{"id":174006,"date":"2025-02-10T11:13:51","date_gmt":"2025-02-10T11:13:51","guid":{"rendered":"https:\/\/flypix.ai\/?p=174006"},"modified":"2025-02-10T11:13:53","modified_gmt":"2025-02-10T11:13:53","slug":"deep-learning-segmentation","status":"publish","type":"post","link":"https:\/\/flypix.ai\/ja\/deep-learning-segmentation\/","title":{"rendered":"\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3: \u7dcf\u5408\u30ac\u30a4\u30c9"},"content":{"rendered":"<p>\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u753b\u50cf\u3092\u610f\u5473\u306e\u3042\u308b\u30bb\u30b0\u30e1\u30f3\u30c8\u306b\u5206\u5272\u3059\u308b\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf 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\u3064\u306e\u30e9\u30d9\u30eb\u3092\u5272\u308a\u5f53\u3066\u308b\u753b\u50cf\u5206\u985e\u3068\u306f\u7570\u306a\u308a\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u500b\u3005\u306e\u30d4\u30af\u30bb\u30eb\u306b\u30e9\u30d9\u30eb\u3092\u5272\u308a\u5f53\u3066\u3066\u3001\u753b\u50cf\u5185\u306e\u3055\u307e\u3056\u307e\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3001\u69cb\u9020\u3001\u307e\u305f\u306f\u9818\u57df\u3092\u6b63\u78ba\u306b\u533a\u5225\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u3053\u306e\u30ec\u30d9\u30eb\u306e\u8a73\u7d30\u306f\u3001\u533b\u7642\u7528\u753b\u50cf\u51e6\u7406\u3001\u81ea\u52d5\u904b\u8ee2\u3001\u7523\u696d\u691c\u67fb\u3001\u885b\u661f\u753b\u50cf\u5206\u6790\u306a\u3069\u3001\u591a\u304f\u306e\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3068\u3063\u3066\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u753b\u50cf\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u751f\u306e\u8996\u899a\u30c7\u30fc\u30bf\u306e\u8907\u96d1\u3055\u304c\u8efd\u6e1b\u3055\u308c\u3001\u4eba\u5de5\u77e5\u80fd 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\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u753b\u50cf\u5185\u306e\u3059\u3079\u3066\u306e\u30d4\u30af\u30bb\u30eb\u306b\u30ab\u30c6\u30b4\u30ea \u30e9\u30d9\u30eb\u3092\u5272\u308a\u5f53\u3066\u308b\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u306e\u5206\u985e\u65b9\u6cd5\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u540c\u3058\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30af\u30e9\u30b9\u306e\u8907\u6570\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u533a\u5225\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u305f\u3068\u3048\u3070\u3001\u8857\u306e\u30b7\u30fc\u30f3\u3067\u306f\u3001\u7570\u306a\u308b\u8eca\u4e21\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u306b\u95a2\u4fc2\u306a\u304f\u3001\u3059\u3079\u3066\u306e\u8eca\u306b\u540c\u3058\u300c\u8eca\u300d\u30e9\u30d9\u30eb\u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u52d5\u904b\u8ee2\u8eca:<\/strong> 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\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u5404\u30d4\u30af\u30bb\u30eb\u3092\u5206\u985e\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u540c\u3058\u30af\u30e9\u30b9\u306e\u8907\u6570\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u533a\u5225\u3059\u308b\u3053\u3068\u3067\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u62e1\u5f35\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u753b\u50cf\u5185\u306e\u3059\u3079\u3066\u306e\u8eca\u306b\u4e00\u822c\u7684\u306a\u300c\u8eca\u300d\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u308b\u4ee3\u308f\u308a\u306b\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u5404\u8eca\u4e21\u306b\u4e00\u610f\u306e\u8b58\u5225\u5b50\u3092\u5272\u308a\u5f53\u3066\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30bf\u30a4\u30d7\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u7279\u306b\u6b21\u306e\u3088\u3046\u306a\u5834\u5408\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5c0f\u58f2\u3068\u76e3\u8996:<\/strong> \u30b7\u30fc\u30f3\u5185\u306e\u8907\u6570\u306e\u4eba\u7269\u307e\u305f\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8b58\u5225\u3057\u3066\u8ffd\u8de1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8fb2\u696d\uff1a<\/strong> \u81ea\u52d5\u53ce\u7a6b\u30b7\u30b9\u30c6\u30e0\u7528\u306b\u500b\u3005\u306e\u690d\u7269\u3084\u679c\u7269\u3092\u533a\u5225\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u533b\u7642\u753b\u50cf:<\/strong> \u9855\u5fae\u93e1\u753b\u50cf\u3067\u91cd\u306a\u308a\u5408\u3063\u305f\u7d30\u80de\u3084\u7d44\u7e54\u3092\u533a\u5225\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3088\u308a\u7d30\u304b\u3044\u7c92\u5ea6\u3092\u63d0\u4f9b\u3057\u3001\u30b7\u30fc\u30f3\u306e\u7406\u89e3\u3092\u5f37\u5316\u3059\u308b\u305f\u3081\u306b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u30e2\u30c7\u30eb\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u7528\u3055\u308c\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f93\u6765\u306e\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u624b\u6cd5\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30a2\u30d7\u30ed\u30fc\u30c1<\/h3>\n\n\n\n<p>\u9577\u5e74\u306b\u308f\u305f\u308a\u3001\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u5f93\u6765\u306e\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u624b\u6cd5\u304b\u3089\u9ad8\u5ea6\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3078\u3068\u9032\u5316\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5f93\u6765\u306e\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u624b\u6cd5<\/h4>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u304c\u767b\u5834\u3059\u308b\u524d\u306f\u3001\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u6b21\u306e\u3088\u3046\u306a\u5f93\u6765\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u95be\u5024\u8a2d\u5b9a:<\/strong> \u30d4\u30af\u30bb\u30eb\u306e\u5f37\u5ea6\u5024\u306b\u57fa\u3065\u3044\u3066\u753b\u50cf\u3092\u9818\u57df\u306b\u5206\u5272\u3057\u307e\u3059\u3002\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\u306e\u9ad8\u3044\u753b\u50cf\u306b\u306f\u4fbf\u5229\u3067\u3059\u304c\u3001\u8907\u96d1\u306a\u30b7\u30fc\u30f3\u306b\u306f\u52b9\u679c\u304c\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li><strong>\u5730\u57df\u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3:<\/strong> \u8272\u3084\u30c6\u30af\u30b9\u30c1\u30e3\u306a\u3069\u306e\u985e\u4f3c\u57fa\u6e96\u306b\u57fa\u3065\u3044\u3066\u30d4\u30af\u30bb\u30eb\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u307e\u3059\u3002\u9818\u57df\u62e1\u5f35\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30b7\u30fc\u30c9 \u30d4\u30af\u30bb\u30eb\u304b\u3089\u62e1\u5f35\u3057\u3066\u4e00\u8cab\u3057\u305f\u9818\u57df\u3092\u5f62\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30c3\u30b8\u691c\u51fa\u65b9\u6cd5:<\/strong> \u5f37\u5ea6\u306e\u5909\u5316\u3092\u691c\u51fa\u3057\u3066\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u5883\u754c\u3092\u8b58\u5225\u3057\u307e\u3059\u3002Canny \u30a8\u30c3\u30b8\u691c\u51fa\u5668\u306a\u3069\u306e\u6280\u8853\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u5883\u754c\u691c\u51fa\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3:<\/strong> K-means \u306a\u3069\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u985e\u4f3c\u3057\u305f\u7279\u6027\u3092\u6301\u3064\u30d4\u30af\u30bb\u30eb\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u307e\u3059\u3002\u5358\u7d14\u306a\u753b\u50cf\u306b\u306f\u52b9\u679c\u7684\u3067\u3059\u304c\u3001\u5909\u52d5\u6027\u304c\u9ad8\u3044\u5834\u5408\u306f\u554f\u984c\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a6\u30a9\u30fc\u30bf\u30fc\u30b7\u30a7\u30c3\u30c9\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0:<\/strong> \u30b0\u30ec\u30fc\u30b9\u30b1\u30fc\u30eb\u753b\u50cf\u3092\u5730\u5f62\u9762\u3068\u3057\u3066\u6271\u3044\u3001\u6700\u3082\u5f37\u5ea6\u306e\u9ad8\u3044\u9818\u57df\u306b\u57fa\u3065\u3044\u3066\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u65b9\u6cd5\u306f\u521d\u671f\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u624b\u52d5\u3067\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u8907\u96d1\u306a\u80cc\u666f\u3001\u7167\u660e\u306e\u5909\u5316\u3001\u304a\u3088\u3073\u906e\u853d\u306b\u5bfe\u51e6\u3059\u308b\u306e\u306b\u82e6\u52b4\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/h4>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u30e2\u30c7\u30eb\u304c\u624b\u52d5\u306e\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306a\u3057\u3067\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u307e\u3057\u305f\u3002\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u306f\u3001\u6700\u5148\u7aef\u306e\u7cbe\u5ea6\u3068\u5805\u7262\u6027\u3092\u63d0\u4f9b\u3057\u3001\u73fe\u4ee3\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u306e\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306e\u4e3b\u8981\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b8c\u5168\u7573\u307f\u8fbc\u307f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af (FCN):<\/strong> CNN \u306e\u5b8c\u5168\u63a5\u7d9a\u5c64\u3092\u7573\u307f\u8fbc\u307f\u5c64\u306b\u7f6e\u304d\u63db\u3048\u3066\u7a7a\u9593\u60c5\u5831\u3092\u7dad\u6301\u3057\u3001\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u306e\u5206\u985e\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>U\u30cd\u30c3\u30c8:<\/strong> \u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\/\u30c7\u30b3\u30fc\u30c0\u30fc \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u4f7f\u7528\u3057\u3066\u3001\u533b\u7642\u753b\u50cf\u3092\u6b63\u78ba\u306b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30de\u30b9\u30afR-CNN:<\/strong> \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30d6\u30e9\u30f3\u30c1\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067 Faster R-CNN \u3092\u62e1\u5f35\u3057\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u52b9\u679c\u7684\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30dc:<\/strong> \u30de\u30eb\u30c1\u30b9\u30b1\u30fc\u30eb\u306e\u7279\u5fb4\u62bd\u51fa\u306b\u30a2\u30c8\u30e9\u30b9\uff08\u62e1\u5f35\uff09\u7573\u307f\u8fbc\u307f\u3092\u7d44\u307f\u8fbc\u307f\u3001\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bb\u30b0\u30e1\u30f3\u30c8 \u30a8\u30cb\u30b7\u30f3\u30b0 \u30e2\u30c7\u30eb (SAM):<\/strong> Meta AI \u304c\u958b\u767a\u3057\u305f\u6700\u5148\u7aef\u306e\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u3002\u7279\u5225\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3057\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u6280\u8853\u306f\u3001\u7cbe\u5ea6\u3001\u4e00\u822c\u5316\u3001\u52b9\u7387\u306e\u70b9\u3067\u5f93\u6765\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u624b\u6cd5\u3092\u4e0a\u56de\u3063\u3066\u3044\u307e\u3059\u3002\u533b\u7642\u7528\u753b\u50cf\u51e6\u7406\u3001\u81ea\u52d5\u904b\u8ee2\u3001\u7523\u696d\u691c\u67fb\u3001\u305d\u306e\u4ed6\u306e AI \u99c6\u52d5\u578b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f93\u6765\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u30a2\u30d7\u30ed\u30fc\u30c1<\/h2>\n\n\n\n<p>\u753b\u50cf\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u9577\u5e74\u306b\u308f\u305f\u3063\u3066\u5927\u304d\u304f\u9032\u5316\u3057\u3001\u5f93\u6765\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3\u6280\u8853\u304b\u3089\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u79fb\u884c\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u5f93\u6765\u306e\u65b9\u6cd5\u306f\u3001\u30d4\u30af\u30bb\u30eb\u306e\u5f37\u5ea6\u3001\u30c6\u30af\u30b9\u30c1\u30e3\u3001\u30a8\u30c3\u30b8\u60c5\u5831\u3092\u4f7f\u7528\u3057\u3066\u753b\u50cf\u3092\u610f\u5473\u306e\u3042\u308b\u9818\u57df\u306b\u5206\u5272\u3059\u308b\u3001\u624b\u52d5\u3067\u4f5c\u6210\u3055\u308c\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u767b\u5834\u306b\u3088\u308a\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u7cbe\u5ea6\u3068\u52b9\u7387\u304c\u5287\u7684\u306b\u5411\u4e0a\u3057\u3001\u3088\u308a\u8907\u96d1\u3067\u9069\u5fdc\u6027\u306e\u9ad8\u3044\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30bf\u30b9\u30af\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u4ee5\u4e0b\u3067\u306f\u3001\u5f93\u6765\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u306e\u4e21\u65b9\u306b\u3064\u3044\u3066\u3001\u305d\u308c\u305e\u308c\u306e\u9577\u6240\u3068\u9650\u754c\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f93\u6765\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u5f93\u6765\u306e\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u65b9\u6cd5\u3067\u306f\u3001\u6570\u5b66\u7684\u304a\u3088\u3073\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u7684\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u3001\u5b9a\u7fa9\u6e08\u307f\u306e\u30eb\u30fc\u30eb\u306b\u57fa\u3065\u3044\u3066\u753b\u50cf\u3092\u5206\u5272\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u65b9\u6cd5\u306f\u591a\u304f\u306e\u5834\u5408\u3001\u9ad8\u901f\u3067\u8a08\u7b97\u30b3\u30b9\u30c8\u3082\u4f4e\u304f\u306a\u308a\u307e\u3059\u304c\u3001\u30ce\u30a4\u30ba\u3001\u30aa\u30af\u30eb\u30fc\u30b8\u30e7\u30f3\u3001\u307e\u305f\u306f\u3055\u307e\u3056\u307e\u306a\u7167\u660e\u6761\u4ef6\u3092\u542b\u3080\u8907\u96d1\u306a\u753b\u50cf\u3067\u306f\u56f0\u96e3\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u95be\u5024\u8a2d\u5b9a<\/h4>\n\n\n\n<p>\u3057\u304d\u3044\u5024\u8a2d\u5b9a\u306f\u3001\u5f37\u5ea6\u5024\u306b\u57fa\u3065\u3044\u3066\u30d4\u30af\u30bb\u30eb\u3092 2 \u3064\u4ee5\u4e0a\u306e\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u985e\u3059\u308b\u6700\u3082\u5358\u7d14\u306a\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u624b\u6cd5\u306e 1 \u3064\u3067\u3059\u3002\u5b9a\u7fa9\u6e08\u307f\u306e\u3057\u304d\u3044\u5024\u304c\u8a2d\u5b9a\u3055\u308c\u3001\u30d4\u30af\u30bb\u30eb\u306e\u5f37\u5ea6\u304c\u3057\u304d\u3044\u5024\u3092\u4e0a\u56de\u308b\u304b\u4e0b\u56de\u308b\u304b\u306b\u5fdc\u3058\u3066\u3001\u30d4\u30af\u30bb\u30eb\u304c\u7570\u306a\u308b\u9818\u57df\u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30b0\u30ed\u30fc\u30d0\u30eb\u95be\u5024<\/strong> \u753b\u50cf\u5168\u4f53\u306b\u5bfe\u3057\u3066\u5358\u4e00\u306e\u3057\u304d\u3044\u5024\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u3001\u7167\u660e\u304c\u5747\u4e00\u306a\u753b\u50cf\u306b\u52b9\u679c\u7684\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u9069\u5fdc\u95be\u5024<\/strong> \u753b\u50cf\u306e\u3055\u307e\u3056\u307e\u306a\u90e8\u5206\u306e\u3057\u304d\u3044\u5024\u3092\u52d5\u7684\u306b\u6c7a\u5b9a\u3059\u308b\u305f\u3081\u3001\u660e\u308b\u3055\u306e\u30ec\u30d9\u30eb\u304c\u7570\u306a\u308b\u753b\u50cf\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5236\u9650\u4e8b\u9805:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8907\u96d1\u306a\u7167\u660e\u306e\u5909\u5316\u304c\u3042\u308b\u753b\u50cf\u3067\u306f\u5931\u6557\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u540c\u69d8\u306e\u5f37\u5ea6\u306e\u7269\u4f53\u3092\u533a\u5225\u3067\u304d\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li>\u30ce\u30a4\u30ba\u306b\u654f\u611f\u306a\u306e\u3067\u3001\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u3084\u30ce\u30a4\u30ba\u9664\u53bb\u306a\u3069\u306e\u524d\u51e6\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u5730\u57df\u306e\u6210\u9577<\/h4>\n\n\n\n<p>\u9818\u57df\u62e1\u5f35\u306f\u3001\u6700\u521d\u306e\u30b7\u30fc\u30c9 \u30d4\u30af\u30bb\u30eb\u304b\u3089\u958b\u59cb\u3057\u3001\u8272\u3084\u30c6\u30af\u30b9\u30c1\u30e3\u306a\u3069\u306e\u985e\u4f3c\u3057\u305f\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u6301\u3064\u96a3\u63a5\u30d4\u30af\u30bb\u30eb\u3092\u542b\u3081\u308b\u3053\u3068\u3067\u9818\u57df\u3092\u62e1\u5f35\u3059\u308b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u985e\u4f3c\u6027\u57fa\u6e96\u3092\u6e80\u305f\u3059\u9650\u308a\u3001\u30d4\u30af\u30bb\u30eb\u3092\u6210\u9577\u9818\u57df\u306b\u7e70\u308a\u8fd4\u3057\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u904e\u5ea6\u306e\u6210\u9577\u3084\u7570\u306a\u308b\u30ea\u30fc\u30b8\u30e7\u30f3\u306e\u7d71\u5408\u3092\u9632\u3050\u305f\u3081\u306b\u3001\u505c\u6b62\u57fa\u6e96\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5236\u9650\u4e8b\u9805:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b7\u30fc\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u9078\u629e\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5f62\u6210\u3055\u308c\u308b\u9818\u57df\u304c\u591a\u3059\u304e\u308b\u3068\u3001\u904e\u5270\u306a\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ce\u30a4\u30ba\u306b\u654f\u611f\u3067\u3001\u4e0d\u898f\u5247\u306a\u6210\u9577\u3092\u5f15\u304d\u8d77\u3053\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u30a8\u30c3\u30b8\u691c\u51fa\u306b\u57fa\u3065\u304f\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/h4>\n\n\n\n<p>\u30a8\u30c3\u30b8\u691c\u51fa\u6280\u8853\u306f\u3001\u5f37\u5ea6\u306e\u5909\u5316\u306b\u57fa\u3065\u3044\u3066\u753b\u50cf\u5185\u306e\u7570\u306a\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u9593\u306e\u5883\u754c\u3092\u8b58\u5225\u3057\u307e\u3059\u3002\u4e00\u822c\u7684\u306a\u30a8\u30c3\u30b8\u691c\u51fa\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><strong>\u30bd\u30fc\u30d9\u30eb\u6f14\u7b97\u5b50:<\/strong> \u5f37\u5ea6\u306e\u52fe\u914d\u306b\u57fa\u3065\u3044\u3066\u30a8\u30c3\u30b8\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>Canny \u30a8\u30c3\u30b8\u691c\u51fa\u5668:<\/strong> \u30ac\u30a6\u30b9\u5e73\u6ed1\u5316\u3001\u52fe\u914d\u691c\u51fa\u3001\u30a8\u30c3\u30b8\u7d30\u7dda\u5316\u3092\u4f7f\u7528\u3057\u3066\u3001\u6b63\u78ba\u306a\u30a8\u30c3\u30b8\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d7\u30ec\u30a6\u30a3\u30c3\u30c8\u3068\u30ed\u30d0\u30fc\u30c4\u306e\u6f14\u7b97\u5b50:<\/strong> Sobel \u3068\u540c\u69d8\u306b\u52d5\u4f5c\u3057\u307e\u3059\u304c\u3001\u7573\u307f\u8fbc\u307f\u30ab\u30fc\u30cd\u30eb\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30a8\u30c3\u30b8\u304c\u691c\u51fa\u3055\u308c\u308b\u3068\u3001\u8f2a\u90ed\u691c\u51fa\u3084\u5f62\u614b\u5b66\u7684\u64cd\u4f5c\u306a\u3069\u306e\u3055\u3089\u306a\u308b\u51e6\u7406\u304c\u9069\u7528\u3055\u308c\u3001\u610f\u5473\u306e\u3042\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u5883\u754c\u304c\u5f62\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5236\u9650\u4e8b\u9805:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u507d\u306e\u30a8\u30c3\u30b8\u3092\u751f\u6210\u3059\u308b\u30ce\u30a4\u30ba\u306e\u591a\u3044\u753b\u50cf\u306b\u82e6\u52b4\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u5883\u754c\u304c\u5f31\u3044\u304b\u307c\u3084\u3051\u3066\u3044\u308b\u5834\u5408\u306f\u5931\u6557\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u672c\u8cea\u7684\u306b\u306f\u5b8c\u5168\u306b\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3055\u308c\u305f\u9818\u57df\u306f\u751f\u6210\u3055\u308c\u306a\u3044\u305f\u3081\u3001\u8ffd\u52a0\u306e\u51e6\u7406\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/h4>\n\n\n\n<p>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u5b9a\u7fa9\u6e08\u307f\u306e\u985e\u4f3c\u6027\u57fa\u6e96\u306b\u57fa\u3065\u3044\u3066\u985e\u4f3c\u306e\u30d4\u30af\u30bb\u30eb\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u307e\u3059\u3002\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u3082\u3088\u304f\u4f7f\u7528\u3055\u308c\u308b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u65b9\u6cd5\u306b\u306f\u3001\u6b21\u306e\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>K\u5e73\u5747\u6cd5\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0:<\/strong> \u5404\u30af\u30e9\u30b9\u30bf\u30fc\u5185\u306e\u5206\u6563\u3092\u6700\u5c0f\u5316\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u5404\u30d4\u30af\u30bb\u30eb\u3092 K \u500b\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306e 1 \u3064\u306b\u5272\u308a\u5f53\u3066\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5e73\u5747\u30b7\u30d5\u30c8\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0:<\/strong> \u7279\u5fb4\u7a7a\u9593\u5185\u306e\u5bc6\u5ea6\u306b\u57fa\u3065\u3044\u3066\u30d4\u30af\u30bb\u30eb\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u975e\u30d1\u30e9\u30e1\u30c8\u30ea\u30c3\u30af \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u3002<\/li>\n\n\n\n<li><strong>\u30d5\u30a1\u30b8\u30fcC\u5e73\u5747\u6cd5:<\/strong> K \u5e73\u5747\u6cd5\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3067\u3042\u308a\u3001\u5404\u30d4\u30af\u30bb\u30eb\u306f\u3055\u307e\u3056\u307e\u306a\u30e1\u30f3\u30d0\u30fc\u30b7\u30c3\u30d7\u5ea6\u3092\u6301\u3064\u8907\u6570\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5c5e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5236\u9650\u4e8b\u9805:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u6570 (K) \u3092\u624b\u52d5\u3067\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u91cd\u306a\u308a\u5408\u3046\u7269\u4f53\u306e\u5f37\u5ea6\u3092\u542b\u3080\u753b\u50cf\u3067\u306f\u3001\u51e6\u7406\u304c\u56f0\u96e3\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u304d\u306a\u753b\u50cf\u306e\u5834\u5408\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">5. \u30a6\u30a9\u30fc\u30bf\u30fc\u30b7\u30a7\u30c3\u30c9\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/h4>\n\n\n\n<p>\u6d41\u57df\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30d4\u30af\u30bb\u30eb\u306e\u5f37\u5ea6\u304c\u6a19\u9ad8\u3092\u8868\u3059\u5730\u5f62\u9762\u3068\u3057\u3066\u753b\u50cf\u3092\u6271\u3044\u307e\u3059\u3002\u6d41\u57df\u304c\u5c40\u6240\u7684\u306a\u6700\u5c0f\u5024\u304b\u3089\u6210\u9577\u3057\u3066\u5408\u6d41\u3057\u3001\u7570\u306a\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u5206\u96e2\u3059\u308b\u5883\u754c\u3092\u5f62\u6210\u3059\u308b\u6d2a\u6c34\u30d7\u30ed\u30bb\u30b9\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30de\u30fc\u30ab\u30fc\u306f\u4e8b\u524d\u306b\u5b9a\u7fa9\u3067\u304d\u308b<\/strong> \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30d7\u30ed\u30bb\u30b9\u3092\u30ac\u30a4\u30c9\u3057\u3001\u904e\u5270\u306a\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u56de\u907f\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5f62\u614b\u5b66\u7684\u6f14\u7b97<\/strong> \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u5883\u754c\u3092\u7cbe\u7dfb\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u6d41\u57df\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u524d\u306b\u4fb5\u98df\u3084\u81a8\u5f35\u306a\u3069\u306e\u624b\u6cd5\u304c\u3088\u304f\u9069\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5236\u9650\u4e8b\u9805:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30ce\u30a4\u30ba\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u3001\u904e\u5270\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u3088\u304f\u767a\u751f\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6b63\u78ba\u306a\u7d50\u679c\u3092\u5f97\u308b\u306b\u306f\u8ffd\u52a0\u306e\u524d\u51e6\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u3057\u304d\u3044\u5024\u8a2d\u5b9a\u306a\u3069\u306e\u3088\u308a\u5358\u7d14\u306a\u65b9\u6cd5\u3068\u6bd4\u8f03\u3059\u308b\u3068\u3001\u8a08\u7b97\u91cf\u304c\u591a\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\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<h3 class=\"wp-block-heading\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/h3>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u304c\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u76f4\u63a5\u968e\u5c64\u7684\u306a\u7279\u5fb4\u3092\u5b66\u7fd2\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u753b\u50cf\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u5287\u7684\u306b\u6539\u5584\u3055\u308c\u307e\u3057\u305f\u3002\u624b\u4f5c\u308a\u306e\u30eb\u30fc\u30eb\u306b\u4f9d\u5b58\u3059\u308b\u5f93\u6765\u306e\u65b9\u6cd5\u3068\u306f\u7570\u306a\u308a\u3001\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\u306f\u3001\u30d4\u30af\u30bb\u30eb \u30ec\u30d9\u30eb\u3067\u7279\u5fb4\u3092\u81ea\u52d5\u7684\u306b\u62bd\u51fa\u3057\u3066\u5206\u985e\u3059\u308b\u305f\u3081\u3001\u3088\u308a\u9069\u5fdc\u6027\u3068\u5805\u7262\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u5b8c\u5168\u7573\u307f\u8fbc\u307f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af (FCN)<\/h4>\n\n\n\n<p>FCN \u306f\u3001\u5f93\u6765\u306e CNN \u306e\u5b8c\u5168\u63a5\u7d9a\u5c64\u3092\u7573\u307f\u8fbc\u307f\u5c64\u306b\u7f6e\u304d\u63db\u3048\u3066\u7a7a\u9593\u60c5\u5831\u3092\u4fdd\u6301\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u69cb\u9020\u3092\u7406\u89e3\u3057\u306a\u304c\u3089\u3059\u3079\u3066\u306e\u30d4\u30af\u30bb\u30eb\u3092\u5206\u985e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3068\u3001\u7279\u5fb4\u3092\u5143\u306e\u753b\u50cf\u89e3\u50cf\u5ea6\u306b\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u30c7\u30b3\u30fc\u30c0\u30fc\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>FCN \u306f\u3001\u591a\u304f\u306e\u6700\u65b0\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u306e\u57fa\u76e4\u3092\u5f62\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5229\u70b9:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4efb\u610f\u306e\u30b5\u30a4\u30ba\u306e\u753b\u50cf\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6b63\u78ba\u306a\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306b\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u306e\u5206\u985e\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u5b9f\u969b\u306e\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\">2. U\u30cd\u30c3\u30c8<\/h4>\n\n\n\n<p>U-Net \u306f\u3001\u751f\u7269\u533b\u5b66\u753b\u50cf\u5206\u6790\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u9ad8\u5ea6\u306a\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u3067\u3059\u3002\u30b9\u30ad\u30c3\u30d7\u63a5\u7d9a\u3092\u5099\u3048\u305f\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\/\u30c7\u30b3\u30fc\u30c0\u30fc \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u5f93\u3063\u3066\u304a\u308a\u3001\u30a2\u30c3\u30d7\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u4e2d\u306b\u4f4e\u30ec\u30d9\u30eb\u306e\u7a7a\u9593\u7279\u6027\u3092\u4fdd\u6301\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u816b\u760d\u691c\u51fa\u3084\u81d3\u5668\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u542b\u3080\u533b\u7642\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7528\u306b\u7279\u5225\u306b\u958b\u767a\u3055\u308c\u307e\u3057\u305f\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u62e1\u5f35\u6226\u7565\u306b\u3088\u308a\u3001\u5c0f\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3082\u52b9\u7387\u7684\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5229\u70b9:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>FCN \u3088\u308a\u3082\u7d30\u304b\u3044\u8a73\u7d30\u3092\u9069\u5207\u306b\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d0\u30a4\u30aa\u30e1\u30c7\u30a3\u30ab\u30eb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u9ad8\u89e3\u50cf\u5ea6\u753b\u50cf\u306b\u52b9\u679c\u7684\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u9650\u3089\u308c\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u3067\u52d5\u4f5c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3.\u30de\u30b9\u30afR-CNN<\/h4>\n\n\n\n<p>Mask R-CNN \u306f\u3001\u691c\u51fa\u3055\u308c\u305f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u306e\u30de\u30b9\u30af\u3092\u751f\u6210\u3059\u308b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30d6\u30e9\u30f3\u30c1\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u3001Faster R-CNN \u3092\u62e1\u5f35\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u540c\u3058\u30ab\u30c6\u30b4\u30ea\u306e\u8907\u6570\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u533a\u5225\u3059\u308b\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30bf\u30b9\u30af\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5883\u754c\u30dc\u30c3\u30af\u30b9\u306e\u691c\u51fa\u3068\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u306e\u30de\u30b9\u30af\u306e\u4e21\u65b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8907\u96d1\u306a\u30b7\u30fc\u30f3\u3067\u91cd\u306a\u308a\u5408\u3046\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u691c\u51fa\u3059\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5229\u70b9:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u6700\u5148\u7aef\u306e\u7cbe\u5ea6\u3002<\/li>\n\n\n\n<li>COCO \u306e\u3088\u3046\u306a\u73fe\u5b9f\u4e16\u754c\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u52b9\u679c\u7684\u306b\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u3055\u307e\u3056\u307e\u306a\u7528\u9014\u306b\u5408\u308f\u305b\u3066\u5fae\u8abf\u6574\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u30c7\u30a3\u30fc\u30d7\u30e9\u30dc<\/h4>\n\n\n\n<p>DeepLab \u306f\u3001\u30a2\u30c8\u30e9\u30b9 (\u62e1\u5f35) \u7573\u307f\u8fbc\u307f\u3092\u4f7f\u7528\u3057\u3066\u30de\u30eb\u30c1\u30b9\u30b1\u30fc\u30eb\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u306e\u30d5\u30a1\u30df\u30ea\u30fc\u3067\u3059\u3002\u307e\u305f\u3001\u6b63\u78ba\u306a\u5883\u754c\u8abf\u6574\u306e\u305f\u3081\u306b\u6761\u4ef6\u4ed8\u304d\u30e9\u30f3\u30c0\u30e0 \u30d5\u30a3\u30fc\u30eb\u30c9 (CRF) \u3082\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DeepLabv3+ \u306f\u3001\u4ee5\u524d\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3088\u308a\u3082\u512a\u308c\u305f\u7279\u5fb4\u62bd\u51fa\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u81ea\u52d5\u904b\u8ee2\u3084\u533b\u7642\u753b\u50cf\u51e6\u7406\u306b\u304a\u3051\u308b\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5229\u70b9:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30de\u30eb\u30c1\u30b9\u30b1\u30fc\u30eb\u6a5f\u80fd\u3092\u52b9\u679c\u7684\u306b\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8a73\u7d30\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u5883\u754c\u306b\u3088\u308b\u304d\u3081\u7d30\u304b\u3044\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8907\u96d1\u306a\u73fe\u5b9f\u4e16\u754c\u306e\u30b7\u30ca\u30ea\u30aa\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">5. \u30bb\u30b0\u30e1\u30f3\u30c8\u30fb\u30a8\u30cb\u30b7\u30f3\u30b0\u30fb\u30e2\u30c7\u30eb\uff08SAM\uff09<\/h4>\n\n\n\n<p>Meta AI \u304c\u958b\u767a\u3057\u305f Segment Anything Model (SAM) \u306f\u3001\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u753b\u671f\u7684\u306a\u9032\u6b69\u3067\u3059\u3002\u7279\u5b9a\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u5fc5\u8981\u3068\u3059\u308b\u5f93\u6765\u306e\u30e2\u30c7\u30eb\u3068\u306f\u7570\u306a\u308a\u3001SAM \u306f\u8ffd\u52a0\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3057\u3067\u8907\u6570\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30bf\u30b9\u30af\u3092\u4e00\u822c\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306a\u3057\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u30c9\u30e1\u30a4\u30f3\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6 AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9ad8\u5ea6\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5229\u70b9:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u81a8\u5927\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u304c\u4e0d\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6700\u5c0f\u9650\u306e\u8abf\u6574\u3067\u3055\u307e\u3056\u307e\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u9069\u5fdc\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u512a\u308c\u305f\u4e00\u822c\u5316\u80fd\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5f93\u6765\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u306f\u3001\u521d\u671f\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u304d\u307e\u3057\u305f\u304c\u3001\u8907\u96d1\u306a\u753b\u50cf\u306e\u51e6\u7406\u306b\u304a\u3051\u308b\u9650\u754c\u306b\u3088\u308a\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u63a1\u7528\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002CNN \u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u306f\u3001\u512a\u308c\u305f\u7cbe\u5ea6\u3001\u4e00\u822c\u5316\u3001\u9069\u5fdc\u6027\u3092\u5099\u3048\u3066\u3044\u308b\u305f\u3081\u3001\u307b\u3068\u3093\u3069\u306e\u6700\u65b0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u597d\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u7814\u7a76\u304c\u9032\u3080\u306b\u3064\u308c\u3066\u3001\u5c06\u6765\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u624b\u6cd5\u306f\u3055\u3089\u306b\u52b9\u7387\u5316\u3055\u308c\u3001\u9ad8\u3044\u7cbe\u5ea6\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u8a08\u7b97\u80fd\u529b\u3092\u5c11\u306a\u304f\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u5fdc\u7528<\/h2>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u591a\u304f\u306e\u696d\u754c\u3067\u91cd\u8981\u306a\u8981\u7d20\u3068\u306a\u308a\u3001\u6a5f\u68b0\u304c\u8996\u899a\u30c7\u30fc\u30bf\u3092\u9a5a\u304f\u307b\u3069\u6b63\u78ba\u306b\u89e3\u91c8\u304a\u3088\u3073\u5206\u6790\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u30d4\u30af\u30bb\u30eb\u30ec\u30d9\u30eb\u306e\u5206\u985e\u3092\u5272\u308a\u5f53\u3066\u308b\u3053\u3068\u3067\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u6b63\u78ba\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u8b58\u5225\u3068\u5206\u96e2\u3092\u53ef\u80fd\u306b\u3057\u3001\u533b\u7642\u8a3a\u65ad\u304b\u3089\u81ea\u52d5\u904b\u8ee2\u307e\u3067\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u610f\u601d\u6c7a\u5b9a\u3092\u6539\u5584\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u3067\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u305f\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u6700\u3082\u91cd\u8981\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u533b\u7642\u753b\u50cf\u3068\u30d8\u30eb\u30b9\u30b1\u30a2<\/h3>\n\n\n\n<p>\u533b\u7642\u753b\u50cf\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u533b\u7642\u30b9\u30ad\u30e3\u30f3\u306e\u975e\u5e38\u306b\u6b63\u78ba\u3067\u81ea\u52d5\u5316\u3055\u308c\u305f\u5206\u6790\u3092\u63d0\u4f9b\u3057\u3001\u8a3a\u65ad\u3001\u6cbb\u7642\u8a08\u753b\u3001\u304a\u3088\u3073\u75c5\u6c17\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u652f\u63f4\u3059\u308b\u3053\u3068\u3067\u3001\u533b\u7642\u5206\u91ce\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u307e\u3057\u305f\u3002\u89e3\u5256\u5b66\u7684\u69cb\u9020\u3001\u7570\u5e38\u3001\u304a\u3088\u3073\u75c5\u7406\u5b66\u7684\u9818\u57df\u3092\u8b58\u5225\u3057\u3066\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3059\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306e\u80fd\u529b\u306b\u3088\u308a\u3001\u533b\u7642\u306e\u6210\u679c\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u533b\u7642\u306b\u304a\u3051\u308b\u4e3b\u306a\u5fdc\u7528:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u816b\u760d\u304a\u3088\u3073\u75c5\u5909\u306e\u691c\u51fa:<\/strong> \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u816b\u760d\u3001\u75c5\u5909\u3001\u7570\u5e38\u3092\u691c\u51fa\u3059\u308b\u305f\u3081\u306b MRI\u3001CT\u3001PET \u30b9\u30ad\u30e3\u30f3\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u816b\u760d\u306e\u5883\u754c\u3092\u6b63\u78ba\u306b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u3053\u3068\u3067\u3001\u533b\u5e2b\u306f\u653e\u5c04\u7dda\u6cbb\u7642\u306e\u8a08\u753b\u3084\u5916\u79d1\u7684\u4ecb\u5165\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u81d3\u5668\u3068\u7d44\u7e54\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3:<\/strong> AI \u30e2\u30c7\u30eb\u306f\u809d\u81d3\u3001\u80ba\u3001\u5fc3\u81d3\u3001\u8133\u306a\u3069\u306e\u81d3\u5668\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3057\u3001\u8133\u5352\u4e2d\u3001\u7dda\u7dad\u75c7\u3001\u5fc3\u7b4b\u75c7\u306a\u3069\u306e\u75c5\u72b6\u306e\u8996\u899a\u5316\u3068\u8a3a\u65ad\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7db2\u819c\u753b\u50cf\u89e3\u6790:<\/strong> \u773c\u79d1\u3067\u306f\u3001\u773c\u5e95\u753b\u50cf\u306b\u304a\u3051\u308b\u7db2\u819c\u8840\u7ba1\u3001\u8996\u795e\u7d4c\u4e73\u982d\u3001\u9ec4\u6591\u9818\u57df\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u3001\u7cd6\u5c3f\u75c5\u6027\u7db2\u819c\u75c7\u3084\u7dd1\u5185\u969c\u306e\u8a3a\u65ad\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6b6f\u79d1\u753b\u50cf\u5206\u6790:<\/strong> \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u6b6f\u79d1\u7528X\u7dda\u3084\u30b3\u30fc\u30f3\u30d3\u30fc\u30e0CT\u30b9\u30ad\u30e3\u30f3\u306b\u304a\u3051\u308b\u6b6f\u3068\u984e\u9aa8\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u5f79\u7acb\u3061\u3001\u6b6f\u5217\u77ef\u6b63\u3001\u30a4\u30f3\u30d7\u30e9\u30f3\u30c8\u3001\u866b\u6b6f\u691c\u51fa\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7d44\u7e54\u75c5\u7406\u5b66\u304a\u3088\u3073\u9855\u5fae\u93e1\u691c\u67fb:<\/strong> \u7d44\u7e54\u75c5\u7406\u5b66\u7684\u753b\u50cf\u306b\u304a\u3051\u308b AI \u99c6\u52d5\u578b\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308a\u3001\u764c\u306e\u81ea\u52d5\u691c\u51fa\u3068\u7d30\u80de\u69cb\u9020\u306e\u5206\u985e\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u751f\u691c\u5206\u6790\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u533b\u7642\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u8a3a\u65ad\u3092\u5f37\u5316\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u751f\u7269\u5b66\u7684\u69cb\u9020\u306e\u6b63\u78ba\u306a\u5b9a\u91cf\u5316\u3092\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u500b\u5225\u5316\u533b\u7642\u3084\u533b\u85ac\u54c1\u958b\u767a\u306e\u7814\u7a76\u3092\u52a0\u901f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u81ea\u52d5\u904b\u8ee2\u8eca\u3068\u5148\u9032\u904b\u8ee2\u652f\u63f4\u30b7\u30b9\u30c6\u30e0\uff08ADAS\uff09<\/h3>\n\n\n\n<p>\u81ea\u52d5\u904b\u8ee2\u8eca\u306f\u5468\u56f2\u306e\u72b6\u6cc1\u3092\u8a8d\u8b58\u3059\u308b\u305f\u3081\u306b\u753b\u50cf\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u3066\u304a\u308a\u3001\u691c\u51fa\u3055\u308c\u305f\u9053\u8def\u72b6\u6cc1\u3001\u969c\u5bb3\u7269\u3001\u304a\u3088\u3073\u4ed6\u306e\u8eca\u4e21\u306b\u57fa\u3065\u3044\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5224\u65ad\u3092\u4e0b\u3057\u307e\u3059\u3002\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u306e\u5206\u985e\u306b\u3088\u308a\u3001\u81ea\u52d5\u904b\u8ee2\u8eca\u306f\u8907\u96d1\u306a\u74b0\u5883\u3067\u3082\u8907\u6570\u306e\u8981\u7d20\u3092\u8a8d\u8b58\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u81ea\u52d5\u904b\u8ee2\u306b\u304a\u3051\u308b\u4e3b\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8eca\u7dda\u691c\u51fa\u3068\u9053\u8def\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3:<\/strong> \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306f\u9053\u8def\u3001\u8eca\u7dda\u3001\u7e01\u77f3\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3057\u3001\u5b89\u5168\u306a\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u3092\u78ba\u4fdd\u3057\u3066\u8eca\u7dda\u9038\u8131\u4e8b\u6545\u3092\u9632\u6b62\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6b69\u884c\u8005\u304a\u3088\u3073\u8eca\u4e21\u306e\u691c\u51fa:<\/strong> \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308a\u8907\u6570\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u533a\u5225\u3055\u308c\u3001\u81ea\u5f8b\u30b7\u30b9\u30c6\u30e0\u304c\u6b69\u884c\u8005\u3001\u81ea\u8ee2\u8eca\u3001\u8eca\u4e21\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u6b63\u78ba\u306b\u8ffd\u8de1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u4ea4\u901a\u6a19\u8b58\u3068\u4fe1\u53f7\u306e\u8a8d\u8b58:<\/strong> \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u4ea4\u901a\u6a19\u8b58\u3084\u4fe1\u53f7\u306e\u691c\u51fa\u3068\u89e3\u91c8\u306b\u5f79\u7acb\u3061\u3001\u9053\u8def\u898f\u5236\u3078\u306e\u6e96\u62e0\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8d70\u884c\u53ef\u80fd\u30a8\u30ea\u30a2\u306e\u8b58\u5225:<\/strong> AI \u3092\u6d3b\u7528\u3057\u305f\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308a\u3001\u8217\u88c5\u9053\u8def\u3001\u6b69\u9053\u3001\u829d\u751f\u3001\u305d\u306e\u4ed6\u306e\u8d70\u884c\u4e0d\u53ef\u80fd\u306a\u9818\u57df\u3092\u533a\u5225\u3057\u3066\u3001\u8d70\u884c\u53ef\u80fd\u306a\u8def\u9762\u3092\u5224\u5225\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u969c\u5bb3\u7269\u691c\u77e5\u3068\u885d\u7a81\u56de\u907f:<\/strong> \u8eca\u4e21\u306f\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u3066\u79fb\u52d5\u4e2d\u307e\u305f\u306f\u9759\u6b62\u4e2d\u306e\u969c\u5bb3\u7269\u3092\u8b58\u5225\u304a\u3088\u3073\u8ffd\u8de1\u3057\u3001\u5b89\u5168\u5bfe\u7b56\u3068\u4e8b\u6545\u9632\u6b62\u3092\u5f37\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308a\u3001\u81ea\u52d5\u904b\u8ee2\u8eca\u306e\u4fe1\u983c\u6027\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u904b\u8ee2\u72b6\u6cc1\u306b\u304a\u3044\u3066\u3088\u308a\u5b89\u5168\u3067\u52b9\u7387\u7684\u306a\u8eca\u304c\u5b9f\u73fe\u3057\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\/1-17-1024x683.jpg\" alt=\"\" class=\"wp-image-173972\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-17-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-17-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-17-768x512.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-17-1536x1024.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-17-2048x1365.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-17-18x12.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">3. 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class=\"wp-block-heading\">\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u3068GIS\u306e\u4e3b\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u90fd\u5e02\u8a08\u753b\u3068\u30a4\u30f3\u30d5\u30e9\u76e3\u8996:<\/strong> \u653f\u5e9c\u3084\u90fd\u5e02\u8a08\u753b\u8005\u306f\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3001\u90fd\u5e02\u306e\u62e1\u5927\u3001\u9053\u8def\u7db2\u3001\u5efa\u7269\u306e\u6577\u5730\u9762\u7a4d\u3092\u5206\u6790\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u707d\u5bb3\u5bfe\u5fdc\u3068\u88ab\u5bb3\u8a55\u4fa1:<\/strong> AI \u3092\u6d3b\u7528\u3057\u305f\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u88ab\u5bb3\u3092\u53d7\u3051\u305f\u5730\u57df\u3084\u30a4\u30f3\u30d5\u30e9\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u5730\u9707\u3001\u6d2a\u6c34\u3001\u5c71\u706b\u4e8b\u306a\u3069\u306e\u81ea\u7136\u707d\u5bb3\u306e\u5f71\u97ff\u3092\u8a55\u4fa1\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8fb2\u696d\u3068\u4f5c\u7269\u306e\u76e3\u8996:<\/strong> \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u306b\u3088\u308a\u3001\u8fb2\u5730\u3001\u4f5c\u7269\u306e\u7a2e\u985e\u3001\u690d\u751f\u306e\u5065\u5eb7\u72b6\u614b\u3092\u6b63\u78ba\u306b\u5206\u985e\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u7cbe\u5bc6\u8fb2\u696d\u3068\u53ce\u7a6b\u91cf\u306e\u63a8\u5b9a\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u68ee\u6797\u7834\u58ca\u3068\u74b0\u5883\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0:<\/strong> AI \u30e2\u30c7\u30eb\u306f\u68ee\u6797\u7834\u58ca\u306e\u30d1\u30bf\u30fc\u30f3\u3001\u7802\u6f20\u5316\u3001\u571f\u5730\u306e\u52a3\u5316\u3092\u8ffd\u8de1\u3057\u3001\u74b0\u5883\u4fdd\u5168\u306e\u53d6\u308a\u7d44\u307f\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8ecd\u4e8b\u304a\u3088\u3073\u9632\u885b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3:<\/strong> \u885b\u661f\u753b\u50cf\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u5075\u5bdf\u3001\u56fd\u5883\u76e3\u8996\u3001\u8ecd\u4e8b\u8cc7\u7523\u3084\u8105\u5a01\u306e\u7279\u5b9a\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u885b\u661f\u753b\u50cf\u306e\u5206\u6790\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u306e\u610f\u601d\u6c7a\u5b9a\u8005\u306b\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u5de5\u696d\u691c\u67fb\u304a\u3088\u3073\u88fd\u9020<\/h3>\n\n\n\n<p>\u88fd\u9020\u696d\u754c\u3067\u306f\u3001\u54c1\u8cea\u7ba1\u7406\u3001\u6b20\u9665\u691c\u51fa\u3001\u751f\u7523\u30e9\u30a4\u30f3\u306e\u81ea\u52d5\u5316\u306e\u305f\u3081\u306b\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u307e\u3059\u307e\u3059\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002AI \u3092\u6d3b\u7528\u3057\u305f\u76ee\u8996\u691c\u67fb\u306b\u3088\u308a\u3001\u624b\u4f5c\u696d\u306e\u52b4\u529b\u3092\u524a\u6e1b\u3057\u306a\u304c\u3089\u3001\u88fd\u54c1\u304c\u9ad8\u54c1\u8cea\u57fa\u6e96\u3092\u6e80\u305f\u3059\u3053\u3068\u304c\u4fdd\u8a3c\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u696d\u754c\u306b\u304a\u3051\u308b\u4e3b\u306a\u7528\u9014:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u88fd\u54c1\u306e\u6b20\u9665\u691c\u51fa:<\/strong> \u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308a\u3001\u5de5\u696d\u7528\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u50b7\u3001\u3072\u3073\u5272\u308c\u3001\u305a\u308c\u3001\u69cb\u9020\u4e0a\u306e\u6b20\u9665\u3092\u8b58\u5225\u3057\u3001\u88fd\u54c1\u306e\u54c1\u8cea\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6750\u6599\u5206\u6790\u3068\u9078\u5225:<\/strong> AI \u30e2\u30c7\u30eb\u306f\u88fd\u9020\u30d7\u30ed\u30bb\u30b9\u3067\u3055\u307e\u3056\u307e\u306a\u6750\u6599\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3057\u3001\u539f\u6750\u6599\u306e\u9069\u5207\u306a\u5206\u985e\u3068\u51e6\u7406\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52d5\u7d44\u7acb\u30e9\u30a4\u30f3\u76e3\u8996:<\/strong> \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u6a5f\u68b0\u304c\u90e8\u54c1\u3092\u8a8d\u8b58\u3057\u3066\u6b63\u78ba\u306b\u7d44\u307f\u7acb\u3066\u3089\u308c\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u30ed\u30dc\u30c3\u30c8\u306e\u81ea\u52d5\u5316\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5efa\u8a2d\u73fe\u5834\u76e3\u8996:<\/strong> AI \u99c6\u52d5\u578b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u5efa\u8a2d\u306e\u9032\u6357\u72b6\u6cc1\u3092\u8ffd\u8de1\u3057\u3001\u5b89\u5168\u4e0a\u306e\u5371\u967a\u3092\u691c\u51fa\u3057\u3001\u69cb\u9020\u306e\u5b8c\u5168\u6027\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7e4a\u7dad\u304a\u3088\u3073\u5e03\u5730\u691c\u67fb:<\/strong> \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308a\u3001\u8272\u306e\u3070\u3089\u3064\u304d\u3084\u7e4a\u7dad\u306e\u6b20\u9665\u306a\u3069\u306e\u4e0d\u4e00\u81f4\u304c\u8b58\u5225\u3055\u308c\u3001\u9ad8\u54c1\u8cea\u306e\u751f\u5730\u751f\u7523\u304c\u4fdd\u8a3c\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308a\u3001\u696d\u754c\u3067\u306f\u88fd\u9020\u304a\u3088\u3073\u691c\u67fb\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u52b9\u7387\u6027\u306e\u5411\u4e0a\u3001\u904b\u7528\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u3001\u4eba\u7684\u30a8\u30e9\u30fc\u306e\u6700\u5c0f\u5316\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u76e3\u8996<\/h3>\n\n\n\n<p>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304a\u3088\u3073\u76e3\u8996\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u5927\u304d\u306a\u6069\u6075\u3092\u53d7\u3051\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u76e3\u8996\u3068\u8105\u5a01\u306e\u81ea\u52d5\u691c\u51fa\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002AI \u642d\u8f09\u306e\u30d3\u30b8\u30e7\u30f3 \u30b7\u30b9\u30c6\u30e0\u306f\u3001\u76e3\u8996\u30ab\u30e1\u30e9\u306b\u3088\u308b\u7570\u5e38\u3084\u4e0d\u5be9\u306a\u6d3b\u52d5\u306e\u691c\u51fa\u306e\u7cbe\u5ea6\u3068\u52b9\u7387\u3092\u9ad8\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306b\u304a\u3051\u308b\u4e3b\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7fa4\u8846\u5206\u6790\u3068\u4eba\u7269\u691c\u51fa:<\/strong> \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308a\u3001\u4eba\u53e3\u5bc6\u96c6\u5730\u57df\u3092\u76e3\u8996\u3057\u3001\u4eba\u3005\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8ffd\u8de1\u3057\u3066\u3001\u6df7\u96d1\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4e0a\u306e\u8105\u5a01\u3092\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u9854\u8a8d\u8b58\u3068\u751f\u4f53\u8a8d\u8a3c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3:<\/strong> AI \u99c6\u52d5\u578b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u9854\u306e\u7279\u5fb4\u3092\u5206\u96e2\u3059\u308b\u3053\u3068\u3067\u9854\u8a8d\u8b58\u3092\u5f37\u5316\u3057\u3001\u7a7a\u6e2f\u3001\u56fd\u5883\u8b66\u5099\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u30b7\u30b9\u30c6\u30e0\u3067\u306e\u672c\u4eba\u78ba\u8a8d\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7570\u5e38\u304a\u3088\u3073\u4fb5\u5165\u691c\u77e5:<\/strong> \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306f\u3001\u5236\u9650\u533a\u57df\u5185\u306e\u52d5\u304d\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3057\u3066\u8ffd\u8de1\u3057\u3001\u4e0d\u6b63\u30a2\u30af\u30bb\u30b9\u306b\u5bfe\u3057\u3066\u30a2\u30e9\u30fc\u30c8\u3092\u30c8\u30ea\u30ac\u30fc\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ca\u30f3\u30d0\u30fc\u30d7\u30ec\u30fc\u30c8\u8a8d\u8b58\uff08LPR\uff09\uff1a<\/strong> \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u81ea\u52d5\u6599\u91d1\u5fb4\u53ce\u3084\u4ea4\u901a\u6cd5\u57f7\u884c\u306b\u304a\u3044\u3066\u3001\u8eca\u4e21\u306e\u30ca\u30f3\u30d0\u30fc\u30d7\u30ec\u30fc\u30c8\u3092\u6b63\u78ba\u306b\u62bd\u51fa\u3057\u3066\u8b58\u5225\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6cd5\u533b\u5b66\u5206\u6790\u3068\u72af\u7f6a\u73fe\u5834\u8abf\u67fb:<\/strong> AI \u3092\u6d3b\u7528\u3057\u305f\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u76e3\u8996\u6620\u50cf\u306e\u5206\u6790\u3001\u5bb9\u7591\u8005\u306e\u7279\u5b9a\u3001\u72af\u7f6a\u73fe\u5834\u306e\u518d\u73fe\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30b7\u30b9\u30c6\u30e0\u306f\u72af\u7f6a\u306e\u9632\u6b62\u3001\u76e3\u8996\u3001\u5bfe\u5fdc\u3092\u3088\u308a\u52b9\u7387\u7684\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/h2>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u52b9\u679c\u7684\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u8a55\u4fa1\u3059\u308b\u306b\u306f\u3001\u5927\u898f\u6a21\u3067\u9ad8\u54c1\u8cea\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002\u7279\u306b\u3001\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30bf\u30b9\u30af\u3067\u306f\u3001\u8a73\u7d30\u306a\u30b0\u30e9\u30a6\u30f3\u30c9 \u30c8\u30a5\u30eb\u30fc\u30b9\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u306e\u6ce8\u91c8\u304c\u5fc5\u8981\u3067\u3059\u3002\u9577\u5e74\u306b\u308f\u305f\u308a\u3001\u7814\u7a76\u8005\u306f\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u306e\u9032\u6b69\u3092\u4fc3\u9032\u3059\u308b\u305f\u3081\u306b\u3001\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u591a\u6570\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u958b\u767a\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u898f\u6a21\u3001\u8907\u96d1\u3055\u3001\u30c9\u30e1\u30a4\u30f3\u306e\u70b9\u3067\u3055\u307e\u3056\u307e\u3067\u3042\u308a\u3001\u7269\u4f53\u8a8d\u8b58\u3084\u81ea\u52d5\u904b\u8ee2\u304b\u3089\u533b\u7642\u7528\u753b\u50cf\u51e6\u7406\u3084\u30d3\u30c7\u30aa \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u307e\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d9\u30fc\u30b9\u306e\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u6700\u3082\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8a73\u7d30\u306a\u8abf\u67fb\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. PASCAL VOC (\u30d3\u30b8\u30e5\u30a2\u30eb \u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30af\u30e9\u30b9)<\/h3>\n\n\n\n<p>PASCAL VOC \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf \u30d3\u30b8\u30e7\u30f3\u306b\u304a\u3051\u308b\u6700\u3082\u521d\u671f\u304b\u3064\u6700\u3082\u5f71\u97ff\u529b\u306e\u3042\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e 1 \u3064\u3067\u3042\u308a\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u691c\u51fa\u3001\u5206\u985e\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8a8d\u8b58\u7814\u7a76\u306e\u63a8\u9032\u3092\u76ee\u7684\u3068\u3057\u305f PASCAL Visual Object Classes Challenge \u306e\u4e00\u74b0\u3068\u3057\u3066\u5c0e\u5165\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u306a\u7279\u5fb4:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e57\u308a\u7269 (\u8eca\u3001\u96fb\u8eca\u3001\u98db\u884c\u6a5f)\u3001\u52d5\u7269 (\u72ac\u3001\u732b\u3001\u99ac)\u3001\u5bb6\u5ead\u7528\u54c1 (\u30bd\u30d5\u30a1\u30fc\u3001\u6905\u5b50\u3001\u30c6\u30ec\u30d3) \u306a\u3069 21 \u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30ab\u30c6\u30b4\u30ea\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5883\u754c\u30dc\u30c3\u30af\u30b9\u306e\u6ce8\u91c8\u3068\u3068\u3082\u306b\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30de\u30b9\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7d04 27,450 \u500b\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u542b\u3080 11,530 \u679a\u306e\u753b\u50cf\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u30a2\u30af\u30b7\u30e7\u30f3\u306e\u5206\u985e\u3001\u691c\u51fa\u306a\u3069\u3001\u8907\u6570\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af \u30bf\u30b9\u30af\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f7f\u7528\u4f8b: PASCAL VOC \u306f\u3001\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u521d\u671f\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u898f\u6a21\u306e\u70b9\u3067\u306f\u305d\u308c\u3092\u4e0a\u56de\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u57fa\u672c\u7684\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3042\u308a\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Microsoft COCO (\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u5171\u901a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8)<\/h3>\n\n\n\n<p>Microsoft COCO \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u691c\u51fa\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u4f5c\u6210\u306e\u305f\u3081\u306e\u6700\u3082\u5305\u62ec\u7684\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e 1 \u3064\u3067\u3059\u3002PASCAL VOC \u3068\u306f\u7570\u306a\u308a\u3001COCO \u306f\u73fe\u5b9f\u4e16\u754c\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u304a\u308a\u3001AI \u30e2\u30c7\u30eb\u306b\u591a\u69d8\u3067\u6311\u6226\u7684\u306a\u30b7\u30ca\u30ea\u30aa\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u306a\u7279\u5fb4:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>250 \u4e07\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u542b\u3080 328,000 \u679a\u306e\u753b\u50cf\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4eba\u3001\u52d5\u7269\u3001\u5bb6\u5177\u3001\u98df\u3079\u7269\u306a\u3069\u3001\u65e5\u5e38\u751f\u6d3b\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u7db2\u7f85\u3057\u305f 91 \u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30ab\u30c6\u30b4\u30ea\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u753b\u50cf\u3042\u305f\u308a\u5e73\u5747 7 \u3064\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u5099\u3048\u305f\u9ad8\u5bc6\u5ea6\u306e\u6ce8\u91c8\u3092\u7279\u5fb4\u3068\u3057\u3066\u304a\u308a\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30bf\u30b9\u30af\u306b\u6700\u9069\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u91cd\u306a\u308a\u5408\u3046\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3084\u9589\u585e\u30b7\u30ca\u30ea\u30aa\u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u3059\u308b\u7fa4\u8846\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30de\u30b9\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f7f\u7528\u4f8b: COCO \u306f\u3001Mask R-CNN \u306a\u3069\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u304a\u3088\u3073\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8907\u96d1\u3055\u306b\u3088\u308a\u3001\u591a\u69d8\u306a\u74b0\u5883\u306b\u4e00\u822c\u5316\u3059\u308b\u5fc5\u8981\u306e\u3042\u308b\u30e2\u30c7\u30eb\u306b\u3068\u3063\u3066\u8cb4\u91cd\u306a\u30ea\u30bd\u30fc\u30b9\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u90fd\u5e02\u666f\u89b3<\/h3>\n\n\n\n<p>Cityscapes \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u90fd\u5e02\u74b0\u5883\u306b\u304a\u3051\u308b\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7528\u306b\u7279\u5225\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u81ea\u52d5\u904b\u8ee2\u3084\u30b9\u30de\u30fc\u30c8 \u30b7\u30c6\u30a3 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7814\u7a76\u306e\u57fa\u76e4\u3068\u306a\u308a\u307e\u3059\u3002\u8907\u6570\u306e\u90fd\u5e02\u306e\u8857\u8def\u98a8\u666f\u306e\u9ad8\u54c1\u8cea\u3067\u30d4\u30af\u30bb\u30eb\u6ce8\u91c8\u4ed8\u304d\u306e\u753b\u50cf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u306a\u7279\u5fb4:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7d30\u304b\u304f\u6ce8\u91c8\u304c\u4ed8\u3051\u3089\u308c\u305f\u753b\u50cf 5,000 \u679a\u3068\u3001\u5f31\u304f\u6ce8\u91c8\u304c\u4ed8\u3051\u3089\u308c\u305f\u753b\u50cf 20,000 \u679a\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>50 \u306e\u7570\u306a\u308b\u90fd\u5e02\u3067\u64ae\u5f71\u3055\u308c\u3001\u3055\u307e\u3056\u307e\u306a\u9053\u8def\u72b6\u6cc1\u3084\u6c17\u8c61\u6761\u4ef6\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8def\u9762\u3001\u4eba\u9593\u3001\u8eca\u4e21\u3001\u81ea\u7136\u306a\u3069\u306e 8 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u985e\u3055\u308c\u305f 30 \u500b\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30af\u30e9\u30b9\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6df1\u5ea6\u63a8\u5b9a\u3084\u30e2\u30fc\u30b7\u30e7\u30f3\u5206\u6790\u306b\u5f79\u7acb\u3064\u30b9\u30c6\u30ec\u30aa\u30d3\u30b8\u30e7\u30f3\u3068\u30aa\u30d7\u30c6\u30a3\u30ab\u30eb\u30d5\u30ed\u30fc\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f7f\u7528\u4f8b: Cityscapes \u306f\u81ea\u52d5\u904b\u8ee2\u306e\u7814\u7a76\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u81ea\u52d5\u904b\u8ee2\u8eca\u304c\u9053\u8def\u3001\u8eca\u7dda\u3001\u4ea4\u901a\u6a19\u8b58\u3001\u6b69\u884c\u8005\u3001\u8eca\u4e21\u3092\u8a8d\u8b58\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u307e\u305f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u3057\u3066\u3082\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. ADE20K\uff08\u30b7\u30fc\u30f3\u89e3\u6790\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff09<\/h3>\n\n\n\n<p>ADE20K \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3068\u30b7\u30fc\u30f3\u7406\u89e3\u306e\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u5927\u898f\u6a21\u306a\u30b7\u30fc\u30f3\u4e2d\u5fc3\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3059\u3002COCO \u306a\u3069\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u4e2d\u5fc3\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u306f\u7570\u306a\u308a\u3001ADE20K \u306f\u8907\u96d1\u306a\u74b0\u5883\u306b\u5bfe\u3057\u3066\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u306e\u6ce8\u91c8\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u3001\u30b7\u30fc\u30f3\u89e3\u6790\u3084\u5168\u4f53\u7684\u306a\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u7814\u7a76\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u306a\u7279\u5fb4:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>20,210 \u679a\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u753b\u50cf\u30012,000 \u679a\u306e\u691c\u8a3c\u753b\u50cf\u30013,000 \u679a\u306e\u30c6\u30b9\u30c8\u753b\u50cf\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3001\u90e8\u5c4b\u3001\u5c4b\u5916\u74b0\u5883\u3001\u90fd\u5e02\u666f\u89b3\u3092\u30ab\u30d0\u30fc\u3059\u308b 150 \u500b\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30ab\u30c6\u30b4\u30ea\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30de\u30b9\u30af\u3068\u30d1\u30fc\u30c4 \u30ec\u30d9\u30eb\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30de\u30b9\u30af\u306e\u4e21\u65b9\u3092\u63d0\u4f9b\u3057\u3001\u3088\u308a\u7d30\u304b\u3044\u7c92\u5ea6\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6700\u3082\u9ad8\u5ea6\u306a\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e 1 \u3064\u3067\u3042\u308b DeepLab \u30e2\u30c7\u30eb\u306e\u958b\u767a\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f7f\u7528\u4f8b: ADE20K \u306f\u3001\u500b\u3005\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3067\u306f\u306a\u304f\u30b7\u30fc\u30f3\u5168\u4f53\u3092\u6df1\u304f\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b7\u30fc\u30f3\u89e3\u6790\u3001\u30ed\u30dc\u30c3\u30c8\u30d3\u30b8\u30e7\u30f3\u3001\u81ea\u5f8b\u30b7\u30b9\u30c6\u30e0\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. KITTI\uff08\u30ab\u30fc\u30eb\u30b9\u30eb\u30fc\u30a8\u5de5\u79d1\u5927\u5b66\u304a\u3088\u3073\u30c8\u30e8\u30bf\u5de5\u696d\u5927\u5b66\uff09<\/h3>\n\n\n\n<p>KITTI \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u9ad8\u89e3\u50cf\u5ea6\u30ab\u30e1\u30e9\u3068 LiDAR \u30bb\u30f3\u30b5\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30ad\u30e3\u30d7\u30c1\u30e3\u3055\u308c\u305f\u5b9f\u969b\u306e\u4ea4\u901a\u30b7\u30ca\u30ea\u30aa\u3092\u7279\u5fb4\u3068\u3059\u308b\u81ea\u52d5\u904b\u8ee2\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3059\u3002\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u91cd\u70b9\u3092\u7f6e\u304f Cityscapes \u3068\u306f\u7570\u306a\u308a\u3001KITTI \u306b\u306f\u30b9\u30c6\u30ec\u30aa \u30d3\u30b8\u30e7\u30f3\u30013D \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u3001\u8ffd\u8de1\u306e\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u306a\u7279\u5fb4:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u90fd\u5e02\u90e8\u3001\u7530\u820e\u3001\u9ad8\u901f\u9053\u8def\u74b0\u5883\u3067\u64ae\u5f71\u3055\u308c\u305f\u4f55\u6642\u9593\u3082\u306e\u30d3\u30c7\u30aa\u9332\u753b\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u753b\u50cf\u3054\u3068\u306b 15,000 \u500b\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u8eca\u3001\u6b69\u884c\u8005\u3001\u81ea\u8ee2\u8eca\u3001\u9053\u8def\u30a4\u30f3\u30d5\u30e9\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5965\u884c\u304d\u77e5\u899a\u30bf\u30b9\u30af\u7528\u306e 3D \u5883\u754c\u30dc\u30c3\u30af\u30b9\u6ce8\u91c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>LiDAR \u30dd\u30a4\u30f3\u30c8 \u30af\u30e9\u30a6\u30c9 \u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3057\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7814\u7a76\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f7f\u7528\u4f8b: KITTI \u306f\u4e3b\u306b\u30013D \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u691c\u51fa\u3001\u9053\u8def\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u6df1\u5ea6\u63a8\u5b9a\u3001\u81ea\u52d5\u904b\u8ee2\u8eca\u306e LiDAR \u30d9\u30fc\u30b9\u306e\u8a8d\u8b58\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u30bb\u30f3\u30b5\u30fc \u30d5\u30e5\u30fc\u30b8\u30e7\u30f3 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u958b\u767a\u3059\u308b\u7814\u7a76\u8005\u306f\u3001Cityscapes \u306a\u3069\u306e\u753b\u50cf\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u4f75\u305b\u3066 KITTI \u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6. YouTube-VOS (\u30d3\u30c7\u30aa\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3)<\/h3>\n\n\n\n<p>YouTube-VOS \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u30d3\u30c7\u30aa \u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 (VOS) \u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u5c02\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u6700\u5927\u306e\u30d3\u30c7\u30aa \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3059\u3002\u9759\u7684\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u306f\u7570\u306a\u308a\u3001YouTube-VOS \u306f\u6642\u9593\u306e\u7d4c\u904e\u306b\u4f34\u3046\u30e9\u30d9\u30eb\u4ed8\u304d\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306f\u6642\u9593\u7684\u306a\u4e00\u8cab\u6027\u3092\u5b66\u7fd2\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u306a\u7279\u5fb4:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>94 \u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30ab\u30c6\u30b4\u30ea\u3092\u542b\u3080 4,453 \u306e YouTube \u30d3\u30c7\u30aa \u30af\u30ea\u30c3\u30d7\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8907\u6570\u306e\u30d5\u30ec\u30fc\u30e0\u306b\u308f\u305f\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u5bfe\u3057\u3066\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30de\u30b9\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u79fb\u52d5\u3059\u308b\u4eba\u3001\u52d5\u7269\u3001\u8eca\u4e21\u306a\u3069\u306e\u52d5\u7684\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u30ab\u30d0\u30fc\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u534a\u6559\u5e2b\u3042\u308a\u304a\u3088\u3073\u5b8c\u5168\u6559\u5e2b\u3042\u308a\u306e\u30d3\u30c7\u30aa\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u5c0e\u5165\u3057\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f7f\u7528\u4f8b: YouTube-VOS \u306f\u3001\u30d3\u30c7\u30aa\u76e3\u8996\u3001\u30a2\u30af\u30b7\u30e7\u30f3\u8a8d\u8b58\u3001\u30b9\u30dd\u30fc\u30c4\u5206\u6790\u3001\u62e1\u5f35\u73fe\u5b9f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6642\u9593\u306e\u7d4c\u904e\u306b\u4f34\u3063\u3066\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8ffd\u8de1\u3059\u308b AI \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u5f79\u7acb\u3061\u3001\u30d3\u30c7\u30aa\u306e\u7406\u89e3\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u691c\u51fa\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-15-1024x683.jpg\" alt=\"\" class=\"wp-image-173880\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-15-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-15-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-15-768x512.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-15-1536x1024.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-15-2048x1365.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-15-18x12.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u8ab2\u984c\u3068\u4eca\u5f8c\u306e\u65b9\u5411\u6027<\/h2>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u76ee\u899a\u307e\u3057\u3044\u9032\u6b69\u3092\u9042\u3052\u3066\u3044\u307e\u3059\u304c\u3001\u4f9d\u7136\u3068\u3057\u3066\u3044\u304f\u3064\u304b\u306e\u5927\u304d\u306a\u8ab2\u984c\u304c\u6b8b\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5236\u9650\u306b\u3088\u308a\u3001\u7279\u5b9a\u306e\u696d\u754c\u3067\u306e\u5e83\u7bc4\u306a\u63a1\u7528\u304c\u59a8\u3052\u3089\u308c\u3001\u30e2\u30c7\u30eb\u306e\u52b9\u7387\u3001\u4e00\u822c\u5316\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u7d99\u7d9a\u7684\u306a\u7814\u7a76\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3084\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb \u30a2\u30d7\u30ed\u30fc\u30c1\u306a\u3069\u306e\u65b0\u305f\u306a\u30c8\u30ec\u30f3\u30c9\u304c\u3001\u5c06\u6765\u306e\u9032\u6b69\u3078\u306e\u9053\u3092\u5207\u308a\u958b\u3044\u3066\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u3067\u306f\u3001\u4eca\u65e5\u306e\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u76f4\u9762\u3057\u3066\u3044\u308b\u4e3b\u306a\u8ab2\u984c\u3068\u3001\u305d\u308c\u3089\u306b\u5bfe\u51e6\u3067\u304d\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u5c06\u6765\u306e\u65b9\u5411\u6027\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u8a08\u7b97\u30b3\u30b9\u30c8\u3068\u30ea\u30bd\u30fc\u30b9\u306e\u96c6\u7d04\u5ea6<\/h3>\n\n\n\n<p>\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\u3001\u7279\u306b Mask R-CNN\u3001DeepLab\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc \u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u306a\u3069\u306e\u8907\u96d1\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u4f7f\u7528\u3059\u308b\u30e2\u30c7\u30eb\u3067\u306f\u3001\u304b\u306a\u308a\u306e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u3001\u9ad8\u6027\u80fd\u306e GPU \u307e\u305f\u306f TPU\u3001\u5927\u5bb9\u91cf\u306e\u30e1\u30e2\u30ea\u3001\u9577\u6642\u9593\u306e\u51e6\u7406\u6642\u9593\u304c\u5fc5\u8981\u306b\u306a\u308b\u305f\u3081\u3001\u5c0f\u898f\u6a21\u306a\u7d44\u7e54\u3084\u30a8\u30c3\u30b8 \u30c7\u30d0\u30a4\u30b9\u3067\u306f\u5b9f\u7528\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30e1\u30e2\u30ea\u6d88\u8cbb\u91cf\u304c\u591a\u3044:<\/strong> \u30e2\u30c7\u30eb\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u5927\u304d\u306a\u7279\u5fb4\u30de\u30c3\u30d7\u3092\u4fdd\u5b58\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001RAM \u3068 VRAM \u306e\u4f7f\u7528\u91cf\u304c\u591a\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u8ad6\u306e\u9045\u5ef6:<\/strong> \u30d5\u30ec\u30fc\u30e0\u3054\u3068\u306b\u81a8\u5927\u306a\u8a08\u7b97\u304c\u5fc5\u8981\u3068\u306a\u308b\u305f\u3081\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u56f0\u96e3\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30cd\u30eb\u30ae\u30fc\u6d88\u8cbb\u91cf:<\/strong> \u30af\u30e9\u30a6\u30c9 \u30b5\u30fc\u30d0\u30fc\u3067\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u96fb\u529b\u6d88\u8cbb\u91cf\u304c\u5897\u52a0\u3057\u3001\u6301\u7d9a\u53ef\u80fd\u6027\u306b\u95a2\u3059\u308b\u61f8\u5ff5\u304c\u751f\u3058\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8003\u3048\u3089\u308c\u308b\u89e3\u6c7a\u7b56: \u7814\u7a76\u8005\u306f\u3001\u7cbe\u5ea6\u3092\u640d\u306a\u3046\u3053\u3068\u306a\u304f\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u306e\u30b5\u30a4\u30ba\u3068\u8a08\u7b97\u306e\u8907\u96d1\u3055\u3092\u524a\u6e1b\u3059\u308b\u305f\u3081\u306b\u3001\u30e2\u30c7\u30eb\u306e\u30d7\u30eb\u30fc\u30cb\u30f3\u30b0\u3001\u91cf\u5b50\u5316\u3001\u77e5\u8b58\u306e\u84b8\u7559\u3092\u691c\u8a0e\u3057\u3066\u3044\u307e\u3059\u3002\u4f4e\u30e9\u30f3\u30af\u8fd1\u4f3c\u3084\u30cb\u30e5\u30fc\u30e9\u30eb \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u691c\u7d22 (NAS) \u306a\u3069\u306e\u624b\u6cd5\u3082\u3001\u30a8\u30c3\u30b8 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u30e2\u30c7\u30eb\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u30c7\u30fc\u30bf\u6ce8\u91c8\u306e\u8907\u96d1\u3055\u3068\u30b3\u30b9\u30c8<\/h3>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u3067\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u5927\u898f\u6a21\u3067\u9ad8\u54c1\u8cea\u306e\u6ce8\u91c8\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u306e\u6ce8\u91c8\u306f\u624b\u9593\u304c\u304b\u304b\u308a\u3001\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u3001\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u5883\u754c\u30dc\u30c3\u30af\u30b9\u306e\u6ce8\u91c8\u3067\u5341\u5206\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u3068\u306f\u7570\u306a\u308a\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30bf\u30b9\u30af\u3067\u306f\u5404\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u6b63\u78ba\u306a\u30de\u30b9\u30af\u6ce8\u91c8\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u533b\u7642\u7528\u753b\u50cf\u51e6\u7406\u3084\u885b\u661f\u5206\u6790\u306a\u3069\u306e\u5206\u91ce\u306e\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u52b4\u50cd\u96c6\u7d04\u578b\u30d7\u30ed\u30bb\u30b9:<\/strong> \u9ad8\u5ea6\u306a\u6ce8\u91c8\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u305f\u5834\u5408\u3067\u3082\u3001\u624b\u52d5\u3067\u306e\u6ce8\u91c8\u4f5c\u6210\u306f\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5c02\u9580\u5bb6\u306e\u4f9d\u5b58\u6027:<\/strong> \u751f\u7269\u533b\u5b66\u753b\u50cf\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u306e\u4e00\u90e8\u306e\u5206\u91ce\u3067\u306f\u3001\u6b63\u78ba\u306a\u30e9\u30d9\u30eb\u4ed8\u3051\u3092\u884c\u3046\u305f\u3081\u306b\u30c9\u30e1\u30a4\u30f3\u306e\u5c02\u9580\u5bb6 (\u653e\u5c04\u7dda\u79d1\u533b\u306a\u3069) \u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30d0\u30a4\u30a2\u30b9:<\/strong> \u591a\u304f\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u7279\u5b9a\u306e\u6761\u4ef6\u4e0b\u3067\u53ce\u96c6\u3055\u308c\u308b\u305f\u3081\u3001\u3055\u307e\u3056\u307e\u306a\u73fe\u5b9f\u4e16\u754c\u306e\u74b0\u5883\u3078\u306e\u9069\u7528\u304c\u5236\u9650\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8003\u3048\u3089\u308c\u308b\u89e3\u6c7a\u7b56: \u6ce8\u91c8\u4ed8\u3051\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001\u7814\u7a76\u8005\u306f\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3001\u5f31\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3001\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u3066\u3001\u5927\u898f\u6a21\u306a\u624b\u52d5\u30e9\u30d9\u30eb\u4ed8\u3051\u306e\u5fc5\u8981\u6027\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3066\u3044\u307e\u3059\u3002\u30a2\u30af\u30c6\u30a3\u30d6 \u30e9\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u306f\u3001\u6700\u3082\u6709\u76ca\u306a\u30b5\u30f3\u30d7\u30eb\u3092\u9078\u629e\u7684\u306b\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u308b\u3053\u3068\u3067\u3001\u6ce8\u91c8\u4ed8\u3051\u306e\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u6ce8\u91c8\u4ed8\u3051\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u5408\u6210\u30c7\u30fc\u30bf\u751f\u6210\u3068 GAN \u30d9\u30fc\u30b9\u306e\u6ce8\u91c8\u4ed8\u3051\u30c4\u30fc\u30eb\u304c\u691c\u8a0e\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u4e00\u822c\u5316\u3068\u30c9\u30e1\u30a4\u30f3\u9069\u5fdc<\/h3>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3059\u304c\u3001\u65b0\u3057\u3044\u30c9\u30e1\u30a4\u30f3\u3001\u7167\u660e\u6761\u4ef6\u3001\u30ab\u30e1\u30e9\u306e\u8996\u70b9\u3001\u307e\u305f\u306f\u76ee\u306b\u898b\u3048\u306a\u3044\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30af\u30e9\u30b9\u306b\u4e00\u822c\u5316\u3059\u308b\u306e\u306f\u56f0\u96e3\u3067\u3059\u3002\u3053\u306e\u30c9\u30e1\u30a4\u30f3 \u30b7\u30d5\u30c8\u306e\u554f\u984c\u306f\u3001\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u304c\u73fe\u5b9f\u4e16\u754c\u306e\u5909\u52d5\u306b\u9069\u5fdc\u3067\u304d\u306a\u3044\u5834\u5408\u306b\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3078\u306e\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0:<\/strong> \u591a\u304f\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u306f\u30d9\u30f3\u30c1\u30de\u30fc\u30af \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u904e\u5ea6\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u4e00\u822c\u5316\u304c\u4e0d\u5341\u5206\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c9\u30e1\u30a4\u30f3\u30b7\u30d5\u30c8\u306e\u554f\u984c:<\/strong> \u90fd\u5e02\u306e\u30b7\u30fc\u30f3 (\u4f8b: Cityscapes \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8) \u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306f\u3001\u7530\u820e\u306e\u74b0\u5883\u3084\u3055\u307e\u3056\u307e\u306a\u6c17\u8c61\u6761\u4ef6\u3067\u306f\u6a5f\u80fd\u3057\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u591a\u69d8\u6027\u306e\u6b20\u5982:<\/strong> \u591a\u304f\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u3001\u4eba\u7a2e\u3001\u5730\u7406\u3001\u74b0\u5883\u6761\u4ef6\u3001\u30ab\u30e1\u30e9 \u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u304c\u4e0d\u8db3\u3057\u3066\u304a\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u8a2d\u5b9a\u3067\u306e\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8003\u3048\u3089\u308c\u308b\u89e3\u6c7a\u7b56: \u30c9\u30e1\u30a4\u30f3\u9069\u5fdc\u3001\u5c11\u6570\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u3001\u30e1\u30bf\u5b66\u7fd2\u306a\u3069\u306e\u624b\u6cd5\u306f\u3001\u6700\u5c0f\u9650\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3067\u30e2\u30c7\u30eb\u3092\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u9069\u5fdc\u3055\u305b\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u4e00\u822c\u5316\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002GAN \u3092\u4f7f\u7528\u3057\u305f\u5408\u6210\u30c7\u30fc\u30bf\u751f\u6210\u3084\u30c9\u30e1\u30a4\u30f3\u30e9\u30f3\u30c0\u30e0\u5316\u306a\u3069\u306e\u30c7\u30fc\u30bf\u62e1\u5f35\u624b\u6cd5\u306f\u3001\u3088\u308a\u591a\u69d8\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30b5\u30f3\u30d7\u30eb\u306e\u4f5c\u6210\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3078\u306e\u4f9d\u5b58\u5ea6\u304c\u6e1b\u308a\u3001\u30e2\u30c7\u30eb\u304c\u4e00\u822c\u5316\u53ef\u80fd\u306a\u6a5f\u80fd\u3092\u5b66\u7fd2\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5236\u7d04<\/h3>\n\n\n\n<p>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u81ea\u52d5\u904b\u8ee2\u3001\u30ed\u30dc\u30c3\u30c8\u30d3\u30b8\u30e7\u30f3\u3001\u30d3\u30c7\u30aa\u76e3\u8996\u3001\u62e1\u5f35\u73fe\u5b9f (AR) \u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3068\u3063\u3066\u91cd\u8981\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u307b\u3068\u3093\u3069\u306e\u9ad8\u7cbe\u5ea6\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u306f\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u3001\u63a8\u8ad6\u6642\u9593\u306e\u9045\u5ef6\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002\u8907\u96d1\u306a\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u9ad8\u89e3\u50cf\u5ea6\u306e\u753b\u50cf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u51e6\u7406\u3059\u308b\u3053\u3068\u306f\u3001\u4f9d\u7136\u3068\u3057\u3066\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9045\u5ef6\u306e\u554f\u984c:<\/strong> \u591a\u304f\u306e\u30e2\u30c7\u30eb\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5341\u5206\u306a\u901f\u3055\u3067\u30d5\u30ec\u30fc\u30e0\u3092\u51e6\u7406\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u610f\u601d\u6c7a\u5b9a\u304c\u9045\u308c\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7cbe\u5ea6\u3068\u901f\u5ea6\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5:<\/strong> \u8efd\u91cf\u30e2\u30c7\u30eb\u306a\u3069\u306e\u9ad8\u901f\u30e2\u30c7\u30eb <strong>MobileNet\u30d9\u30fc\u30b9\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong>\u591a\u304f\u306e\u5834\u5408\u3001\u7cbe\u5ea6\u304c\u72a0\u7272\u306b\u306a\u308a\u3001\u9ad8\u7cbe\u5ea6\u306e\u30e2\u30c7\u30eb\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u9045\u3059\u304e\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u4f9d\u5b58\u6027:<\/strong> \u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u5236\u9650\u306b\u3088\u308a\u3001\u7d44\u307f\u8fbc\u307f\u30b7\u30b9\u30c6\u30e0\u3084\u30e2\u30d0\u30a4\u30eb \u30c7\u30d0\u30a4\u30b9\u3067\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8003\u3048\u3089\u308c\u308b\u89e3\u6c7a\u7b56: \u7814\u7a76\u8005\u306f\u3001YOLO \u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3001Fast-SCNN\u3001MobileViT \u306a\u3069\u3001\u901f\u5ea6\u3068\u7cbe\u5ea6\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u512a\u308c\u305f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u3092\u958b\u767a\u3057\u3066\u3044\u307e\u3059\u3002\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3092\u5727\u7e2e\u3057\u3066\u30a8\u30c3\u30b8 \u30c7\u30d0\u30a4\u30b9\u3084\u30e2\u30d0\u30a4\u30eb \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u5c55\u958b\u3059\u308b\u305f\u3081\u306b\u3001\u30d7\u30eb\u30fc\u30cb\u30f3\u30b0\u3001\u77e5\u8b58\u306e\u84b8\u7559\u3001\u91cf\u5b50\u5316\u306a\u3069\u306e\u30e2\u30c7\u30eb\u6700\u9069\u5316\u624b\u6cd5\u304c\u7814\u7a76\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001TPU\u3001FPGA\u3001AI \u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u306a\u3069\u306e\u7279\u6b8a\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u304c\u3001\u52b9\u7387\u7684\u306a\u5b9f\u884c\u306e\u305f\u3081\u306b\u5b9f\u969b\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u7d71\u5408\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"311\" height=\"67\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2023\/01\/flypixai-Green-header-logo.png\" alt=\"\" class=\"wp-image-155864\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2023\/01\/flypixai-Green-header-logo.png 311w, https:\/\/flypix.ai\/wp-content\/uploads\/2023\/01\/flypixai-Green-header-logo-300x65.png 300w\" sizes=\"(max-width: 311px) 100vw, 311px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">FlyPix AI: \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308b\u5730\u7406\u7a7a\u9593\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u9769\u65b0<\/h2>\n\n\n\n<p>\u6025\u901f\u306b\u9032\u5316\u3059\u308b\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u5206\u91ce\u306b\u304a\u3044\u3066\u3001\u6700\u3082\u96e3\u3057\u3044\u5206\u91ce\u306e\u4e00\u3064\u306f\u3001\u81a8\u5927\u306a\u91cf\u306e\u885b\u661f\u753b\u50cf\u3084\u822a\u7a7a\u753b\u50cf\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5730\u7406\u7a7a\u9593\u5206\u6790\u3067\u3059\u3002 <a href=\"https:\/\/flypix.ai\/ja\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30d5\u30e9\u30a4\u30d4\u30c3\u30af\u30b9AI<\/a>\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u305f\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u6d3b\u7528\u3057\u3066\u3001\u5730\u7403\u306e\u8868\u9762\u3092\u7cbe\u5ea6\u3001\u30b9\u30d4\u30fc\u30c9\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u3082\u3063\u3066\u5206\u6790\u3059\u308b\u3053\u3068\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u5f53\u793e\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u5730\u7406\u7a7a\u9593\u753b\u50cf\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u81ea\u52d5\u7684\u306b\u691c\u51fa\u3057\u3066\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u8fb2\u696d\u3001\u5efa\u8a2d\u3001\u30a4\u30f3\u30d5\u30e9\u76e3\u8996\u3001\u74b0\u5883\u4fdd\u8b77\u306a\u3069\u306e\u696d\u754c\u306b\u3068\u3063\u3066\u4e0d\u53ef\u6b20\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">FlyPix AI \u304c\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u5f37\u5316\u3059\u308b\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u5f93\u6765\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u3067\u306f\u3001\u7269\u4f53\u306e\u30b5\u30a4\u30ba\u3001\u5f62\u72b6\u3001\u30b9\u30da\u30af\u30c8\u30eb\u7279\u6027\u304c\u7570\u306a\u308b\u5927\u898f\u6a21\u306a\u885b\u661f\u753b\u50cf\u306e\u8907\u96d1\u3055\u306b\u5bfe\u51e6\u3059\u308b\u306e\u304c\u56f0\u96e3\u3067\u3057\u305f\u3002\u5f53\u793e\u306e AI \u4e3b\u5c0e\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u3066\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u514b\u670d\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u52d5\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u3068\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/strong> \u2013 \u5f53\u793e\u306e\u30e2\u30c7\u30eb\u306f\u3001\u5efa\u7269\u3001\u9053\u8def\u3001\u690d\u751f\u3001\u6c34\u57df\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u5927\u898f\u6a21\u306b\u8fc5\u901f\u306b\u8b58\u5225\u304a\u3088\u3073\u5206\u985e\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ab\u30b9\u30bf\u30e0 AI \u30e2\u30c7\u30eb \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/strong> \u2013 \u30e6\u30fc\u30b6\u30fc\u306f\u3001\u4f5c\u7269\u306e\u5065\u5eb7\u72b6\u614b\u306e\u8a55\u4fa1\u3001\u5efa\u8a2d\u306e\u76e3\u8996\u3001\u571f\u5730\u5229\u7528\u306e\u5206\u985e\u306a\u3069\u3001\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u753b\u50cf\u89e3\u6790<\/strong> \u2013 \u6a19\u6e96\u7684\u306a RGB \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3068\u306f\u7570\u306a\u308a\u3001\u8d64\u5916\u7dda\u3001LiDAR\u3001\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb \u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3001\u512a\u308c\u305f\u74b0\u5883\u5206\u6790\u3068\u8fb2\u696d\u5206\u6790\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5927\u898f\u6a21\u306a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406<\/strong> \u2013 99.7% \u306e\u6642\u9593\u7bc0\u7d04\u306b\u3088\u308a\u3001FlyPix AI \u306f\u6570\u6642\u9593\u304b\u304b\u308b\u5f93\u6765\u306e\u624b\u52d5\u6ce8\u91c8\u4ed8\u3051\u65b9\u6cd5\u3068\u6bd4\u8f03\u3057\u3066\u3001\u30ae\u30ac\u30d4\u30af\u30bb\u30eb\u898f\u6a21\u306e\u753b\u50cf\u3092\u6570\u79d2\u3067\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bFlyPix AI\u306e\u5fdc\u7528<\/h3>\n\n\n\n<p>FlyPix AI \u306f\u3001\u5927\u898f\u6a21\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u6b63\u78ba\u304b\u3064\u9ad8\u901f\u306a\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u3059\u3067\u306b\u8907\u6570\u306e\u696d\u754c\u3067\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u63a8\u9032\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u90fd\u5e02\u8a08\u753b\u3068\u30b9\u30de\u30fc\u30c8\u30b7\u30c6\u30a3:<\/strong> AI \u3092\u6d3b\u7528\u3057\u305f\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308a\u3001\u30a4\u30f3\u30d5\u30e9\u958b\u767a\u3001\u7dd1\u5730\u3001\u9053\u8def\u7db2\u3092\u8b58\u5225\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7cbe\u5bc6\u8fb2\u696d:<\/strong> \u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3001\u4f5c\u7269\u306e\u5065\u5eb7\u72b6\u614b\u3092\u691c\u51fa\u3057\u3001\u5703\u5834\u306e\u72b6\u614b\u3092\u76e3\u8996\u3057\u3001\u571f\u58cc\u306e\u7a2e\u985e\u3092\u5206\u985e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u74b0\u5883\u4fdd\u5168\uff1a<\/strong> \u68ee\u6797\u7834\u58ca\u3001\u6c34\u8cea\u6c5a\u67d3\u3001\u571f\u5730\u52a3\u5316\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8ffd\u8de1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u707d\u5bb3\u5bfe\u5fdc\u3068\u30ea\u30b9\u30af\u7ba1\u7406:<\/strong> \u885b\u661f\u753b\u50cf\u306e\u5909\u5316\u3092\u81ea\u52d5\u7684\u306b\u691c\u51fa\u3057\u3001\u6d2a\u6c34\u3001\u30cf\u30ea\u30b1\u30fc\u30f3\u3001\u5730\u9707\u5f8c\u306e\u88ab\u5bb3\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5efa\u8a2d\u304a\u3088\u3073\u30a4\u30f3\u30d5\u30e9\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9:<\/strong> \u9053\u8def\u3001\u6a4b\u3001\u5de5\u696d\u5730\u5e2f\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3057\u3066\u3001\u958b\u767a\u306e\u9032\u6357\u72b6\u6cc1\u3092\u76e3\u8996\u3057\u3001\u69cb\u9020\u4e0a\u306e\u554f\u984c\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">AI \u306b\u3088\u308b\u5730\u7406\u7a7a\u9593\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u672a\u6765<\/h3>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u304c\u9032\u5316\u3057\u7d9a\u3051\u308b\u4e2d\u3001FlyPix AI \u306f\u5730\u7406\u7a7a\u9593\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u9650\u754c\u3092\u62bc\u3057\u5e83\u3052\u308b\u3053\u3068\u306b\u6ce8\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3001\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 AI\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb \u30c7\u30fc\u30bf \u30d5\u30e5\u30fc\u30b8\u30e7\u30f3\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u696d\u754c\u304c\u5730\u7403\u89b3\u6e2c\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u65b9\u6cd5\u3092\u518d\u5b9a\u7fa9\u3059\u308b\u6b21\u4e16\u4ee3\u306e AI \u642d\u8f09\u5730\u7406\u7a7a\u9593\u30c4\u30fc\u30eb\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\u3002\u7814\u7a76\u8005\u3001\u90fd\u5e02\u8a08\u753b\u8005\u3001\u74b0\u5883\u30a2\u30ca\u30ea\u30b9\u30c8\u306e\u3044\u305a\u308c\u3067\u3042\u3063\u3066\u3082\u3001\u5f53\u793e\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u822a\u7a7a\u5199\u771f\u3084\u885b\u661f\u753b\u50cf\u304b\u3089\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3059\u305f\u3081\u306e\u6700\u901f\u304b\u3064\u6700\u3082\u6b63\u78ba\u306a\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\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\u30d9\u30fc\u30b9\u306e\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30d4\u30af\u30bb\u30eb\u30ec\u30d9\u30eb\u3067\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u6b63\u78ba\u304b\u3064\u52b9\u7387\u7684\u306a\u8b58\u5225\u3092\u53ef\u80fd\u306b\u3057\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u306e\u5206\u91ce\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u307e\u3057\u305f\u3002\u5f93\u6765\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u65b9\u6cd5\u306f\u4fbf\u5229\u3067\u306f\u3042\u308b\u3082\u306e\u306e\u3001\u8907\u96d1\u306a\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u82e6\u52b4\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001U-Net\u3001Mask R-CNN\u3001DeepLab \u306a\u3069\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306f\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u7cbe\u5ea6\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u533b\u7642\u7528\u753b\u50cf\u51e6\u7406\u3084\u81ea\u5f8b\u8d70\u884c\u8eca\u304b\u3089\u885b\u661f\u5206\u6790\u3084\u7523\u696d\u691c\u67fb\u307e\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u3067\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6210\u529f\u3057\u3066\u3044\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u9ad8\u3044\u8a08\u7b97\u8981\u4ef6\u3001\u30c7\u30fc\u30bf\u6ce8\u91c8\u306e\u8907\u96d1\u3055\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5236\u9650\u306a\u3069\u306e\u8ab2\u984c\u304c\u6b8b\u3063\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc \u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb \u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u95a2\u3059\u308b\u7d99\u7d9a\u7684\u306a\u7814\u7a76\u306b\u3088\u308a\u3001\u3088\u308a\u52b9\u7387\u7684\u3067\u4e00\u822c\u5316\u53ef\u80fd\u306a\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u9053\u304c\u958b\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u304c\u9032\u5316\u3057\u7d9a\u3051\u308b\u306b\u3064\u308c\u3066\u3001\u3055\u3089\u306a\u308b\u30d6\u30ec\u30fc\u30af\u30b9\u30eb\u30fc\u304c\u671f\u5f85\u3067\u304d\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u3055\u3089\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u5f71\u97ff\u529b\u304c\u5897\u3059\u3067\u3057\u3087\u3046\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-1739185560618\"><strong class=\"schema-faq-question\">\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3068\u306f\u4f55\u3067\u3059\u304b? \u307e\u305f\u3001\u306a\u305c\u91cd\u8981\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u5206\u6790\u3092\u7c21\u7d20\u5316\u3059\u308b\u305f\u3081\u306b\u753b\u50cf\u3092\u500b\u5225\u306e\u9818\u57df\u306b\u5206\u5272\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u6b63\u78ba\u306a\u7269\u4f53\u8b58\u5225\u304c\u6c42\u3081\u3089\u308c\u308b\u533b\u7642\u7528\u753b\u50cf\u51e6\u7406\u3001\u81ea\u52d5\u904b\u8ee2\u8eca\u3001\u7523\u696d\u30aa\u30fc\u30c8\u30e1\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739185581729\"><strong class=\"schema-faq-question\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u753b\u50cf\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u3069\u306e\u3088\u3046\u306b\u6539\u5584\u3059\u308b\u306e\u3067\u3057\u3087\u3046\u304b?<\/strong> <p class=\"schema-faq-answer\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u753b\u50cf\u5185\u306e\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u6b63\u78ba\u306a\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u5f93\u6765\u306e\u65b9\u6cd5\u3068\u306f\u7570\u306a\u308a\u3001U-Net \u3084 Mask R-CNN \u306a\u3069\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306f\u3001\u30d4\u30af\u30bb\u30eb \u30ec\u30d9\u30eb\u306e\u8a73\u7d30\u306a\u5206\u985e\u3092\u63d0\u4f9b\u3057\u3001\u7cbe\u5ea6\u3068\u9069\u5fdc\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739185598886\"><strong class=\"schema-faq-question\">\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3068\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u9055\u3044\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30ab\u30c6\u30b4\u30ea\u306b\u57fa\u3065\u3044\u3066\u5404\u30d4\u30af\u30bb\u30eb\u306b\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u307e\u3059\u304c\u3001\u540c\u3058\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u8907\u6570\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u533a\u5225\u3057\u307e\u305b\u3093\u3002\u4e00\u65b9\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u540c\u3058\u30ab\u30c6\u30b4\u30ea\u306b\u5c5e\u3057\u3066\u3044\u3066\u3082\u3001\u500b\u3005\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8b58\u5225\u3057\u3066\u533a\u5225\u3057\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739185615879\"><strong class=\"schema-faq-question\">\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u4f7f\u7528\u3055\u308c\u308b\u4e00\u822c\u7684\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u4eba\u6c17\u306e\u30e2\u30c7\u30eb\u306b\u306f\u3001\u533b\u7642\u753b\u50cf\u51e6\u7406\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b U-Net\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7528\u306e Mask R-CNN\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u30bf\u30b9\u30af\u306b\u512a\u308c\u305f DeepLab \u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002Segment Anything Model (SAM) \u306f\u3001\u8ffd\u52a0\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3057\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3067\u304d\u308b\u6700\u8fd1\u306e\u9032\u6b69\u3067\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739185632181\"><strong class=\"schema-faq-question\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u4e3b\u306a\u8ab2\u984c\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u8ab2\u984c\u3068\u3057\u3066\u306f\u3001\u5927\u898f\u6a21\u306a\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5fc5\u8981\u6027\u3001\u9ad8\u3044\u8a08\u7b97\u30b3\u30b9\u30c8\u3001\u65b0\u3057\u3044\u74b0\u5883\u3078\u306e\u30e2\u30c7\u30eb\u4e00\u822c\u5316\u306e\u96e3\u3057\u3055\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u7279\u306b\u30ed\u30dc\u30c3\u30c8\u5de5\u5b66\u3084\u81ea\u52d5\u904b\u8ee2\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u304c\u4f9d\u7136\u3068\u3057\u3066\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739185646486\"><strong class=\"schema-faq-question\">\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u6700\u3082\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3001PASCAL VOC\u3001MS COCO\u3001Cityscapes\u3001ADE20K\u3001KITTI \u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u90fd\u5e02\u306e\u30b7\u30fc\u30f3\u3001\u533b\u7642\u7528\u753b\u50cf\u51e6\u7406\u3001\u7269\u4f53\u691c\u51fa\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c9\u30e1\u30a4\u30f3\u306b\u308f\u305f\u308b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u9ad8\u54c1\u8cea\u306e\u6ce8\u91c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p> <\/div> <\/div>","protected":false},"excerpt":{"rendered":"<p>Image segmentation is a crucial process in computer vision that involves partitioning an image into meaningful segments. With the evolution of deep learning, segmentation techniques have advanced significantly, enabling highly accurate object detection and classification. This article provides an in-depth look at deep learning segmentation, its techniques, applications, and the most widely used datasets. Understanding Image Segmentation: Principles, Techniques, and Applications Image segmentation is a fundamental process in computer vision that involves partitioning an image into distinct regions to facilitate meaningful analysis and understanding. Unlike image classification, where an entire image is assigned a single label, segmentation assigns labels to individual pixels, enabling precise differentiation between various objects, structures, or [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":173922,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-174006","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 Image Segmentation: Techniques &amp; Applications<\/title>\n<meta name=\"description\" content=\"Discover deep learning image segmentation, its techniques, applications, and datasets. 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It is crucial for applications like medical imaging, self-driving cars, and industrial automation, where precise object identification is required.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/deep-learning-segmentation\/#faq-question-1739185581729","position":2,"url":"https:\/\/flypix.ai\/deep-learning-segmentation\/#faq-question-1739185581729","name":"\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u753b\u50cf\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u3069\u306e\u3088\u3046\u306b\u6539\u5584\u3059\u308b\u306e\u3067\u3057\u3087\u3046\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Deep learning enables more accurate segmentation by using neural networks to learn complex patterns in images. Unlike traditional methods, deep learning models like U-Net and Mask R-CNN provide detailed, pixel-level classification, improving accuracy and adaptability.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/deep-learning-segmentation\/#faq-question-1739185598886","position":3,"url":"https:\/\/flypix.ai\/deep-learning-segmentation\/#faq-question-1739185598886","name":"\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3068\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u9055\u3044\u306f\u4f55\u3067\u3059\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Semantic segmentation labels each pixel based on object category but does not distinguish between multiple instances of the same object. Instance segmentation, on the other hand, identifies and differentiates individual objects, even if they belong to the same category.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/deep-learning-segmentation\/#faq-question-1739185615879","position":4,"url":"https:\/\/flypix.ai\/deep-learning-segmentation\/#faq-question-1739185615879","name":"\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u4f7f\u7528\u3055\u308c\u308b\u4e00\u822c\u7684\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Popular models include U-Net, which is widely used in medical imaging, Mask R-CNN for instance segmentation, and DeepLab, which excels in semantic segmentation tasks. The Segment Anything Model (SAM) is a recent advancement that can segment objects without additional training.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/deep-learning-segmentation\/#faq-question-1739185632181","position":5,"url":"https:\/\/flypix.ai\/deep-learning-segmentation\/#faq-question-1739185632181","name":"\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u4e3b\u306a\u8ab2\u984c\u306f\u4f55\u3067\u3059\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Challenges include the need for large labeled datasets, high computational costs, and difficulties in generalizing models to new environments. Additionally, achieving real-time segmentation performance remains a challenge, especially in applications like robotics and autonomous driving.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/deep-learning-segmentation\/#faq-question-1739185646486","position":6,"url":"https:\/\/flypix.ai\/deep-learning-segmentation\/#faq-question-1739185646486","name":"\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u4f55\u3067\u3059\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Some of the most widely used datasets include PASCAL VOC, MS COCO, Cityscapes, ADE20K, and KITTI. These datasets provide high-quality annotations for training segmentation models across different domains, such as urban scenes, medical imaging, and object detection.","inLanguage":"ja"},"inLanguage":"ja"}]}},"_links":{"self":[{"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/posts\/174006","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=174006"}],"version-history":[{"count":0,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/posts\/174006\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/media\/173922"}],"wp:attachment":[{"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/media?parent=174006"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/categories?post=174006"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/tags?post=174006"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}