ab\u30fc\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u8ffd\u8de1\u30b7\u30ca\u30ea\u30aa\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/strong> \u2013 \u6700\u9069\u5316\u3055\u308c\u305f C++ \u304a\u3088\u3073 Python \u5b9f\u88c5\u306b\u3088\u308a\u3001Raspberry Pi \u3084\u7d44\u307f\u8fbc\u307f\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u306e\u4f4e\u96fb\u529b\u30c7\u30d0\u30a4\u30b9\u3067\u306e\u8ffd\u8de1\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u52d5\u4f5c\u5206\u6790\u30c4\u30fc\u30eb<\/strong> \u2013 \u52d5\u304d\u306e\u4e88\u6e2c\u306b\u5f79\u7acb\u3064\u3001Lucas-Kanade \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3084 Farneback \u30aa\u30d7\u30c6\u30a3\u30ab\u30eb \u30d5\u30ed\u30fc\u306a\u3069\u306e\u30aa\u30d7\u30c6\u30a3\u30ab\u30eb \u30d5\u30ed\u30fc \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30c3\u30b8\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8<\/strong> \u2013 OpenVINO \u304a\u3088\u3073 TensorRT \u3068\u4e92\u63db\u6027\u304c\u3042\u308a\u3001\u9ad8\u901f\u63a8\u8ad6\u306b\u3088\u308b\u30a8\u30c3\u30b8 \u30c7\u30d0\u30a4\u30b9\u3078\u306e\u5c55\u958b\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u7406\u60f3\u7684\u306a\u4f7f\u7528\u4f8b<\/h4>\n\n\n\n<p>OpenCV \u306f\u6b21\u306e\u3088\u3046\u306a\u5834\u5408\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b8\u30a7\u30b9\u30c1\u30e3\u30fc\u8a8d\u8b58\u3001\u8eca\u4e21\u8ffd\u8de1\u3001\u30e2\u30fc\u30b7\u30e7\u30f3\u30d9\u30fc\u30b9\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30b7\u30b9\u30c6\u30e0\u306a\u3069\u306e\u8efd\u91cf\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u3002<\/li>\n\n\n\n<li>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u8ffd\u8de1\u3067\u306f\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u7d44\u307f\u8fbc\u307f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304a\u3088\u3073\u30e2\u30d0\u30a4\u30eb \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3002<\/li>\n\n\n\n<li>\u8fc5\u901f\u306a\u5b9f\u9a13\u306e\u305f\u3081\u306e\u4f7f\u3044\u3084\u3059\u3044 API \u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u3001\u6559\u80b2\u304a\u3088\u3073\u7814\u7a76\u76ee\u7684\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5236\u9650\u4e8b\u9805<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u8ffd\u8de1\u30e2\u30c7\u30eb\u304c\u306a\u3044\u305f\u3081\u3001\u9ad8\u7cbe\u5ea6\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u5916\u90e8\u7d71\u5408\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u9577\u671f\u7684\u306a\u906e\u853d\u3084\u8907\u96d1\u306a\u8907\u6570\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u8ffd\u8de1\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4f4e\u4e0b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. MATLAB \u2013 \u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u30c4\u30fc\u30eb\u30dc\u30c3\u30af\u30b9<\/h3>\n\n\n\n<p>MATLAB \u306f\u3001\u7814\u7a76\u8005\u3084\u958b\u767a\u8005\u304c\u6700\u5c0f\u9650\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3067\u9ad8\u5ea6\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3067\u304d\u308b\u5f37\u529b\u306a Computer Vision Toolbox \u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002OpenCV \u3068\u306f\u7570\u306a\u308a\u3001MATLAB \u306f\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u74b0\u5883\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u3001\u8907\u96d1\u306a\u8ffd\u8de1\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u958b\u767a\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306e\u4e3b\u306a\u6a5f\u80fd<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e8b\u524d\u69cb\u7bc9\u3055\u308c\u305f\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong> \u2013 \u5358\u4e00\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304a\u3088\u3073\u8907\u6570\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u8ffd\u8de1\u7528\u306e Kanade-Lucas-Tomasi (KLT)\u3001CAMShift\u3001\u30d1\u30fc\u30c6\u30a3\u30af\u30eb \u30d5\u30a3\u30eb\u30bf\u30fc\u306a\u3069\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7d71\u5408\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/strong> \u2013 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u691c\u51fa\u3068\u8ffd\u8de1\u306e\u305f\u3081\u306e YOLO\u3001SSD\u3001Faster R-CNN \u30e2\u30c7\u30eb\u3068\u306e\u7d71\u5408\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d3\u30c7\u30aa\u51e6\u7406\u3068\u5206\u6790<\/strong> \u2013 \u30d5\u30ec\u30fc\u30e0\u3054\u3068\u306e\u51e6\u7406\u3001\u80cc\u666f\u6e1b\u7b97\u3001\u304a\u3088\u3073\u52d5\u304d\u63a8\u5b9a\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3001\u8ffd\u8de1\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u30c6\u30b9\u30c8<\/strong> \u2013 \u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30e2\u30c7\u30eb\u3092\u5c55\u958b\u3059\u308b\u524d\u306b\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u7406\u60f3\u7684\u306a\u4f7f\u7528\u4f8b<\/h4>\n\n\n\n<p>MATLAB \u306f\u6b21\u306e\u3088\u3046\u306a\u5206\u91ce\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7279\u306b\u81ea\u5f8b\u822a\u884c\u3001\u751f\u7269\u533b\u5b66\u753b\u50cf\u3001\u76e3\u8996\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u5b66\u8853\u7814\u7a76\u304a\u3088\u3073\u7523\u696d\u7814\u7a76\u3002<\/li>\n\n\n\n<li>\u5b9f\u7a3c\u50cd\u74b0\u5883\u306b\u5c55\u958b\u3059\u308b\u524d\u306b\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ed\u30dc\u30c3\u30c8\u5de5\u5b66\u3068\u81ea\u52d5\u5316\u3067\u306f\u3001\u5236\u5fa1\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u6b63\u78ba\u306a\u7269\u4f53\u8ffd\u8de1\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5236\u9650\u4e8b\u9805<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6709\u6599\u30e9\u30a4\u30bb\u30f3\u30b9\u304c\u5fc5\u8981\u306a\u306e\u3067\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u4ee3\u66ff\u54c1\u306b\u6bd4\u3079\u3066\u30a2\u30af\u30bb\u30b9\u3057\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u306a\u30d3\u30c7\u30aa \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u51e6\u7406\u3059\u308b\u5834\u5408\u3001TensorFlow \u3084 PyTorch \u306a\u3069\u306e\u6700\u9069\u5316\u3055\u308c\u305f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3088\u308a\u3082\u9045\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. Viso Suite \u2013 \u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306eAI\u30d3\u30b8\u30e7\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/h3>\n\n\n\n<p>Viso Suite \u306f\u3001\u4f01\u696d\u304c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5927\u898f\u6a21\u306b\u69cb\u7bc9\u3001\u5c55\u958b\u3001\u7ba1\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u5546\u7528 AI \u30d3\u30b8\u30e7\u30f3 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u624b\u52d5\u3067\u5b9f\u88c5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b OpenCV \u3084 MATLAB \u3068\u306f\u7570\u306a\u308a\u3001Viso Suite \u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306e\u30ce\u30fc\u30b3\u30fc\u30c9\u304a\u3088\u3073\u30ed\u30fc\u30b3\u30fc\u30c9 \u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306e\u4e3b\u306a\u6a5f\u80fd<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c9\u30e9\u30c3\u30b0\u30a2\u30f3\u30c9\u30c9\u30ed\u30c3\u30d7\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/strong> \u2013 \u5927\u898f\u6a21\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306a\u3057\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30e2\u30c7\u30eb\u3092\u7d71\u5408\u3059\u308b\u305f\u3081\u306e\u30d3\u30b8\u30e5\u30a2\u30eb \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0 \u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306e\u30b5\u30dd\u30fc\u30c8<\/strong> \u2013 YOLO\u3001Deep SORT\u3001ByteTrack\u3001\u305d\u306e\u4ed6\u306e\u6700\u5148\u7aef\u306e\u8ffd\u8de1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30de\u30eb\u30c1\u30ab\u30e1\u30e9\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0<\/strong> \u2013 \u540c\u671f\u3055\u308c\u305f\u30c7\u30fc\u30bf\u878d\u5408\u306b\u3088\u308a\u3001\u8907\u6570\u306e\u30ab\u30e1\u30e9\u306b\u308f\u305f\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u8ffd\u8de1\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30af\u30e9\u30a6\u30c9\u3068\u30a8\u30c3\u30b8\u306e\u5c55\u958b<\/strong> \u2013 \u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306b\u3001\u30a8\u30c3\u30b8 AI (\u30c7\u30d0\u30a4\u30b9\u4e0a\u306e\u8ffd\u8de1) \u3068\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u51e6\u7406\u306e\u4e21\u65b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5206\u6790\u3068\u6d1e\u5bdf<\/strong> \u2013 \u8ffd\u8de1\u3055\u308c\u305f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u8996\u899a\u5316\u3001\u52d5\u4f5c\u5206\u6790\u3001\u7570\u5e38\u691c\u51fa\u306e\u305f\u3081\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u7406\u60f3\u7684\u306a\u4f7f\u7528\u4f8b<\/h4>\n\n\n\n<p>Viso Suite \u306f\u6b21\u306e\u5834\u5408\u306b\u6700\u9069\u3067\u3059:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c0f\u58f2\u3001\u30b9\u30de\u30fc\u30c8 \u30b7\u30c6\u30a3\u3001\u7523\u696d\u30aa\u30fc\u30c8\u30e1\u30fc\u30b7\u30e7\u30f3\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306a\u3069\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30b0\u30ec\u30fc\u30c9\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3002<\/li>\n\n\n\n<li>\u8a73\u7d30\u306a\u6a5f\u68b0\u5b66\u7fd2\u306e\u5c02\u9580\u77e5\u8b58\u3092\u5fc5\u8981\u3068\u305b\u305a\u3001\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e AI \u30d3\u30b8\u30e7\u30f3 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63a2\u3057\u3066\u3044\u308b\u7d44\u7e54\u3002<\/li>\n\n\n\n<li>\u8907\u6570\u306e\u30ab\u30e1\u30e9\u3068\u30bb\u30f3\u30b5\u30fc\u3092\u96c6\u4e2d\u578b\u8ffd\u8de1\u30b7\u30b9\u30c6\u30e0\u306b\u7d71\u5408\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u5c55\u958b\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5236\u9650\u4e8b\u9805<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u6599\u91d1\u304c\u304b\u304b\u308b\u5546\u7528\u88fd\u54c1\u3067\u3042\u308b\u305f\u3081\u3001\u500b\u4eba\u306e\u7814\u7a76\u8005\u3084\u5c0f\u898f\u6a21\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u3068\u3063\u3066\u306f\u5229\u7528\u3057\u306b\u304f\u3044\u3082\u306e\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>TensorFlow \u3084 PyTorch \u306a\u3069\u306e\u5b8c\u5168\u306b\u30d7\u30ed\u30b0\u30e9\u30e0\u53ef\u80fd\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u6bd4\u8f03\u3059\u308b\u3068\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u5236\u9650\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. Ikomia API \u2013 \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e AI \u30d3\u30b8\u30e7\u30f3 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/h3>\n\n\n\n<p>Ikomia API \u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30e2\u30c7\u30eb\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7d71\u5408\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u6700\u5148\u7aef\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u8ffd\u8de1\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u8fc5\u901f\u306b\u69cb\u7bc9\u3067\u304d\u308b Python \u30d9\u30fc\u30b9\u306e API \u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306e\u4e3b\u306a\u6a5f\u80fd<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e8b\u524d\u69cb\u7bc9\u3055\u308c\u305f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/strong> \u2013 Deep SORT\u3001ByteTrack\u3001\u304a\u3088\u3073\u30ab\u30eb\u30de\u30f3 \u30d5\u30a3\u30eb\u30bf\u30fc \u30d9\u30fc\u30b9\u306e\u8ffd\u8de1\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u7d71\u5408<\/strong> \u2013 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u691c\u51fa\u3068\u8ffd\u8de1\u306e\u305f\u3081\u306e YOLOv7\u3001Faster R-CNN\u3001\u305d\u306e\u4ed6\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u52b9\u7387\u7684\u306a\u8907\u6570\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1<\/strong> \u2013 \u8907\u6570\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u540c\u6642\u306b\u8ffd\u8de1\u3059\u308b\u305f\u3081\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6700\u9069\u5316\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u958b\u767a\u8005\u5411\u3051\u306e\u67d4\u8edf\u306aAPI<\/strong> \u2013 \u8ffd\u8de1\u30e2\u30c7\u30eb\u3068\u5f8c\u51e6\u7406\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b8c\u5168\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u7406\u60f3\u7684\u306a\u4f7f\u7528\u4f8b<\/h4>\n\n\n\n<p>Ikomia API \u306f\u6b21\u306e\u5834\u5408\u306b\u9069\u3057\u3066\u3044\u307e\u3059:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u67d4\u8edf\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u53ef\u80fd\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63a2\u3057\u3066\u3044\u308b\u958b\u767a\u8005\u3002<\/li>\n\n\n\n<li>TensorFlow \u3084 PyTorch \u3068\u306e\u7c21\u5358\u306a\u7d71\u5408\u3092\u53ef\u80fd\u306b\u3059\u308b\u305f\u3081\u3001\u9ad8\u5ea6\u306a\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b AI \u7814\u7a76\u8005\u3002<\/li>\n\n\n\n<li>\u4ea4\u901a\u76e3\u8996\u3001\u30b9\u30dd\u30fc\u30c4\u5206\u6790\u3001\u30b9\u30de\u30fc\u30c8\u76e3\u8996\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5236\u9650\u4e8b\u9805<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u304a\u3088\u3073\u8ffd\u8de1\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u624b\u52d5\u3067\u69cb\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001Viso Suite \u306a\u3069\u306e\u30b3\u30fc\u30c9\u4e0d\u8981\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3088\u308a\u3082\u521d\u5fc3\u8005\u306b\u306f\u4f7f\u3044\u306b\u304f\u3044\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u4e00\u90e8\u306e\u5546\u7528\u4ee3\u66ff\u54c1\u307b\u3069\u4f4e\u96fb\u529b\u30a8\u30c3\u30b8 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u5411\u3051\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306e\u9069\u5207\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u9078\u629e\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u7279\u5b9a\u306e\u8981\u4ef6\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u304a\u3088\u3073\u8a08\u7b97\u4e0a\u306e\u5236\u7d04\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenCV \u306f\u3001\u9ad8\u901f\u306a\u63a8\u8ad6\u901f\u5ea6\u3092\u5fc5\u8981\u3068\u3059\u308b\u7d44\u307f\u8fbc\u307f\u30b7\u30b9\u30c6\u30e0\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u8efd\u91cf\u306a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u306b\u6700\u9069\u3067\u3059\u3002<\/li>\n\n\n\n<li>MATLAB \u306f\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u958b\u767a\u306e\u305f\u3081\u306e\u5805\u7262\u306a\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u3001\u5b66\u8853\u7814\u7a76\u3084\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u306b\u6700\u9069\u3067\u3059\u3002<\/li>\n\n\n\n<li>Viso Suite \u306f\u3001\u5927\u898f\u6a21\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306a\u3057\u3067 AI \u30d3\u30b8\u30e7\u30f3\u3092\u5927\u898f\u6a21\u306b\u5c0e\u5165\u3057\u305f\u3044\u4f01\u696d\u5411\u3051\u306e\u5f37\u529b\u306a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002<\/li>\n\n\n\n<li>Ikomia API \u306f\u3001\u6700\u5148\u7aef\u306e\u8ffd\u8de1\u30e2\u30c7\u30eb\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7d71\u5408\u3057\u305f\u3044\u958b\u767a\u8005\u3084\u7814\u7a76\u8005\u306b\u6700\u9069\u306a\u3001\u67d4\u8edf\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d9\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u7d99\u7d9a\u7684\u306a\u9032\u5316\u306b\u3088\u308a\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3088\u308a\u6b63\u78ba\u3067\u52b9\u7387\u7684\u3001\u304b\u3064\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306b\u306a\u308a\u3001\u696d\u754c\u5168\u4f53\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u8ffd\u8de1\u304c\u3088\u308a\u5229\u7528\u3057\u3084\u3059\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"174131\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-elevate-1267338-1024x683.jpg\" alt=\"\" class=\"wp-image-174131\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-elevate-1267338-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-elevate-1267338-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-elevate-1267338-768x512.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u306b\u304a\u3051\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306e\u5fdc\u7528<\/h2>\n\n\n\n<p>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306f\u3001\u81ea\u52d5\u5316\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u76e3\u8996\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u610f\u601d\u6c7a\u5b9a\u3092\u53ef\u80fd\u306b\u3059\u308b\u3001\u5e45\u5e83\u3044\u696d\u754c\u3067\u91cd\u8981\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u6700\u65b0\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30b7\u30b9\u30c6\u30e0\u306f\u6bd4\u985e\u306e\u306a\u3044\u7cbe\u5ea6\u3092\u63d0\u4f9b\u3057\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u8f38\u9001\u3001\u5c0f\u58f2\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3001\u30b9\u30dd\u30fc\u30c4\u306b\u6b20\u304b\u305b\u306a\u3044\u3082\u306e\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u3067\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306e\u6700\u3082\u91cd\u8981\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u3001\u305d\u308c\u304c\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u306b\u3069\u306e\u3088\u3046\u306a\u5909\u5316\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u308b\u304b\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u76e3\u8996\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/h3>\n\n\n\n<p>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304a\u3088\u3073\u76e3\u8996\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u57fa\u672c\u7684\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3001\u4eba\u7269\u3001\u8eca\u4e21\u3001\u4e0d\u5be9\u306a\u6d3b\u52d5\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u76e3\u8996\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u30b9\u30de\u30fc\u30c8 \u30b7\u30c6\u30a3 \u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3001\u56fd\u5883\u8b66\u5099\u3001\u516c\u5171\u5b89\u5168\u30b7\u30b9\u30c6\u30e0\u306b\u5e83\u304f\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u306a\u7528\u9014<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u72af\u7f6a\u9632\u6b62<\/strong> \u2013 \u6cd5\u57f7\u884c\u6a5f\u95a2\u306f\u3001AI \u99c6\u52d5\u578b\u306e\u76e3\u8996\u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u7528\u3057\u3066\u500b\u4eba\u3092\u8ffd\u8de1\u3057\u3001\u9854\u3092\u8a8d\u8b58\u3057\u3001\u72af\u7f6a\u884c\u70ba\u3092\u793a\u5506\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u7570\u5e38\u306a\u884c\u52d5\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u4ea4\u901a\u76e3\u8996<\/strong> \u2013 \u30b9\u30de\u30fc\u30c8\u76e3\u8996\u30b7\u30b9\u30c6\u30e0\u306f\u8eca\u4e21\u3092\u8ffd\u8de1\u3057\u3001\u901f\u5ea6\u8d85\u904e\u3001\u4fe1\u53f7\u7121\u8996\u3001\u9055\u6cd5\u306a\u8eca\u7dda\u5909\u66f4\u306a\u3069\u306e\u9055\u53cd\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b9\u30de\u30fc\u30c8\u30b7\u30c6\u30a3\u306b\u304a\u3051\u308b\u516c\u5171\u306e\u5b89\u5168<\/strong> \u2013 AI \u3092\u642d\u8f09\u3057\u305f CCTV \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u3092\u4f7f\u7528\u3057\u3066\u6b69\u884c\u8005\u306e\u52d5\u304d\u3092\u76e3\u8996\u3057\u3001\u653e\u7f6e\u3055\u308c\u305f\u624b\u8377\u7269\u3092\u691c\u51fa\u3057\u3001\u7fa4\u8846\u306b\u95a2\u9023\u3059\u308b\u5371\u967a\u3092\u9632\u6b62\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u4fb5\u5165\u691c\u77e5<\/strong> \u2013 \u30db\u30fc\u30e0\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u3092\u7d71\u5408\u3057\u3066\u3001\u4e0d\u6b63\u30a2\u30af\u30bb\u30b9\u3092\u691c\u51fa\u3057\u3001\u7acb\u3061\u5165\u308a\u7981\u6b62\u533a\u57df\u3067\u8b66\u5831\u3092\u767a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f7f\u7528\u3055\u308c\u308b\u6280\u8853<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u4eba\u7269\u8ffd\u8de1\u306e\u305f\u3081\u306e\u30c7\u30a3\u30fc\u30d7\u30bd\u30fc\u30c8\u3068YOLO<\/li>\n\n\n\n<li>\u8eca\u4e21\u8b58\u5225\u306e\u305f\u3081\u306e\u30ca\u30f3\u30d0\u30fc\u30d7\u30ec\u30fc\u30c8\u8a8d\u8b58\uff08LPR\uff09<\/li>\n\n\n\n<li>\u95a2\u5fc3\u306e\u3042\u308b\u4eba\u7269\u3092\u8b58\u5225\u3059\u308b\u9854\u8a8d\u8b58AI<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f7f\u7528\u4f8b<\/h4>\n\n\n\n<p>\u30ed\u30f3\u30c9\u30f3\u306e\u30b9\u30de\u30fc\u30c8\u76e3\u8996\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u3001\u6570\u5343\u53f0\u306e\u30ab\u30e1\u30e9\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u304c\u4f7f\u7528\u3055\u308c\u3001\u6b69\u884c\u8005\u306e\u52d5\u304d\u3092\u76e3\u8996\u3057\u3001\u72af\u7f6a\u7387\u3092\u6e1b\u3089\u3057\u3001\u90fd\u5e02\u306e\u4ea4\u901a\u3092\u52b9\u7387\u7684\u306b\u7ba1\u7406\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u81ea\u52d5\u904b\u8ee2\u8eca\u3068\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u4ea4\u901a<\/h3>\n\n\n\n<p>\u81ea\u52d5\u904b\u8ee2\u8eca\u3084\u5148\u9032\u904b\u8ee2\u652f\u63f4\u30b7\u30b9\u30c6\u30e0 (ADAS) \u306f\u3001\u6b69\u884c\u8005\u3001\u81ea\u8ee2\u8eca\u3001\u305d\u306e\u4ed6\u306e\u8eca\u4e21\u306e\u52d5\u304d\u3092\u8b58\u5225\u3001\u5206\u985e\u3001\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u3001\u7269\u4f53\u8ffd\u8de1\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002\u6b63\u78ba\u306a\u8ffd\u8de1\u306f\u3001\u4e57\u5ba2\u3068\u6b69\u884c\u8005\u306e\u5b89\u5168\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u306a\u7528\u9014<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6b69\u884c\u8005\u691c\u77e5\u3068\u885d\u7a81\u56de\u907f<\/strong> \u2013 \u4eba\u3001\u52d5\u7269\u3001\u969c\u5bb3\u7269\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8ffd\u8de1\u3057\u3001\u4e8b\u6545\u3092\u9632\u6b62\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8eca\u8eca\u9593\u901a\u4fe1\uff08V2V\uff09<\/strong> \u2013 \u81ea\u52d5\u904b\u8ee2\u8eca\u306f\u5468\u56f2\u306e\u8eca\u4e21\u3092\u8ffd\u8de1\u3057\u3001\u30c7\u30fc\u30bf\u3092\u4ea4\u63db\u3057\u3066\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a2\u30c0\u30d7\u30c6\u30a3\u30d6\u30af\u30eb\u30fc\u30ba\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3068\u30ec\u30fc\u30f3\u30a2\u30b7\u30b9\u30c8<\/strong> \u2013 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u3092\u4f7f\u7528\u3057\u3066\u3001\u8eca\u4e21\u901f\u5ea6\u3092\u8abf\u6574\u3057\u3001\u8eca\u7dda\u4f4d\u7f6e\u3092\u7dad\u6301\u3057\u3001\u8eca\u7dda\u9038\u8131\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u4ea4\u901a\u6d41\u306e\u6700\u9069\u5316<\/strong> \u2013 AI \u3092\u6d3b\u7528\u3057\u305f\u4ea4\u901a\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u8eca\u4e21\u306e\u5bc6\u5ea6\u3092\u8ffd\u8de1\u3057\u3066\u4fe1\u53f7\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3092\u8abf\u6574\u3057\u3001\u6e0b\u6ede\u3092\u9632\u6b62\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f7f\u7528\u3055\u308c\u308b\u6280\u8853<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5965\u884c\u304d\u8a8d\u8b58\u306e\u305f\u3081\u306eLiDAR\uff08\u5149\u691c\u51fa\u3068\u6e2c\u8ddd\uff09<\/li>\n\n\n\n<li>\u6b69\u884c\u8005\u3068\u8eca\u4e21\u306e\u8ffd\u8de1\u306e\u305f\u3081\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u7269\u4f53\u691c\u51fa\uff08YOLO\u3001Faster R-CNN\uff09<\/li>\n\n\n\n<li>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7269\u4f53\u8ffd\u8de1\u306e\u305f\u3081\u306e\u30bb\u30f3\u30b5\u30fc\u30d5\u30e5\u30fc\u30b8\u30e7\u30f3\uff08\u30ab\u30e1\u30e9 + \u30ec\u30fc\u30c0\u30fc + LiDAR\uff09<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f7f\u7528\u4f8b<\/h4>\n\n\n\n<p>\u30c6\u30b9\u30e9\u306e\u5b8c\u5168\u81ea\u52d5\u904b\u8ee2 (FSD) \u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d9\u30fc\u30b9\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u3092\u4f7f\u7528\u3057\u3066\u6b69\u884c\u8005\u3001\u4ea4\u901a\u4fe1\u53f7\u3001\u305d\u306e\u4ed6\u306e\u9053\u8def\u5229\u7528\u8005\u3092\u8b58\u5225\u3057\u3001\u3088\u308a\u5b89\u5168\u306a\u81ea\u5f8b\u8d70\u884c\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u5c0f\u58f2\u5206\u6790\u3068\u9867\u5ba2\u884c\u52d5\u8ffd\u8de1<\/h3>\n\n\n\n<p>\u5c0f\u58f2\u696d\u754c\u3067\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u306f\u3001\u9867\u5ba2\u306e\u884c\u52d5\u3092\u5206\u6790\u3057\u3001\u5e97\u8217\u30ec\u30a4\u30a2\u30a6\u30c8\u3092\u6700\u9069\u5316\u3057\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u3092\u6539\u5584\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u8cb7\u3044\u7269\u5ba2\u306e\u52d5\u304d\u3092\u8ffd\u8de1\u3059\u308b\u3053\u3068\u3067\u3001\u5e97\u8217\u306f\u9867\u5ba2\u4f53\u9a13\u3092\u5411\u4e0a\u3055\u305b\u3001\u58f2\u4e0a\u3092\u6700\u5927\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u306a\u7528\u9014<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9867\u5ba2\u306e\u52d5\u304d\u306e\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u5206\u6790<\/strong> \u2013 \u8cb7\u3044\u7269\u5ba2\u306e\u52d5\u7dda\u3092\u8ffd\u8de1\u3057\u3001\u5e97\u8217\u5185\u306e\u3069\u306e\u30a8\u30ea\u30a2\u306b\u6700\u3082\u591a\u304f\u306e\u6b69\u884c\u8005\u304c\u3044\u308b\u304b\u3092\u5224\u65ad\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ad\u30e5\u30fc\u7ba1\u7406\u3068\u30b9\u30bf\u30c3\u30d5\u306e\u5272\u308a\u5f53\u3066<\/strong> \u2013 \u30ec\u30b8\u306e\u5217\u306b\u304a\u3051\u308b\u9867\u5ba2\u5bc6\u5ea6\u3092\u76e3\u8996\u3057\u3001\u30b9\u30bf\u30c3\u30d5\u306e\u30ec\u30d9\u30eb\u3092\u52d5\u7684\u306b\u8abf\u6574\u3057\u3066\u5f85\u3061\u6642\u9593\u3092\u77ed\u7e2e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u68da\u5728\u5eab\u7ba1\u7406<\/strong> \u2013 AI \u642d\u8f09\u30ab\u30e1\u30e9\u3092\u4f7f\u7528\u3057\u3066\u5728\u5eab\u30ec\u30d9\u30eb\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8ffd\u8de1\u3057\u3001\u7a7a\u306e\u68da\u3092\u691c\u51fa\u3057\u3066\u88dc\u5145\u3092\u81ea\u52d5\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u5e83\u544a\u3068\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0<\/strong> \u2013 \u30c7\u30b8\u30bf\u30eb \u30c7\u30a3\u30b9\u30d7\u30ec\u30a4\u306f\u3001\u691c\u51fa\u3055\u308c\u305f\u4eba\u53e3\u7d71\u8a08\u3068\u9867\u5ba2\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8 \u30d1\u30bf\u30fc\u30f3\u306b\u57fa\u3065\u3044\u3066\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u8abf\u6574\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f7f\u7528\u3055\u308c\u308b\u6280\u8853<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4eba\u6570\u30ab\u30a6\u30f3\u30c8\u306e\u305f\u3081\u306eAI\u642d\u8f09\u30ab\u30e1\u30e9\u30b7\u30b9\u30c6\u30e0<\/li>\n\n\n\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u52d5\u304d\u5206\u6790\u306e\u305f\u3081\u306e\u30c7\u30a3\u30fc\u30d7SORT\u30d9\u30fc\u30b9\u306e\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0<\/li>\n\n\n\n<li>\u9854\u8a8d\u8b58\u3068\u9867\u5ba2\u8b58\u5225<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f7f\u7528\u4f8b<\/h4>\n\n\n\n<p>Amazon Go \u30b9\u30c8\u30a2\u3067\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u9867\u5ba2\u304c\u5546\u54c1\u3092\u624b\u306b\u53d6\u308a\u3001\u624b\u52d5\u3067\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u3059\u308b\u5fc5\u8981\u306a\u304f AI \u304c\u81ea\u52d5\u7684\u306b\u8cfc\u5165\u3092\u8ffd\u8de1\u3059\u308b\u3001\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u4e0d\u8981\u306e\u30b7\u30e7\u30c3\u30d4\u30f3\u30b0\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u30b9\u30dd\u30fc\u30c4\u5206\u6790\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8ffd\u8de1<\/h3>\n\n\n\n<p>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u306b\u3088\u308a\u30b9\u30dd\u30fc\u30c4\u5206\u6790\u304c\u5909\u9769\u3057\u3001\u30c1\u30fc\u30e0\u3084\u30b3\u30fc\u30c1\u306f\u9078\u624b\u306e\u52d5\u304d\u3092\u5206\u6790\u3057\u3001\u30b2\u30fc\u30e0\u6226\u7565\u3092\u6700\u9069\u5316\u3057\u3001\u30d5\u30a1\u30f3\u306e\u4f53\u9a13\u3092\u5411\u4e0a\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002AI \u3092\u6d3b\u7528\u3057\u305f\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0 \u30b7\u30b9\u30c6\u30e0\u306f\u3001\u9078\u624b\u306e\u4f4d\u7f6e\u3001\u30dc\u30fc\u30eb\u306e\u8ecc\u9053\u3001\u30b2\u30fc\u30e0\u306e\u30c0\u30a4\u30ca\u30df\u30af\u30b9\u306b\u95a2\u3059\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u5206\u6790\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u306a\u7528\u9014<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30d7\u30ec\u30fc\u30e4\u30fc\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5206\u6790<\/strong> \u2013 \u901f\u5ea6\u3001\u52a0\u901f\u5ea6\u3001\u4f4d\u7f6e\u3092\u8ffd\u8de1\u3057\u3066\u500b\u4eba\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b2\u30fc\u30e0\u6226\u7565\u306e\u6700\u9069\u5316<\/strong> \u2013 \u30b3\u30fc\u30c1\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3066\u3001\u5bfe\u6226\u76f8\u624b\u306e\u52d5\u304d\u306e\u30d1\u30bf\u30fc\u30f3\u306b\u57fa\u3065\u3044\u3066\u6226\u8853\u3092\u6539\u826f\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d0\u30fc\u30c1\u30e3\u30eb\u30ea\u30d7\u30ec\u30a4\u3068\u62e1\u5f35\u73fe\u5b9f<\/strong> \u2013 AI \u5f37\u5316\u30ea\u30d7\u30ec\u30a4\u3067\u306f\u3001\u30dc\u30fc\u30eb\u306e\u8ecc\u9053\u3001\u9078\u624b\u306e\u52d5\u304d\u306e\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u3001\u6226\u8853\u7684\u306a\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52d5\u5be9\u5224<\/strong> \u2013 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u306f\u3001\u30b5\u30c3\u30ab\u30fc\u3084\u30d0\u30b9\u30b1\u30c3\u30c8\u30dc\u30fc\u30eb\u306a\u3069\u306e\u30b9\u30dd\u30fc\u30c4\u306b\u304a\u3051\u308b\u30b4\u30fc\u30eb\u30e9\u30a4\u30f3 \u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30d5\u30a1\u30a6\u30eb\u691c\u51fa\u3001\u30aa\u30d5\u30b5\u30a4\u30c9\u306e\u30b3\u30fc\u30eb\u306a\u3069\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f7f\u7528\u3055\u308c\u308b\u6280\u8853<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30d7\u30ec\u30a4\u30e4\u30fc\u306e\u52d5\u304d\u3092\u8ffd\u8de1\u3059\u308b\u305f\u3081\u306e\u59ff\u52e2\u63a8\u5b9a\uff08OpenPose\u3001AlphaPose\uff09<\/li>\n\n\n\n<li>\u30b9\u30dd\u30fc\u30c4\u7528\u5177\u306b\u304a\u3051\u308b RFID \u30d9\u30fc\u30b9\u306e\u8ffd\u8de1 (\u4f8b: \u30b9\u30de\u30fc\u30c8\u30d0\u30b9\u30b1\u30c3\u30c8\u30dc\u30fc\u30eb\u3001\u30bb\u30f3\u30b5\u30fc\u4ed8\u304d\u30b8\u30e3\u30fc\u30b8)<\/li>\n\n\n\n<li>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u30d9\u30fc\u30b9\u306e\u30dc\u30fc\u30eb\u8ffd\u8de1\uff08\u30c6\u30cb\u30b9\u3068\u30af\u30ea\u30b1\u30c3\u30c8\u306b\u304a\u3051\u308b\u30db\u30fc\u30af\u30a2\u30a4\u6280\u8853\uff09<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f7f\u7528\u4f8b<\/h4>\n\n\n\n<p>NBA \u306f AI \u3092\u6d3b\u7528\u3057\u305f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b7\u30e5\u30fc\u30c8\u7cbe\u5ea6\u3001\u30c7\u30a3\u30d5\u30a7\u30f3\u30b9\u6226\u7565\u3001\u9078\u624b\u306e\u75b2\u52b4\u30ec\u30d9\u30eb\u3092\u5206\u6790\u3057\u3001\u30c1\u30fc\u30e0\u306b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u95a2\u3059\u308b\u8a73\u7d30\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u30d8\u30eb\u30b9\u30b1\u30a2\u3068\u533b\u7642\u753b\u50cf<\/h3>\n\n\n\n<p>\u30d8\u30eb\u30b9\u30b1\u30a2\u306e\u5206\u91ce\u3067\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306f\u60a3\u8005\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001AI \u652f\u63f4\u8a3a\u65ad\u3001\u533b\u7642\u7528\u753b\u50cf\u51e6\u7406\u306b\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8ffd\u8de1\u6280\u8853\u306f\u3001\u533b\u5e2b\u3084\u533b\u7642\u5c02\u9580\u5bb6\u304c\u7570\u5e38\u3092\u691c\u51fa\u3057\u305f\u308a\u3001\u904b\u52d5\u969c\u5bb3\u3092\u8ffd\u8de1\u3057\u305f\u308a\u3001\u30ed\u30dc\u30c3\u30c8\u624b\u8853\u3092\u652f\u63f4\u3057\u305f\u308a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u306a\u7528\u9014<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u60a3\u8005\u306e\u52d5\u304d\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/strong> \u2013 \u75c5\u9662\u5185\u306e\u9ad8\u9f62\u8005\u3084\u969c\u5bb3\u306e\u3042\u308b\u60a3\u8005\u3092\u8ffd\u8de1\u3057\u3001\u8ee2\u5012\u3001\u4e0d\u898f\u5247\u306a\u52d5\u304d\u3001\u307e\u305f\u306f\u6d3b\u52d5\u4e0d\u8db3\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>AI\u652f\u63f4\u8a3a\u65ad<\/strong> \u2013 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3066\u3001\u816b\u760d\u306e\u6210\u9577\u3001\u75c5\u6c17\u306e\u9032\u884c\u3001X \u7dda\u304a\u3088\u3073 MRI \u30b9\u30ad\u30e3\u30f3\u306e\u7570\u5e38\u3092\u8ffd\u8de1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5916\u79d1\u7528\u30ed\u30dc\u30c3\u30c8\u3068\u52d5\u4f5c\u8ffd\u8de1<\/strong> \u2013 AI \u99c6\u52d5\u578b\u30ed\u30dc\u30c3\u30c8\u30a2\u30fc\u30e0\u304c\u5916\u79d1\u533b\u306e\u624b\u306e\u52d5\u304d\u3092\u8ffd\u8de1\u3057\u3001\u6b63\u78ba\u306a\u624b\u8853\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u75c5\u9662\u306b\u304a\u3051\u308b\u611f\u67d3\u7ba1\u7406<\/strong> \u2013 \u60a3\u8005\u3068\u306e\u3084\u308a\u53d6\u308a\u3001\u624b\u6307\u885b\u751f\u306e\u9075\u5b88\u3001\u6c5a\u67d3\u30ea\u30b9\u30af\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u76e3\u8996\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f7f\u7528\u3055\u308c\u308b\u6280\u8853<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u52d5\u4f5c\u969c\u5bb3\u8ffd\u8de1\u306e\u305f\u3081\u306e\u59ff\u52e2\u63a8\u5b9a\uff08\u4f8b\uff1a\u30d1\u30fc\u30ad\u30f3\u30bd\u30f3\u75c5\u8a55\u4fa1\uff09<\/li>\n\n\n\n<li>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u305f MRI \u304a\u3088\u3073 CT \u30b9\u30ad\u30e3\u30f3\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1<\/li>\n\n\n\n<li>\u767a\u71b1\u3084\u611f\u67d3\u306e\u767a\u751f\u3092\u691c\u77e5\u3059\u308b AI \u642d\u8f09\u30b5\u30fc\u30de\u30eb\u30ab\u30e1\u30e9<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f7f\u7528\u4f8b<\/h4>\n\n\n\n<p>AI \u3092\u6d3b\u7528\u3057\u305f\u30a2\u30eb\u30c4\u30cf\u30a4\u30de\u30fc\u75c5\u60a3\u8005\u306e\u52d5\u304d\u306e\u8ffd\u8de1\u306b\u3088\u308a\u3001\u533b\u5e2b\u306f\u6b69\u884c\u30d1\u30bf\u30fc\u30f3\u3068\u8a8d\u77e5\u53cd\u5fdc\u6642\u9593\u3092\u5206\u6790\u3057\u3066\u75c5\u6c17\u306e\u9032\u884c\u3092\u76e3\u8996\u3057\u3001\u6cbb\u7642\u8a08\u753b\u3092\u6700\u9069\u5316\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306f\u3001\u8907\u6570\u306e\u696d\u754c\u3067\u52b9\u7387\u3001\u5b89\u5168\u6027\u3001\u610f\u601d\u6c7a\u5b9a\u3092\u5411\u4e0a\u3055\u305b\u308b\u9769\u65b0\u7684\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3067\u3059\u3002\u72af\u7f6a\u884c\u70ba\u306e\u691c\u51fa\u3001\u81ea\u5f8b\u8d70\u884c\u8eca\u306e\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u306e\u6539\u5584\u3001\u5c0f\u58f2\u5e97\u306e\u8cb7\u3044\u7269\u30d1\u30bf\u30fc\u30f3\u306e\u5206\u6790\u3001\u30b9\u30dd\u30fc\u30c4\u6226\u7565\u306e\u6539\u826f\u3001\u533b\u7642\u8a3a\u65ad\u306e\u652f\u63f4\u306a\u3069\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u305f\u8ffd\u8de1\u30b7\u30b9\u30c6\u30e0\u306f\u9032\u5316\u3092\u7d9a\u3051\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u9650\u754c\u3092\u62bc\u3057\u5e83\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI \u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3\u304c\u9032\u6b69\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u5c06\u6765\u306e\u8ffd\u8de1\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u30a8\u30c3\u30b8 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 3D \u8ffd\u8de1\u304c\u7d44\u307f\u8fbc\u307e\u308c\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u304f\u3001\u4eca\u5f8c\u6570\u5e74\u9593\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306f\u3055\u3089\u306b\u6b63\u78ba\u3067\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u3082\u306e\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"237\" height=\"40\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/07\/flypix-logo.svg\" alt=\"\u30d5\u30e9\u30a4\u30d4\u30c3\u30af\u30b9AI\" class=\"wp-image-156767\" style=\"width:840px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 150w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 237w\" sizes=\"(max-width: 237px) 100vw, 237px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">FlyPix AI \u306b\u3088\u308b\u5730\u7406\u7a7a\u9593\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1<\/h2>\n\n\n\n<p>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306e\u5206\u91ce\u3067\u306f\u3001\u5730\u7406\u7a7a\u9593\u753b\u50cf\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8ffd\u8de1\u3059\u308b\u3053\u3068\u304c\u3001\u6700\u3082\u56f0\u96e3\u3067\u9769\u65b0\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e 1 \u3064\u3067\u3059\u3002\u5927\u898f\u6a21\u306a\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u76e3\u8996\u3001\u74b0\u5883\u306e\u5909\u5316\u306e\u5206\u6790\u3001\u90fd\u5e02\u8a08\u753b\u306e\u6700\u9069\u5316\u306a\u3069\u3001\u5f93\u6765\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u65b9\u6cd5\u3067\u306f\u3001\u885b\u661f\u753b\u50cf\u3084\u822a\u7a7a\u753b\u50cf\u306e\u898f\u6a21\u3001\u89e3\u50cf\u5ea6\u3001\u8907\u96d1\u3055\u306b\u82e6\u52b4\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3067 <a href=\"https:\/\/flypix.ai\/ja\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30d5\u30e9\u30a4\u30d4\u30c3\u30af\u30b9AI\u3001<\/a> \u5f53\u793e\u306f\u3001\u5730\u7406\u7a7a\u9593\u5206\u6790\u7528\u306b\u7279\u5225\u306b\u8a2d\u8a08\u3055\u308c\u305f\u6700\u5148\u7aef\u306e AI \u99c6\u52d5\u578b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30d3\u30c7\u30aa \u30b9\u30c8\u30ea\u30fc\u30e0\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u305f\u5f93\u6765\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30b7\u30b9\u30c6\u30e0\u3068\u306f\u7570\u306a\u308a\u3001\u5f53\u793e\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306f\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u885b\u661f\u3001\u30c9\u30ed\u30fc\u30f3\u3001\u822a\u7a7a\u753b\u50cf\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u691c\u51fa\u3001\u5206\u985e\u3001\u8ffd\u8de1\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">FlyPix AI\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u6069\u6075\u3092\u53d7\u3051\u308b\u696d\u754c<\/h3>\n\n\n\n<p>\u5f53\u793e\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u3001\u696d\u754c\u304c\u5730\u7406\u7a7a\u9593\u753b\u50cf\u306b\u304a\u3051\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u3092\u6d3b\u7528\u3059\u308b\u65b9\u6cd5\u3092\u5909\u9769\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5efa\u8a2d\u30fb\u30a4\u30f3\u30d5\u30e9<\/strong> \u2013 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u9032\u6357\u72b6\u6cc1\u3001\u9053\u8def\u62e1\u5f35\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u76e3\u8996\u3092\u8ffd\u8de1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6e2f\u6e7e\u30fb\u7269\u6d41\u696d\u52d9<\/strong> \u2013 \u8ca8\u7269\u306e\u79fb\u52d5\u3068\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u306e\u8ffd\u8de1\u3092\u76e3\u8996\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8fb2\u696d\u3068\u6797\u696d<\/strong> \u2013 \u68ee\u6797\u7834\u58ca\u306e\u7279\u5b9a\u3001\u4f5c\u7269\u306e\u5065\u5168\u6027\u5206\u6790\u3001\u53ce\u7a6b\u91cf\u306e\u63a8\u5b9a\u3002<\/li>\n\n\n\n<li><strong>\u653f\u5e9c\u3068\u30b9\u30de\u30fc\u30c8\u30b7\u30c6\u30a3<\/strong> \u2013 \u90fd\u5e02\u306e\u62e1\u5927\u3001\u571f\u5730\u5229\u7528\u306e\u5909\u5316\u3001\u516c\u5171\u306e\u5b89\u5168\u306e\u5f37\u5316\u3092\u8ffd\u8de1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30cd\u30eb\u30ae\u30fc\u3068\u74b0\u5883<\/strong> \u2013 \u518d\u751f\u53ef\u80fd\u30a8\u30cd\u30eb\u30ae\u30fc\u8a2d\u5099\u3001\u77f3\u6cb9\u30fb\u30ac\u30b9\u4e8b\u696d\u3001\u74b0\u5883\u30ea\u30b9\u30af\u306e\u76e3\u8996\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">FlyPix AI: \u5730\u7406\u7a7a\u9593\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306e\u672a\u6765<\/h3>\n\n\n\n<p>FlyPix AI \u3067\u306f\u3001AI \u3068\u5730\u7406\u7a7a\u9593\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306e\u9593\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u3053\u3068\u3067\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u3092\u518d\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002\u5f53\u793e\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u3084\u7814\u7a76\u8005\u306f\u5e83\u5927\u306a\u5730\u7406\u7684\u9818\u57df\u306b\u308f\u305f\u3063\u3066\u9ad8\u7cbe\u5ea6\u304b\u3064\u52b9\u7387\u7684\u306b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u691c\u51fa\u3001\u5206\u6790\u3001\u8ffd\u8de1\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u653f\u5e9c\u6a5f\u95a2\u3001\u74b0\u5883\u7814\u7a76\u8005\u3001\u7269\u6d41\u7ba1\u7406\u8005\u3001\u90fd\u5e02\u8a08\u753b\u8005\u306a\u3069\u3001\u3069\u306e\u3088\u3046\u306a\u65b9\u3067\u3082\u3001FlyPix AI \u306f\u885b\u661f\u753b\u50cf\u3084\u822a\u7a7a\u753b\u50cf\u304b\u3089\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3059\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8ad6<\/h2>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308a\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u5927\u5e45\u306b\u9032\u6b69\u3057\u3001\u3088\u308a\u6b63\u78ba\u3067\u3001\u3088\u308a\u9ad8\u901f\u3067\u3001\u3088\u308a\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u3082\u306e\u306b\u306a\u308a\u307e\u3057\u305f\u3002Deep SORT\u3001OpenCV \u8ffd\u8de1\u3001MDNet \u306a\u3069\u306e\u6700\u65b0\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u308a\u3001\u30aa\u30af\u30eb\u30fc\u30b8\u30e7\u30f3\u3001\u80cc\u666f\u306e\u4e71\u308c\u3001\u30b9\u30b1\u30fc\u30eb\u306e\u5909\u5316\u306a\u3069\u3092\u542b\u3080\u8907\u96d1\u306a\u30b7\u30ca\u30ea\u30aa\u3067\u3082\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u52b9\u7387\u7684\u306b\u8ffd\u8de1\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u81ea\u52d5\u904b\u8ee2\u3001\u5c0f\u58f2\u5206\u6790\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u3067\u4e0d\u53ef\u6b20\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30a2\u30a4\u30c7\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u5207\u308a\u66ff\u3048\u3084\u52d5\u4f5c\u4e88\u6e2c\u30a8\u30e9\u30fc\u306a\u3069\u306e\u8ab2\u984c\u304c\u3042\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u7d99\u7d9a\u7684\u306a\u7814\u7a76\u306b\u3088\u308a\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u6539\u826f\u3055\u308c\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u8a08\u7b97\u52b9\u7387\u306e\u4e21\u65b9\u304c\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u306e\u9769\u65b0\u306b\u3088\u308a\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306e\u5c06\u6765\u306f\u6709\u671b\u3067\u3042\u308a\u3001\u3055\u3089\u306b\u6d17\u7df4\u3055\u308c\u305f\u73fe\u5b9f\u4e16\u754c\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u9053\u304c\u958b\u304b\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1739829094732\"><strong class=\"schema-faq-question\">1. \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3068\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u30d3\u30c7\u30aa\u3084\u753b\u50cf\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u691c\u51fa\u3057\u3001\u8ffd\u8de1\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u4e00\u610f\u306e ID \u3092\u5272\u308a\u5f53\u3066\u3001\u906e\u853d\u3084\u5916\u89b3\u306e\u5909\u5316\u304c\u3042\u3063\u3066\u3082\u30d5\u30ec\u30fc\u30e0\u9593\u3067\u8ffd\u8de1\u3057\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829101053\"><strong class=\"schema-faq-question\">2. \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306e\u4e3b\u306a\u7a2e\u985e\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u8ffd\u8de1\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u7a2e\u985e\u304c\u3042\u308a\u3001\u30d3\u30c7\u30aa\u5168\u4f53\u3067 1 \u3064\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8ffd\u8de1\u3059\u308b\u5358\u4e00\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1 (SOT) \u3084\u3001\u8907\u6570\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u540c\u6642\u306b\u8ffd\u8de1\u3059\u308b\u8907\u6570\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1 (MOT) \u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u30d3\u30c7\u30aa\u8ffd\u8de1\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u307e\u305f\u306f\u9332\u753b\u3055\u308c\u305f\u6620\u50cf\u3092\u6271\u3044\u3001\u8996\u899a\u8ffd\u8de1\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u5c06\u6765\u306e\u4f4d\u7f6e\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002\u753b\u50cf\u8ffd\u8de1\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u9759\u6b62\u753b\u50cf\u3092\u691c\u51fa\u3057\u3066\u8ffd\u8de1\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829107385\"><strong class=\"schema-faq-question\">3. \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306b\u304a\u3051\u308b\u6700\u5927\u306e\u8ab2\u984c\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u4e3b\u306a\u8ab2\u984c\u306e 1 \u3064\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u90e8\u5206\u7684\u306b\u307e\u305f\u306f\u5b8c\u5168\u306b\u96a0\u308c\u3066\u3057\u307e\u3046\u30aa\u30af\u30eb\u30fc\u30b8\u30e7\u30f3\u3067\u3059\u3002\u4f3c\u305f\u3088\u3046\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u6df7\u540c\u3055\u308c\u308b\u3068\u3001\u30a2\u30a4\u30c7\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u5207\u308a\u66ff\u3048\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u80cc\u666f\u304c\u4e71\u96d1\u306b\u306a\u308b\u3068\u691c\u51fa\u304c\u96e3\u3057\u304f\u306a\u308a\u3001\u30b9\u30b1\u30fc\u30eb\u306e\u5909\u5316\u306b\u3088\u3063\u3066\u7cbe\u5ea6\u304c\u5f71\u97ff\u3092\u53d7\u3051\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u3067\u306f\u3001\u901f\u5ea6\u3068\u7cbe\u5ea6\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u975e\u5e38\u306b\u52b9\u7387\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829114652\"><strong class=\"schema-faq-question\">4. \u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u6700\u3082\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u306f\u3001Deep SORT\u3001CSRT \u3084 KCF \u306a\u3069\u306e OpenCV \u30d9\u30fc\u30b9\u306e\u30c8\u30e9\u30c3\u30ab\u30fc\u3001MDNet \u306a\u3069\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u30ab\u30eb\u30de\u30f3 \u30d5\u30a3\u30eb\u30bf\u30fc\u306f\u52d5\u304d\u306e\u4e88\u6e2c\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u3001ByteTrack \u306f\u95a2\u9023\u4ed8\u3051\u306e\u524d\u306b\u691c\u51fa\u7d50\u679c\u3092\u6539\u826f\u3059\u308b\u3053\u3068\u3067\u30de\u30eb\u30c1\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829126198\"><strong class=\"schema-faq-question\">5. Deep SORT \u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u3092\u3069\u306e\u3088\u3046\u306b\u6539\u5584\u3057\u307e\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">Deep SORT \u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u5916\u89b3\u6a5f\u80fd\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u30aa\u30ea\u30b8\u30ca\u30eb\u306e SORT \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u57fa\u76e4\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u906e\u853d\u5f8c\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u518d\u8b58\u5225\u3001ID \u30b9\u30a4\u30c3\u30c1\u306e\u524a\u6e1b\u3001\u8907\u96d1\u306a\u30e2\u30fc\u30b7\u30e7\u30f3 \u30d1\u30bf\u30fc\u30f3\u306e\u3088\u308a\u52b9\u7387\u7684\u306a\u51e6\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u76e3\u8996\u3001\u81ea\u52d5\u904b\u8ee2\u3001\u30b9\u30dd\u30fc\u30c4\u5206\u6790\u306a\u3069\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829158907\"><strong class=\"schema-faq-question\">6. \u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u306f\u3069\u306e\u3088\u3046\u306a\u696d\u754c\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u76e3\u8996\u3001\u81ea\u5f8b\u8d70\u884c\u8eca\u3001\u5c0f\u58f2\u5206\u6790\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3001\u30b9\u30dd\u30fc\u30c4\u306a\u3069\u306e\u696d\u754c\u3067\u306f\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u4eba\u3084\u7269\u4f53\u306e\u76e3\u8996\u3001\u9867\u5ba2\u306e\u884c\u52d5\u306e\u5206\u6790\u3001\u81ea\u52d5\u904b\u8ee2\u8eca\u306e\u5b89\u5168\u6027\u306e\u5411\u4e0a\u3001\u30b9\u30dd\u30fc\u30c4\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5206\u6790\u306e\u5f37\u5316\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829170343\"><strong class=\"schema-faq-question\">7. \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306b\u4f7f\u7528\u3067\u304d\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u4eba\u6c17\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u3001OpenCV\u3001MATLAB \u306e Computer Vision Toolbox\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba AI \u30d3\u30b8\u30e7\u30f3 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u7528\u306e Viso Suite\u3001Deep SORT \u3068 YOLO \u30d9\u30fc\u30b9\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u5668\u3092\u7d71\u5408\u3059\u308b\u305f\u3081\u306e Ikomia API \u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u958b\u767a\u8005\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30b7\u30b9\u30c6\u30e0\u3092\u52b9\u7387\u7684\u306b\u5b9f\u88c5\u304a\u3088\u3073\u62e1\u5f35\u3067\u304d\u307e\u3059\u3002<\/p> <\/div> <\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><\/h3>","protected":false},"excerpt":{"rendered":"<p>Object tracking is a fundamental task in computer vision that involves identifying and following objects in a video stream. With the rise of deep learning, object tracking has become more accurate, robust, and efficient. This guide explores various aspects of deep learning object tracking, including algorithms, challenges, applications, and software solutions. Understanding Object Tracking: Principles and Applications Object tracking is a fundamental task in computer vision that involves detecting an object in a video and continuously following its trajectory across multiple frames. The primary goal of object tracking is to maintain a consistent identification of objects as they move, change orientation, or undergo occlusions. This technology is crucial in various [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":173926,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-174072","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Deep Learning Object Tracking: Algorithms, Challenges, and Applications<\/title>\n<meta name=\"description\" content=\"Explore deep learning object tracking, from algorithms like Deep SORT to challenges, applications, and software solutions. A comprehensive guide to state-of-the-art tracking methods.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/flypix.ai\/ja\/deep-learning-object-tracking\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Deep Learning Object Tracking: Algorithms, Challenges, and Applications\" \/>\n<meta property=\"og:description\" content=\"Explore deep learning object tracking, from algorithms like Deep SORT to challenges, applications, and software solutions. A comprehensive guide to state-of-the-art tracking methods.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/flypix.ai\/ja\/deep-learning-object-tracking\/\" \/>\n<meta property=\"og:site_name\" content=\"Flypix\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-17T21:53:04+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-02-18T12:03:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-divinetechygirl-1181263-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1709\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"FlyPix AI Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"FlyPix AI Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"26\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/\"},\"author\":{\"name\":\"FlyPix AI Team\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/#\\\/schema\\\/person\\\/762b2907c30a8062bd4dc28816c472e3\"},\"headline\":\"Deep Learning Object Tracking: A Comprehensive Guide\",\"datePublished\":\"2025-02-17T21:53:04+00:00\",\"dateModified\":\"2025-02-18T12:03:16+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/\"},\"wordCount\":5664,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/flypix.ai\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/pexels-divinetechygirl-1181263-scaled.jpg\",\"articleSection\":[\"Articles\"],\"inLanguage\":\"ja\"},{\"@type\":[\"WebPage\",\"FAQPage\"],\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/\",\"url\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/\",\"name\":\"Deep Learning Object Tracking: Algorithms, Challenges, and Applications\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/flypix.ai\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/pexels-divinetechygirl-1181263-scaled.jpg\",\"datePublished\":\"2025-02-17T21:53:04+00:00\",\"dateModified\":\"2025-02-18T12:03:16+00:00\",\"description\":\"Explore deep learning object tracking, from algorithms like Deep SORT to challenges, applications, and software solutions. 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What is deep learning object tracking?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Deep learning object tracking is a method that uses neural networks to detect and track objects in videos or images. It assigns unique IDs to objects and follows them across frames, even if they undergo occlusion or changes in appearance.\",\"inLanguage\":\"ja\"},\"inLanguage\":\"ja\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829101053\",\"position\":2,\"url\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829101053\",\"name\":\"2. What are the main types of object tracking?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"There are several types, including single object tracking (SOT), where one object is tracked throughout a video, and multiple object tracking (MOT), which follows multiple objects simultaneously. Video tracking deals with real-time or recorded footage, while visual tracking predicts an object's future position. Image tracking is used for detecting and tracking static images in datasets.\",\"inLanguage\":\"ja\"},\"inLanguage\":\"ja\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829107385\",\"position\":3,\"url\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829107385\",\"name\":\"3. What are the biggest challenges in object tracking?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"One of the main challenges is occlusion, where objects become partially or fully hidden. Identity switching occurs when similar-looking objects are confused. Background clutter makes detection more difficult, and scale variations can affect accuracy. Additionally, real-time processing requires highly efficient algorithms to maintain speed and accuracy.\",\"inLanguage\":\"ja\"},\"inLanguage\":\"ja\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829114652\",\"position\":4,\"url\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829114652\",\"name\":\"4. What are the most popular object tracking algorithms?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Some of the most widely used algorithms include Deep SORT, OpenCV-based trackers like CSRT and KCF, and deep learning models like MDNet. Kalman filters are often used for motion prediction, while ByteTrack improves multi-object tracking by refining detection results before association.\",\"inLanguage\":\"ja\"},\"inLanguage\":\"ja\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829126198\",\"position\":5,\"url\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829126198\",\"name\":\"5. How does Deep SORT improve object tracking?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Deep SORT builds upon the original SORT algorithm by incorporating deep learning-based appearance features. This allows it to re-identify objects after occlusion, reduce identity switches, and handle complex motion patterns more effectively. It is widely used in surveillance, autonomous driving, and sports analytics.\",\"inLanguage\":\"ja\"},\"inLanguage\":\"ja\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829158907\",\"position\":6,\"url\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829158907\",\"name\":\"6. What industries use object tracking?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Object tracking is essential in industries such as security and surveillance, autonomous vehicles, retail analytics, healthcare, and sports. 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It assigns unique IDs to objects and follows them across frames, even if they undergo occlusion or changes in appearance.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829101053","position":2,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829101053","name":"2. \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306e\u4e3b\u306a\u7a2e\u985e\u306f\u4f55\u3067\u3059\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"There are several types, including single object tracking (SOT), where one object is tracked throughout a video, and multiple object tracking (MOT), which follows multiple objects simultaneously. Video tracking deals with real-time or recorded footage, while visual tracking predicts an object's future position. Image tracking is used for detecting and tracking static images in datasets.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829107385","position":3,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829107385","name":"3. \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306b\u304a\u3051\u308b\u6700\u5927\u306e\u8ab2\u984c\u306f\u4f55\u3067\u3059\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"One of the main challenges is occlusion, where objects become partially or fully hidden. Identity switching occurs when similar-looking objects are confused. Background clutter makes detection more difficult, and scale variations can affect accuracy. Additionally, real-time processing requires highly efficient algorithms to maintain speed and accuracy.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829114652","position":4,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829114652","name":"4. \u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u4f55\u3067\u3059\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Some of the most widely used algorithms include Deep SORT, OpenCV-based trackers like CSRT and KCF, and deep learning models like MDNet. Kalman filters are often used for motion prediction, while ByteTrack improves multi-object tracking by refining detection results before association.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829126198","position":5,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829126198","name":"5. Deep SORT \u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u3092\u3069\u306e\u3088\u3046\u306b\u6539\u5584\u3057\u307e\u3059\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Deep SORT builds upon the original SORT algorithm by incorporating deep learning-based appearance features. This allows it to re-identify objects after occlusion, reduce identity switches, and handle complex motion patterns more effectively. It is widely used in surveillance, autonomous driving, and sports analytics.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829158907","position":6,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829158907","name":"6. \u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u306f\u3069\u306e\u3088\u3046\u306a\u696d\u754c\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Object tracking is essential in industries such as security and surveillance, autonomous vehicles, retail analytics, healthcare, and sports. It helps monitor people and objects, analyze customer behavior, improve safety in self-driving cars, and enhance performance analysis in sports.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829170343","position":7,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829170343","name":"7. \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306b\u4f7f\u7528\u3067\u304d\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u4f55\u3067\u3059\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Popular software solutions include OpenCV, MATLAB\u2019s Computer Vision Toolbox, Viso Suite for enterprise AI vision applications, and Ikomia API for integrating Deep SORT with YOLO-based object detectors. These tools allow developers to implement and scale object tracking systems efficiently.","inLanguage":"ja"},"inLanguage":"ja"}]}},"_links":{"self":[{"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/posts\/174072","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/comments?post=174072"}],"version-history":[{"count":0,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/posts\/174072\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/media\/173926"}],"wp:attachment":[{"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/media?parent=174072"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/categories?post=174072"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/tags?post=174072"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}