{"id":173999,"date":"2025-02-10T11:01:42","date_gmt":"2025-02-10T11:01:42","guid":{"rendered":"https:\/\/flypix.ai\/?p=173999"},"modified":"2025-02-10T11:01:44","modified_gmt":"2025-02-10T11:01:44","slug":"crop-disease-detection","status":"publish","type":"post","link":"https:\/\/flypix.ai\/ja\/crop-disease-detection\/","title":{"rendered":"\u8fb2\u4f5c\u7269\u306e\u75c5\u6c17\u691c\u51fa: AI \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5f79\u5272"},"content":{"rendered":"<p>\u8fb2\u4f5c\u7269\u306e\u75c5\u6c17\u306f\u3001\u8fb2\u696d\u306e\u751f\u7523\u6027\u3001\u98df\u7ce7\u5b89\u5168\u4fdd\u969c\u3001\u7d4c\u6e08\u306e\u5b89\u5b9a\u306b\u3068\u3063\u3066\u5927\u304d\u306a\u8105\u5a01\u3067\u3059\u3002\u6c17\u5019\u5909\u52d5\u3001\u8fb2\u4f5c\u7269\u306e\u514d\u75ab\u529b\u306e\u6b20\u5982\u3001\u4e0d\u9069\u5207\u306a\u75c5\u6c17\u7ba1\u7406\u306a\u3069\u306e\u8981\u56e0\u304c\u3001\u5e83\u7bc4\u56f2\u306b\u308f\u305f\u308b\u88ab\u5bb3\u306e\u4e00\u56e0\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u75c5\u6c17\u691c\u51fa\u65b9\u6cd5\u306f\u76ee\u8996\u691c\u67fb\u306b\u4f9d\u5b58\u3057\u3066\u304a\u308a\u3001\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u52b4\u50cd\u96c6\u7d04\u7684\u3067\u3001\u4e0d\u6b63\u78ba\u3067\u3042\u308b\u3053\u3068\u3082\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002\u4eba\u5de5\u77e5\u80fd (AI)\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3\u306e\u767b\u5834\u306b\u3088\u308a\u3001\u8fb2\u4f5c\u7269\u306e\u75c5\u6c17\u306e\u81ea\u52d5\u691c\u51fa\u304c\u6709\u671b\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6700\u8fd1\u306e\u7814\u7a76\u3067\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2 (ML) \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 (DL) \u304c\u4f5c\u7269\u306e\u75c5\u6c17\u3092\u9ad8\u7cbe\u5ea6\u3067\u691c\u51fa\u304a\u3088\u3073\u5206\u985e\u3059\u308b\u4e0a\u3067\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u304c\u5f37\u8abf\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u7cbe\u5bc6\u8fb2\u696d\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN)\u3001\u30d3\u30b8\u30e7\u30f3 \u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc (ViT)\u3001\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0\u3001\u30c9\u30ed\u30fc\u30f3 \u30d9\u30fc\u30b9\u306e\u30ea\u30e2\u30fc\u30c8 \u30bb\u30f3\u30b7\u30f3\u30b0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u75c5\u6c17\u306e\u65e9\u671f\u691c\u51fa\u306e\u305f\u3081\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u304b\u3064\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u9ad8\u3044\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u63d0\u4f9b\u3055\u308c\u3001\u8fb2\u5bb6\u306f\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u4e88\u9632\u63aa\u7f6e\u3092\u8b1b\u3058\u3066\u4f5c\u7269\u306e\u53ce\u7a6b\u91cf\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-22-1024x683.jpg\" alt=\"\" class=\"wp-image-174000\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-22-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-22-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-22-768x512.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/h2>\n\n\n\n<p>\u4eba\u5de5\u77e5\u80fd (AI) \u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u8fb2\u4f5c\u7269\u306e\u75c5\u6c17\u691c\u51fa\u306e\u5206\u91ce\u306f\u4e00\u5909\u3057\u3001\u3088\u308a\u52b9\u7387\u7684\u3067\u6b63\u78ba\u3001\u304b\u3064\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u6a5f\u68b0\u5b66\u7fd2 (ML) \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 (DL) \u306f\u3001\u690d\u7269\u306e\u75c5\u6c17\u3092\u7279\u5b9a\u3057\u3001\u624b\u4f5c\u696d\u306b\u3088\u308b\u691c\u67fb\u3078\u306e\u4f9d\u5b58\u3092\u6e1b\u3089\u3057\u3001\u5927\u898f\u6a21\u306a\u8fb2\u5730\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u3092\u53ef\u80fd\u306b\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3001\u7279\u306b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u3068\u30d3\u30b8\u30e7\u30f3 \u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc (ViT) \u306f\u3001\u75c5\u6c17\u3092\u9ad8\u7cbe\u5ea6\u3067\u7279\u5b9a\u3059\u308b\u4e0a\u3067\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3057\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0 (FL) \u306f\u3001\u5206\u6563\u578b\u8fb2\u696d\u74b0\u5883\u3067\u306e\u30e2\u30c7\u30eb\u306e\u5805\u7262\u6027\u3092\u5411\u4e0a\u3055\u305b\u306a\u304c\u3089\u3001\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u78ba\u4fdd\u3059\u308b\u65b0\u3057\u3044\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">CNN\u30d9\u30fc\u30b9\u306e\u75be\u60a3\u5206\u985e<\/h3>\n\n\n\n<p>\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u306f\u3001\u8fb2\u4f5c\u7269\u306e\u75c5\u6c17\u691c\u51fa\u306b\u6700\u3082\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u8449\u306e\u753b\u50cf\u3092\u5206\u6790\u3057\u3001\u30c6\u30af\u30b9\u30c1\u30e3\u3001\u8272\u3001\u5f62\u72b6\u306a\u3069\u306e\u95a2\u9023\u3059\u308b\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u3001\u75c5\u6c17\u306e\u30d1\u30bf\u30fc\u30f3\u306b\u57fa\u3065\u3044\u3066\u3055\u307e\u3056\u307e\u306a\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u985e\u3057\u307e\u3059\u3002CNN \u306f\u3001\u5927\u898f\u6a21\u306a\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u5834\u5408\u3001\u75c5\u6c17\u306e\u5206\u985e\u306b\u304a\u3044\u3066\u9ad8\u3044\u7cbe\u5ea6\u3092\u793a\u3057\u300195% \u3092\u8d85\u3048\u308b\u3053\u3068\u3082\u3088\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>CNN \u30d9\u30fc\u30b9\u306e\u690d\u7269\u75c5\u5bb3\u691c\u51fa\u306b\u5927\u304d\u304f\u8ca2\u732e\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u5065\u5eb7\u306a\u690d\u7269\u306e\u8449\u3068\u75c5\u6c17\u306e\u690d\u7269\u306e\u8449\u306e\u4f55\u5343\u3082\u306e\u753b\u50cf\u3092\u542b\u3080 PlantVillage \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3059\u3002\u3044\u304f\u3064\u304b\u306e CNN \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u75c5\u6c17\u306e\u5206\u985e\u306b\u30c6\u30b9\u30c8\u3055\u308c\u3066\u304a\u308a\u3001VGG-16\u3001ResNet-50\u3001DenseNet-121\u3001MobileNet-V2 \u304c\u975e\u5e38\u306b\u52b9\u679c\u7684\u306a\u30e2\u30c7\u30eb\u3068\u3057\u3066\u6d6e\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>VGG-16 \u3068 GoogleNet<\/strong>\u3042\u308b\u7814\u7a76\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u30a4\u30cd\u306e\u75c5\u6c17\u306e\u5206\u985e\u306b\u9069\u7528\u3057\u3001\u30c7\u30fc\u30bf\u62e1\u5f35\u5f8c\u306b\u305d\u308c\u305e\u308c 92.24% \u3068 91.28% \u306e\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002<\/li>\n\n\n\n<li><strong>ResNet-50 \u3068 MobileNet-V2<\/strong>: VGG-16 \u3068 AlexNet \u3092\u4f7f\u7528\u3057\u305f\u30c8\u30de\u30c8\u306e\u8449\u306e\u75c5\u6c17\u306b\u95a2\u3059\u308b\u5225\u306e\u7814\u7a76\u3067\u306f\u3001\u305d\u308c\u305e\u308c 97.29% \u3068 97.49% \u306e\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002\u305f\u3060\u3057\u3001ResNet-50 \u306f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u91cd\u8981\u306a\u7279\u5fb4\u3092\u4fdd\u6301\u3057\u3001\u52fe\u914d\u6d88\u5931\u554f\u984c\u3092\u514b\u670d\u3067\u304d\u308b\u6df1\u5c64\u6b8b\u5dee\u5b66\u7fd2\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u4ed6\u306e CNN \u30e2\u30c7\u30eb\u3088\u308a\u3082\u4e00\u8cab\u3057\u3066\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30f3\u30b9\u30cd\u30c3\u30c8-121<\/strong>\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u30ec\u30a4\u30e4\u30fc\u9593\u306e\u63a5\u7d9a\u304c\u5bc6\u3067\u3042\u308b\u305f\u3081\u3001\u7279\u5fb4\u62bd\u51fa\u306b\u7279\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u52fe\u914d\u30d5\u30ed\u30fc\u304c\u6539\u5584\u3055\u308c\u3001\u7279\u5fb4\u306e\u518d\u5229\u7528\u304c\u6539\u5584\u3055\u308c\u3001\u75be\u60a3\u30d1\u30bf\u30fc\u30f3\u306e\u8b58\u5225\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u306b\u304a\u3051\u308bCNN\u306e\u4e3b\u306a\u5229\u70b9<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u52d5\u7279\u5fb4\u62bd\u51fa<\/strong>CNN \u306f\u753b\u50cf\u304b\u3089\u7279\u5fb4\u3092\u81ea\u52d5\u7684\u306b\u5b66\u7fd2\u3059\u308b\u305f\u3081\u3001\u624b\u52d5\u306e\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306f\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u7cbe\u5ea6<\/strong>\u5341\u5206\u306b\u8a13\u7df4\u3055\u308c\u305f CNN \u30e2\u30c7\u30eb\u306f\u3001\u4f5c\u7269\u306e\u75c5\u6c17\u306e\u5206\u985e\u306b\u304a\u3044\u3066 95 \uff5e 99% \u3092\u8d85\u3048\u308b\u7cbe\u5ea6\u3092\u9054\u6210\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong>\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u77ed\u6642\u9593\u3067\u6570\u5343\u679a\u306e\u753b\u50cf\u3092\u5206\u6790\u3067\u304d\u308b\u305f\u3081\u3001\u5927\u898f\u6a21\u306a\u8fb2\u696d\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u3068\u306e\u7d71\u5408<\/strong>CNN \u3092\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3084 IoT \u5bfe\u5fdc\u30c7\u30d0\u30a4\u30b9\u306b\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u73fe\u5834\u3067\u306e\u75c5\u6c17\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u691c\u51fa\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">CNN\u306e\u9650\u754c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8a08\u7b97\u306e\u8907\u96d1\u3055<\/strong>: \u30c7\u30a3\u30fc\u30d7 CNN \u30e2\u30c7\u30eb\u306b\u306f\u76f8\u5f53\u306e\u8a08\u7b97\u80fd\u529b\u304c\u5fc5\u8981\u306a\u306e\u3067\u3001\u30ea\u30bd\u30fc\u30b9\u304c\u5236\u9650\u3055\u308c\u305f\u74b0\u5883\u306b\u306f\u9069\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li><strong>\u904e\u5270\u9069\u5408\u306e\u554f\u984c<\/strong>: \u4e00\u90e8\u306e CNN \u30e2\u30c7\u30eb\u306f\u3001\u7279\u306b\u5c0f\u3055\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u5834\u5408\u3001\u65b0\u3057\u3044\u753b\u50cf\u306b\u4e00\u822c\u5316\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u3092\u8a18\u61b6\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u9650\u5b9a\u7684\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u8a8d\u8b58<\/strong>CNN \u306f\u30ed\u30fc\u30ab\u30eb\u306a\u7279\u5fb4\u3092\u3046\u307e\u304f\u51e6\u7406\u3057\u307e\u3059\u304c\u3001\u753b\u50cf\u5185\u306e\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u95a2\u4fc2\u3092\u6349\u3048\u308b\u306e\u306f\u56f0\u96e3\u3067\u3059\u3002\u3053\u308c\u306f\u3001Vision Transformers (ViT) \u304c\u52b9\u679c\u7684\u306b\u89e3\u6c7a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u75c5\u6c17\u306e\u7279\u5b9a\u306e\u305f\u3081\u306e\u30d3\u30b8\u30e7\u30f3\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\uff08ViT\uff09<\/h3>\n\n\n\n<p>\u30d3\u30b8\u30e7\u30f3\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc (ViT) \u306f\u3001\u4f5c\u7269\u306e\u75c5\u6c17\u691c\u51fa\u306a\u3069\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u30bf\u30b9\u30af\u3067\u4eba\u6c17\u304c\u9ad8\u307e\u3063\u3066\u3044\u308b\u6bd4\u8f03\u7684\u65b0\u3057\u3044\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002\u5c40\u6240\u53d7\u5bb9\u91ce\u3092\u4f7f\u7528\u3057\u3066\u753b\u50cf\u3092\u5206\u6790\u3059\u308b CNN \u3068\u306f\u7570\u306a\u308a\u3001ViT \u306f\u81ea\u5df1\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u5229\u7528\u3057\u3066\u3001\u753b\u50cf\u5168\u4f53\u306b\u308f\u305f\u308b\u9577\u671f\u7684\u306a\u4f9d\u5b58\u95a2\u4fc2\u3068\u7a7a\u9593\u95a2\u4fc2\u3092\u6349\u3048\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306b\u3088\u308a\u3001ViT \u306f\u9ad8\u89e3\u50cf\u5ea6\u306e\u690d\u7269\u753b\u50cf\u3092\u3088\u308a\u52b9\u7387\u7684\u306b\u51e6\u7406\u3057\u3001\u75c5\u6c17\u306e\u5206\u985e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>ViT_B16 \u3068 ViT_B32 \u3092 CNN \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u6bd4\u8f03\u3057\u305f\u7814\u7a76\u3067\u306f\u3001\u7279\u306b\u304d\u3081\u7d30\u304b\u3044\u5206\u985e\u304c\u5fc5\u8981\u306a\u30b7\u30ca\u30ea\u30aa\u306b\u304a\u3044\u3066\u3001ViT \u304c\u690d\u7269\u75c5\u5bb3\u306e\u7279\u5b9a\u306b\u304a\u3044\u3066\u7af6\u4e89\u529b\u306e\u3042\u308b\u7d50\u679c\u3092\u9054\u6210\u3057\u305f\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002\u305f\u3060\u3057\u3001\u8a08\u7b97\u8981\u4ef6\u304c\u9ad8\u3044\u305f\u3081\u3001\u96fb\u529b\u52b9\u7387\u304c\u91cd\u8981\u306a\u30d5\u30a3\u30fc\u30eb\u30c9\u30ec\u30d9\u30eb\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001ViT \u304c\u5fc5\u305a\u3057\u3082\u6700\u3082\u5b9f\u7528\u7684\u306a\u9078\u629e\u80a2\u3067\u3042\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">ViT\u306e\u4e3b\u306a\u5229\u70b9<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u7406\u89e3\u306e\u5411\u4e0a<\/strong>: \u5c40\u6240\u7684\u306a\u7279\u5fb4\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b CNN \u3068\u306f\u7570\u306a\u308a\u3001ViT \u306f\u753b\u50cf\u5168\u4f53\u3092\u5206\u6790\u3057\u3066\u95a2\u9023\u9818\u57df\u306b\u6ce8\u610f\u3092\u5272\u308a\u5f53\u3066\u308b\u305f\u3081\u3001\u75c5\u6c17\u306e\u8b58\u5225\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6539\u826f\u3055\u308c\u305f\u4e00\u822c\u5316<\/strong>ViT \u306f\u3001\u305d\u306e\u5805\u7262\u306a\u7279\u5fb4\u8868\u73fe\u306b\u3088\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u690d\u7269\u7a2e\u3084\u75c5\u6c17\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u308f\u305f\u3063\u3066\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u306b\u5bfe\u3059\u308b\u9ad8\u3044\u7cbe\u5ea6<\/strong>CNN \u3067\u306f\u898b\u9003\u3055\u308c\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u5fae\u5999\u306a\u75c5\u6c17\u306e\u75c7\u72b6\u3092\u7279\u5b9a\u3059\u308b\u306e\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">ViT\u306e\u8ab2\u984c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9ad8\u3044\u8a08\u7b97\u8981\u4ef6<\/strong>ViT \u306f\u3088\u308a\u591a\u304f\u306e\u30e1\u30e2\u30ea\u3068\u51e6\u7406\u80fd\u529b\u3092\u5fc5\u8981\u3068\u3059\u308b\u305f\u3081\u3001\u30c7\u30d0\u30a4\u30b9\u4e0a\u3067\u306e\u5c55\u958b\u306b\u306f\u9069\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u3092\u5fc5\u8981\u3068\u3059\u308b\u30e2\u30c7\u30eb<\/strong>\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u304c\u6700\u5927\u9650\u306e\u80fd\u529b\u3092\u767a\u63ee\u3059\u308b\u306b\u306f\u3001\u5927\u898f\u6a21\u306a\u6ce8\u91c8\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593\u304c\u9045\u3044<\/strong>ViT \u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306f\u8a08\u7b97\u91cf\u304c\u591a\u304f\u3001CNN \u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u306b\u6bd4\u3079\u3066\u5927\u5e45\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u8003\u616e\u3059\u308b\u3068\u3001CNN \u3068 ViT \u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9 \u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u6f5c\u5728\u7684\u306a\u89e3\u6c7a\u7b56\u3068\u3057\u3066\u6d6e\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9 \u30e2\u30c7\u30eb\u306f\u3001\u30ed\u30fc\u30ab\u30eb\u7279\u5fb4\u62bd\u51fa\u306b CNN \u306e\u9577\u6240\u3092\u6d3b\u7528\u3057\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u7279\u5fb4\u89e3\u91c8\u306b ViT \u306e\u9577\u6240\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u306b\u304a\u3051\u308b\u5168\u4f53\u7684\u306a\u30e2\u30c7\u30eb \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9\u30e9\u30fc\u30cb\u30f3\u30b0: \u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30e2\u30c7\u30eb\u306e\u5805\u7262\u6027\u306e\u5f37\u5316<\/h3>\n\n\n\n<p>AI \u30d9\u30fc\u30b9\u306e\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u30e2\u30c7\u30eb\u3092\u5c0e\u5165\u3059\u308b\u969b\u306e\u5927\u304d\u306a\u8ab2\u984c\u306e 1 \u3064\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3067\u3059\u3002\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u306f\u3001\u3059\u3079\u3066\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u3092 1 \u3064\u306e\u30b5\u30fc\u30d0\u30fc\u306b\u96c6\u4e2d\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001\u8fb2\u696d\u6163\u884c\u306b\u95a2\u3059\u308b\u6a5f\u5bc6\u60c5\u5831\u304c\u6f0f\u6d29\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5171\u6709\u3092\u305f\u3081\u3089\u3046\u53ef\u80fd\u6027\u306e\u3042\u308b\u5c0f\u898f\u6a21\u8fb2\u5bb6\u3084\u8fb2\u696d\u6a5f\u95a2\u306b\u3068\u3063\u3066\u7279\u306b\u61f8\u5ff5\u4e8b\u9805\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0 (FL) \u306f\u3001\u8907\u6570\u306e\u30e6\u30fc\u30b6\u30fc (\u8fb2\u5bb6\u3001\u8fb2\u5b66\u8005\u3001\u307e\u305f\u306f\u6a5f\u95a2) \u304c\u4e2d\u592e\u30b5\u30fc\u30d0\u30fc\u306b\u751f\u30c7\u30fc\u30bf\u3092\u8ee2\u9001\u305b\u305a\u306b\u5171\u6709 AI \u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3092\u9001\u4fe1\u3059\u308b\u4ee3\u308f\u308a\u306b\u3001\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u306e\u307f\u304c\u4ea4\u63db\u3055\u308c\u308b\u305f\u3081\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u304c\u78ba\u4fdd\u3055\u308c\u3001\u30e2\u30c7\u30eb\u306e\u5168\u4f53\u7684\u306a\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u306b\u304a\u3051\u308b\u9023\u5408\u5b66\u7fd2\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/h4>\n\n\n\n<p>\u8fb2\u4f5c\u7269\u306e\u75c5\u6c17\u691c\u51fa\u306e\u305f\u3081\u306e\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u3059\u308b\u6700\u8fd1\u306e\u7814\u7a76\u3067\u306f\u3001\u9ad8\u3044\u7cbe\u5ea6\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u304c\u5b9f\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\u3002FL \u30d9\u30fc\u30b9\u306e\u75c5\u6c17\u5206\u985e\u30e2\u30c7\u30eb\u3092\u6bd4\u8f03\u3057\u305f\u7814\u7a76\u3067\u306f\u3001ResNet-50 \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u975e\u5e38\u306b\u512a\u308c\u3066\u304a\u308a\u3001\u8907\u6570\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u69cb\u6210\u3067 99.5% \u306e\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>FL \u8a2d\u5b9a\u3067\u306f\u3001\u8907\u6570\u306e\u30ed\u30fc\u30ab\u30eb \u30c7\u30d0\u30a4\u30b9 (\u8fb2\u5bb6\u306e\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3001IoT \u30bb\u30f3\u30b5\u30fc\u3001\u30a8\u30c3\u30b8 \u30c7\u30d0\u30a4\u30b9\u306a\u3069) \u304c\u3001\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8 \u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066 AI \u30e2\u30c7\u30eb\u3092\u500b\u5225\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001\u30c7\u30d0\u30a4\u30b9\u306f\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u3092\u4e2d\u592e\u306e\u30a2\u30b0\u30ea\u30b2\u30fc\u30bf\u306b\u9001\u4fe1\u3057\u3001\u53ce\u96c6\u3055\u308c\u305f\u66f4\u65b0\u306b\u57fa\u3065\u3044\u3066\u30b0\u30ed\u30fc\u30d0\u30eb \u30e2\u30c7\u30eb\u304c\u6539\u826f\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u306b\u304a\u3051\u308b\u9023\u5408\u5b66\u7fd2\u306e\u5229\u70b9<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc<\/strong>: \u8fb2\u5bb6\u3084\u7814\u7a76\u8005\u306f\u3001\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u8fb2\u696d\u30c7\u30fc\u30bf\u3092\u516c\u958b\u3059\u308b\u3053\u3068\u306a\u304f\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u901a\u4fe1\u30b3\u30b9\u30c8\u306e\u524a\u6e1b<\/strong>\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u306e\u307f\u304c\u5171\u6709\u3055\u308c\u308b\u305f\u3081\u3001FL \u3067\u306f\u5e2f\u57df\u5e45\u3068\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u8981\u4ef6\u304c\u5927\u5e45\u306b\u524a\u6e1b\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30e2\u30c7\u30eb\u306e\u5805\u7262\u6027\u306e\u5411\u4e0a<\/strong>FL \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u3055\u307e\u3056\u307e\u306a\u5730\u57df\u306e\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u5b66\u7fd2\u3067\u304d\u308b\u305f\u3081\u3001\u4e00\u822c\u5316\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5206\u6563\u578b\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3<\/strong>: \u5358\u4e00\u306e\u96c6\u4e2d\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4f9d\u5b58\u305b\u305a\u306b\u3001\u8907\u6570\u306e\u8fb2\u5834\u306b\u308f\u305f\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u75c5\u6c17\u76e3\u8996\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u8fb2\u696d\u306b\u304a\u3051\u308b\u9023\u5408\u5b66\u7fd2\u306e\u8ab2\u984c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u306e\u7570\u8cea\u6027<\/strong>: \u8fb2\u5834\u306b\u3088\u3063\u3066\u30c7\u30fc\u30bf\u54c1\u8cea\u3001\u4f5c\u7269\u306e\u7a2e\u985e\u3001\u64ae\u5f71\u6761\u4ef6\u304c\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u3001\u30e2\u30c7\u30eb\u306e\u4e00\u8cab\u6027\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u9650\u3089\u308c\u305f\u8a08\u7b97\u80fd\u529b<\/strong>: \u30ed\u30fc\u30ab\u30eb\u30c7\u30d0\u30a4\u30b9 (\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u306a\u3069) \u3067\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u6d88\u8cbb\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u305f\u3081\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u901a\u4fe1\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9<\/strong>: \u30c7\u30d0\u30a4\u30b9\u3068\u4e2d\u592e\u30e2\u30c7\u30eb\u9593\u306e\u983b\u7e41\u306a\u540c\u671f\u306f\u3001\u7279\u306b\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u63a5\u7d9a\u304c\u5236\u9650\u3055\u308c\u3066\u3044\u308b\u5730\u65b9\u3067\u306f\u3001\u9045\u5ef6\u306e\u554f\u984c\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\">\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u306b\u304a\u3051\u308b\u9023\u5408\u5b66\u7fd2\u306e\u5c06\u6765\u7684\u65b9\u5411\u6027<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9069\u5fdc\u578b\u9023\u5408\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong>\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u7279\u5b9a\u306e\u8fb2\u696d\u6761\u4ef6\u306b\u9069\u5fdc\u3059\u308b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f FL \u30e2\u30c7\u30eb\u3092\u7814\u7a76\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30c3\u30b8AI\u3068\u306e\u7d71\u5408<\/strong>: IoT \u30c7\u30d0\u30a4\u30b9\u306b\u8efd\u91cf\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u5c0e\u5165\u3059\u308b\u3068\u3001\u9060\u9694\u5730\u3067\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u75c5\u6c17\u691c\u51fa\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\u4ed8\u304d\u30c7\u30fc\u30bf\u5171\u6709\u30e2\u30c7\u30eb<\/strong>: \u5831\u916c\u5236\u5ea6\u3084\u653f\u5e9c\u306e\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\u3092\u901a\u3058\u3066\u8fb2\u5bb6\u306b FL \u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u3078\u306e\u53c2\u52a0\u3092\u5968\u52b1\u3059\u308b\u3068\u3001\u63a1\u7528\u7387\u306e\u5411\u4e0a\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3001\u7279\u306b CNN\u3001ViT\u3001\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u8fb2\u4f5c\u7269\u306e\u75c5\u6c17\u691c\u51fa\u306e\u72b6\u6cc1\u3092\u5909\u3048\u3064\u3064\u3042\u308a\u307e\u3059\u3002CNN \u306f\u6b63\u78ba\u3067\u52b9\u7387\u7684\u306a\u753b\u50cf\u5206\u985e\u306e\u30b4\u30fc\u30eb\u30c9 \u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u3067\u3042\u308a\u3001ViT \u306f\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3 \u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u901a\u3058\u3066\u5f37\u5316\u3055\u308c\u305f\u7279\u5fb4\u62bd\u51fa\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u91cd\u8981\u306a\u30c7\u30fc\u30bf \u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u61f8\u5ff5\u306b\u5bfe\u51e6\u3057\u3001\u5c0f\u898f\u6a21\u8fb2\u5bb6\u3084\u8fb2\u696d\u7814\u7a76\u6a5f\u95a2\u306b\u3068\u3063\u3066 AI \u306e\u5c0e\u5165\u3092\u3088\u308a\u5b9f\u73fe\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u9032\u6b69\u3059\u308b\u306b\u3064\u308c\u3001\u5c06\u6765\u306e AI \u99c6\u52d5\u578b\u75be\u75c5\u691c\u51fa\u30e2\u30c7\u30eb\u3067\u306f\u3001\u52b9\u7387\u3068\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b CNN \u3068 ViT \u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u76e3\u8996\u306e\u305f\u3081\u306b\u30a8\u30c3\u30b8 AI \u3092\u7d71\u5408\u3057\u3001\u5b89\u5168\u3067\u5927\u898f\u6a21\u306a\u5c55\u958b\u306e\u305f\u3081\u306b\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u6d3b\u7528\u3059\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u308c\u3089\u306e\u958b\u767a\u306f\u3001\u6301\u7d9a\u53ef\u80fd\u3067\u56de\u5fa9\u529b\u306e\u3042\u308b\u8fb2\u696d\u6163\u884c\u3092\u78ba\u4fdd\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3001\u6700\u7d42\u7684\u306b\u306f\u8fb2\u5bb6\u3068\u4e16\u754c\u306e\u98df\u7ce7\u5b89\u5168\u4fdd\u969c\u306e\u4e21\u65b9\u306b\u5229\u76ca\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-2.jpg\" alt=\"\" class=\"wp-image-173790\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c9\u30ed\u30fc\u30f3\u3068UAV\u306b\u3088\u308b\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa<\/h3>\n\n\n\n<p>\u7121\u4eba\u822a\u7a7a\u6a5f (UAV) \u3068 AI \u99c6\u52d5\u578b\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u7cbe\u5bc6\u8fb2\u696d\u306b\u9769\u547d\u304c\u8d77\u3053\u308a\u307e\u3057\u305f\u3002\u4e00\u822c\u306b\u30c9\u30ed\u30fc\u30f3\u3068\u547c\u3070\u308c\u308b UAV \u306f\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u822a\u7a7a\u753b\u50cf\u3092\u63d0\u4f9b\u3057\u3001\u5e83\u5927\u306a\u8fb2\u5730\u5168\u4f53\u306e\u690d\u7269\u75c5\u5bb3\u3092\u65e9\u671f\u306b\u7279\u5b9a\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u5f93\u6765\u306e\u5730\u4e0a\u691c\u67fb\u65b9\u6cd5\u3068\u306f\u7570\u306a\u308a\u3001\u30c9\u30ed\u30fc\u30f3\u306f\u5e83\u5927\u306a\u30a8\u30ea\u30a2\u3092\u52b9\u7387\u7684\u306b\u30ab\u30d0\u30fc\u3067\u304d\u308b\u305f\u3081\u3001\u4eba\u4ef6\u8cbb\u304c\u524a\u6e1b\u3055\u308c\u3001\u75c5\u5bb3\u691c\u51fa\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>RGB\u3001\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u3001\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb \u30bb\u30f3\u30b5\u30fc\u3092\u642d\u8f09\u3057\u305f\u30c9\u30ed\u30fc\u30f3\u306b\u3088\u308a\u3001\u690d\u7269\u306e\u5065\u5eb7\u72b6\u614b\u3092\u81ea\u52d5\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u76e3\u8996\u3067\u304d\u307e\u3059\u3002\u9ad8\u5ea6\u306a\u30ea\u30e2\u30fc\u30c8 \u30bb\u30f3\u30b7\u30f3\u30b0\u6280\u8853\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u6b63\u78ba\u306a\u75c5\u6c17\u306e\u5206\u985e\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u4f5c\u7269\u306e\u5e83\u7bc4\u56f2\u306b\u308f\u305f\u308b\u88ab\u5bb3\u3092\u9632\u3050\u305f\u3081\u306e\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u4ecb\u5165\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002UAV \u30d9\u30fc\u30b9\u306e\u75c5\u6c17\u691c\u51fa\u306f\u3001\u5927\u898f\u6a21\u306a\u8fb2\u696d\u3001\u30a2\u30af\u30bb\u30b9\u304c\u56f0\u96e3\u306a\u5730\u57df\u3001\u7d99\u7d9a\u7684\u306a\u76e3\u8996\u304c\u5fc5\u8981\u306a\u7cbe\u5bc6\u8fb2\u696d\u30b7\u30b9\u30c6\u30e0\u3067\u7279\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7cbe\u5bc6\u8fb2\u696d\u306b\u304a\u3051\u308b\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u3068UAV<\/h3>\n\n\n\n<p>\u30ea\u30e2\u30fc\u30c8 \u30bb\u30f3\u30b7\u30f3\u30b0\u306f\u3001UAV \u30d9\u30fc\u30b9\u306e\u4f5c\u7269\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306e\u57fa\u672c\u7684\u306a\u6280\u8853\u3067\u3042\u308a\u3001\u690d\u7269\u304c\u53cd\u5c04\u3059\u308b\u96fb\u78c1\u653e\u5c04\u306e\u5206\u6790\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e UAV \u642d\u8f09\u30bb\u30f3\u30b5\u30fc (RGB\u3001\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u3001\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb \u30ab\u30e1\u30e9) \u304c\u3001\u3055\u307e\u3056\u307e\u306a\u6ce2\u9577\u7bc4\u56f2\u306e\u5149\u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u3057\u3066\u3001\u690d\u7269\u306e\u5065\u5eb7\u72b6\u614b\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u53ef\u8996 (RGB) \u30b9\u30da\u30af\u30c8\u30eb\u306f\u8a73\u7d30\u306a\u30ab\u30e9\u30fc\u753b\u50cf\u3092\u63d0\u4f9b\u3057\u3001\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb \u30bb\u30f3\u30b5\u30fc\u3068\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb \u30bb\u30f3\u30b5\u30fc\u306f\u3001\u975e\u53ef\u8996\u5149 (\u8fd1\u8d64\u5916\u7dda\u3001\u30ec\u30c3\u30c9 \u30a8\u30c3\u30b8) \u3092\u5206\u6790\u3057\u3066\u3001\u690d\u7269\u306e\u751f\u7406\u6a5f\u80fd\u306e\u5fae\u5999\u306a\u5909\u5316\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u306e\u305f\u3081\u306e\u4e3b\u8981\u306a\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u6280\u8853<\/h4>\n\n\n\n<p>UAV \u753b\u50cf\u304b\u3089\u5f97\u3089\u308c\u308b\u3044\u304f\u3064\u304b\u306e\u690d\u751f\u6307\u6570 (VI) \u306f\u3001\u690d\u7269\u306e\u30b9\u30c8\u30ec\u30b9\u3084\u75c5\u6c17\u3092\u65e9\u671f\u306b\u691c\u51fa\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6b63\u898f\u5316\u690d\u751f\u6307\u6570\uff08NDVI\uff09\u306e\u5dee\u3002 <\/strong>\u8fd1\u8d64\u5916\u7dda (NIR) \u3068\u8d64\u8272\u5149\u306e\u53cd\u5c04\u306e\u9055\u3044\u3092\u5206\u6790\u3057\u3066\u3001\u690d\u7269\u306e\u300c\u7dd1\u5ea6\u300d\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002NDVI \u5024\u304c\u4f4e\u3044\u5834\u5408\u306f\u3001\u75c5\u6c17\u306b\u3088\u308b\u30b9\u30c8\u30ec\u30b9\u3001\u5bb3\u866b\u306e\u8513\u5ef6\u3001\u307e\u305f\u306f\u6804\u990a\u4e0d\u8db3\u3092\u793a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6b63\u898f\u5316\u5dee\u5206\u30ec\u30c3\u30c9\u30a8\u30c3\u30b8 (NDRE)\u3002 <\/strong>NDVI \u306b\u4f3c\u3066\u3044\u307e\u3059\u304c\u3001\u8d64\u30a8\u30c3\u30b8\u53cd\u5c04\u7387\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u305f\u3081\u3001\u521d\u671f\u6bb5\u968e\u306e\u690d\u7269\u30b9\u30c8\u30ec\u30b9\u306b\u5bfe\u3057\u3066\u3088\u308a\u654f\u611f\u3067\u3059\u3002\u76ee\u306b\u898b\u3048\u308b\u75c7\u72b6\u304c\u73fe\u308c\u308b\u524d\u306b\u3001\u6804\u990a\u4e0d\u8db3\u3084\u771f\u83cc\u611f\u67d3\u3092\u7279\u5b9a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30af\u30ed\u30ed\u30d5\u30a3\u30eb\u6307\u6570\uff08CI\uff09\u3002 <\/strong>\u690d\u7269\u306e\u5065\u5eb7\u306b\u76f4\u63a5\u95a2\u9023\u3059\u308b\u30af\u30ed\u30ed\u30d5\u30a3\u30eb\u6fc3\u5ea6\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002CI \u5024\u306e\u4f4e\u4e0b\u306f\u3001\u75c5\u6c17\u306e\u767a\u751f\u3001\u5e72\u3070\u3064\u306b\u3088\u308b\u30b9\u30c8\u30ec\u30b9\u3001\u307e\u305f\u306f\u571f\u58cc\u72b6\u614b\u306e\u60aa\u5316\u3092\u793a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u71b1\u753b\u50cf<\/strong>\u690d\u7269\u306e\u8449\u306e\u6e29\u5ea6\u5909\u5316\u3092\u691c\u51fa\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u75c5\u539f\u4f53\u306e\u611f\u67d3\u3001\u6c34\u30b9\u30c8\u30ec\u30b9\u3001\u5bb3\u866b\u306e\u653b\u6483\u3092\u793a\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u75c5\u6c17\u691c\u51fa\u306b\u304a\u3051\u308b\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u306e\u6709\u52b9\u6027<\/h4>\n\n\n\n<p>\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u5206\u985e\u5668\u3067\u51e6\u7406\u3055\u308c\u305f\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb UAV \u753b\u50cf\u3092\u4f7f\u7528\u3057\u305f\u5c0f\u9ea6\u306e\u9ec4\u3055\u3073\u75c5\u691c\u51fa\u306b\u95a2\u3059\u308b\u7814\u7a76\u3067\u306f\u300189.3% \u306e\u7cbe\u5ea6\u304c\u9054\u6210\u3055\u308c\u3001\u5927\u898f\u6a21\u306a\u75c5\u6c17\u76e3\u8996\u306b\u304a\u3051\u308b UAV \u306e\u5a01\u529b\u304c\u5b9f\u8a3c\u3055\u308c\u307e\u3057\u305f\u3002\u7551\u5168\u4f53\u3067\u75c5\u6c17\u306e\u9032\u884c\u3092\u691c\u51fa\u3067\u304d\u308b\u305f\u3081\u3001\u8fb2\u5bb6\u306f\u7684\u3092\u7d5e\u3063\u305f\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5316\u5b66\u7269\u8cea\u306e\u4f7f\u7528\u3092\u6e1b\u3089\u3057\u3001\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u3092\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ed6\u306e\u7814\u7a76\u3067\u306f\u3001UAV \u30d9\u30fc\u30b9\u306e\u75c5\u6c17\u691c\u51fa\u304c\u4ee5\u4e0b\u306e\u70b9\u3067\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u304c\u691c\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>NDVI \u7531\u6765\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u305f\u30d4\u30fc\u30ca\u30c3\u30c4\u306e\u8449\u306e\u840e\u51cb\u306e\u63a8\u5b9a\u3002<\/li>\n\n\n\n<li>\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u753b\u50cf\u306b\u3088\u308b\u30c8\u30de\u30c8\u6591\u70b9\u840e\u51cb\u75c5\u30a6\u30a4\u30eb\u30b9\u306e\u691c\u51fa\u3002<\/li>\n\n\n\n<li>\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u30a4\u30e1\u30fc\u30b8\u30f3\u30b0\u306b\u3088\u3063\u3066\u5206\u6790\u3055\u308c\u305f\u30d6\u30c9\u30a6\u306e\u8449\u306e\u771f\u83cc\u611f\u67d3\u75c7\u3002<\/li>\n<\/ul>\n\n\n\n<p>UAV \u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u3042\u308b\u305f\u3081\u3001\u5373\u6642\u306e\u662f\u6b63\u63aa\u7f6e\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u7d4c\u6e08\u7684\u640d\u5931\u304c\u8efd\u6e1b\u3055\u308c\u3001\u6301\u7d9a\u53ef\u80fd\u306a\u8fb2\u696d\u6163\u884c\u304c\u5f37\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/2-19-1024x576.jpg\" alt=\"\" class=\"wp-image-174002\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/2-19-1024x576.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/2-19-300x169.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/2-19-768x432.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/2-19-1536x864.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/2-19-2048x1152.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/2-19-18x10.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">UAV \u30d9\u30fc\u30b9\u306e\u8fb2\u4f5c\u7269\u75c5\u5bb3\u63a8\u5b9a\u306e\u305f\u3081\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/h3>\n\n\n\n<p>\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u6280\u8853\u306f\u91cd\u8981\u306a\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001UAV \u3067\u53d6\u5f97\u3057\u305f\u753b\u50cf\u3092\u5206\u6790\u3057\u3001\u690d\u7269\u306e\u75c5\u6c17\u3092\u6b63\u78ba\u306b\u5206\u985e\u3059\u308b\u306b\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 (DL) \u30e2\u30c7\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u30c9\u30ed\u30fc\u30f3\u753b\u50cf\u306e\u51e6\u7406\u306b\u3046\u307e\u304f\u9069\u7528\u3055\u308c\u3001\u75c5\u6c17\u306e\u81ea\u52d5\u8b58\u5225\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">UAV \u30d9\u30fc\u30b9\u306e\u75c5\u6c17\u691c\u51fa\u306e\u305f\u3081\u306e\u4eba\u6c17\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb<\/h4>\n\n\n\n<p>UAV \u30d9\u30fc\u30b9\u306e\u4f5c\u7269\u306e\u5065\u5eb7\u72b6\u614b\u8a55\u4fa1\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u6700\u5148\u7aef\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u304c\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>YOLO\uff08\u4e00\u5ea6\u3060\u3051\u898b\u308b\uff09\u3002 <\/strong>\u30c9\u30ed\u30fc\u30f3\u753b\u50cf\u5185\u306e\u75c5\u6c17\u306e\u5f71\u97ff\u3092\u53d7\u3051\u305f\u9818\u57df\u3092\u8fc5\u901f\u306b\u7279\u5b9a\u3059\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u7269\u4f53\u691c\u51fa\u30e2\u30c7\u30eb\u3002\u8449\u306e\u771f\u83cc\u6591\u70b9\u3084\u4f5c\u7269\u306e\u7d30\u83cc\u6027\u75ab\u75c5\u306e\u7279\u5b9a\u306a\u3069\u3001\u5c40\u6240\u7684\u306a\u75c5\u6c17\u306e\u691c\u51fa\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u3088\u308a\u9ad8\u901f\u306a R-CNN (\u9818\u57df\u30d9\u30fc\u30b9\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af)\u3002 <\/strong>\u7a7a\u9593\u7684\u7279\u5fb4\u3092\u5206\u6790\u3057\u3066\u3001UAV \u753b\u50cf\u5185\u306e\u75c5\u6c17\u306e\u9818\u57df\u3092\u691c\u51fa\u3057\u3001\u5206\u985e\u3057\u307e\u3059\u3002YOLO \u3088\u308a\u3082\u6b63\u78ba\u3067\u3059\u304c\u3001\u8a08\u7b97\u91cf\u304c\u591a\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>U\u30cd\u30c3\u30c8\u3002 <\/strong>\u753b\u50cf\u5185\u306e\u3059\u3079\u3066\u306e\u30d4\u30af\u30bb\u30eb\u3092\u5065\u5eb7\u307e\u305f\u306f\u75c5\u6c17\u306b\u5206\u985e\u3059\u308b\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u3002\u9ad8\u89e3\u50cf\u5ea6\u306e UAV \u753b\u50cf\u306b\u304a\u3051\u308b\u8449\u30ec\u30d9\u30eb\u306e\u75c5\u6c17\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u7279\u306b\u52b9\u679c\u7684\u3067\u3059\u3002\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u753b\u50cf\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f U-Net \u30e2\u30c7\u30eb\u306f\u3001\u5c0f\u9ea6\u306e\u9ec4\u3055\u3073\u75c5\u306e\u691c\u51fa\u3067 97.13% \u306e\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002<\/li>\n\n\n\n<li><strong>R-CNN\u3092\u30de\u30b9\u30af\u3057\u307e\u3059\u3002 <\/strong>\u500b\u3005\u306e\u690d\u7269\u304a\u3088\u3073\u8449\u30ec\u30d9\u30eb\u3067\u75c5\u6c17\u3092\u691c\u51fa\u3059\u308b\u9ad8\u5ea6\u306a\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u3002\u30c8\u30a6\u30e2\u30ed\u30b3\u30b7\u306e\u5317\u90e8\u8449\u67af\u308c\u75c5\u306e\u691c\u51fa\u306b\u304a\u3044\u3066\u3001Intersection over Union (IoU) \u30b9\u30b3\u30a2 0.96 \u3092\u9054\u6210\u3057\u3001\u307b\u307c\u5b8c\u74a7\u306a\u5206\u985e\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">UAV \u30d9\u30fc\u30b9\u306e\u4f5c\u7269\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306b\u304a\u3051\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5229\u70b9<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u52d5\u5316\u3055\u308c\u305f\u9ad8\u901f\u5206\u6790<\/strong>: \u4f55\u5343\u3082\u306e\u753b\u50cf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u51e6\u7406\u3057\u3001\u624b\u4f5c\u696d\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7cbe\u5bc6\u8fb2\u696d\u306e\u6700\u9069\u5316<\/strong>: \u76ee\u306b\u898b\u3048\u308b\u75c7\u72b6\u304c\u73fe\u308c\u308b\u524d\u306b\u75c5\u6c17\u3092\u691c\u51fa\u3057\u3001\u7684\u3092\u7d5e\u3063\u305f\u6bba\u866b\u5264\u3084\u6bba\u83cc\u5264\u306e\u6563\u5e03\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8907\u6570\u306e\u75be\u60a3\u306e\u691c\u51fa<\/strong>: 1 \u56de\u306e UAV \u98db\u884c\u304b\u3089\u8907\u6570\u306e\u4f5c\u7269\u75c5\u5bb3\u3092\u540c\u6642\u306b\u8a8d\u8b58\u3059\u308b\u3088\u3046\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u8ab2\u984c\u3068\u4eca\u5f8c\u306e\u6539\u5584<\/h4>\n\n\n\n<p>\u6709\u52b9\u6027\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001UAV \u30d9\u30fc\u30b9\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9ad8\u3044\u8a08\u7b97\u8981\u4ef6<\/strong>\u5927\u898f\u6a21\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306b\u306f\u3001\u5f37\u529b\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3068\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u51e6\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u6ce8\u91c8\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af<\/strong>DL \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u5927\u898f\u6a21\u306a\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u305d\u306e\u4f5c\u6210\u306b\u306f\u30b3\u30b9\u30c8\u3068\u6642\u9593\u304c\u304b\u304b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5929\u5019\u4f9d\u5b58<\/strong>: UAV \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u98a8\u3001\u7167\u660e\u6761\u4ef6\u3001\u96f2\u91cf\u306e\u5f71\u97ff\u3092\u53d7\u3051\u3001\u753b\u50cf\u306e\u54c1\u8cea\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">AI \u306b\u3088\u308b\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u306e\u8ab2\u984c\u3068\u4eca\u5f8c\u306e\u65b9\u5411\u6027<\/h3>\n\n\n\n<p>\u8fb2\u4f5c\u7269\u306e\u75c5\u6c17\u691c\u51fa\u306b\u304a\u3051\u308b\u4eba\u5de5\u77e5\u80fd (AI) \u306e\u5fdc\u7528\u306f\u5927\u304d\u306a\u53ef\u80fd\u6027\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u4fe1\u983c\u6027\u3001\u62e1\u5f35\u6027\u3001\u304a\u3088\u3073\u5b9f\u4e16\u754c\u3067\u306e\u9069\u7528\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8ab2\u984c\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u7528\u6027\u3084\u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316\u304b\u3089\u3001\u8a08\u7b97\u4e0a\u306e\u5236\u9650\u3084\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u61f8\u5ff5\u307e\u3067\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u3002\u4eca\u5f8c\u306e\u7814\u7a76\u3067\u306f\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9 AI \u30e2\u30c7\u30eb\u306e\u958b\u767a\u3001\u30a8\u30c3\u30b8 AI \u306e\u7d71\u5408\u3001\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u6539\u5584\u3001\u304a\u3088\u3073\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb \u30c7\u30fc\u30bf\u878d\u5408\u3092\u6d3b\u7528\u3057\u3066 AI \u3092\u6d3b\u7528\u3057\u305f\u8fb2\u696d\u3092\u3088\u308a\u52b9\u7387\u7684\u304b\u3064\u5e83\u304f\u30a2\u30af\u30bb\u30b9\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u304c\u7f6e\u304b\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI\u306b\u3088\u308b\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u306e\u8ab2\u984c<\/h2>\n\n\n\n<p>AI \u3092\u6d3b\u7528\u3057\u305f\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u306f\u6025\u901f\u306b\u9032\u6b69\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u6280\u8853\u7684\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u30b9\u7684\u3001\u74b0\u5883\u7684\u8ab2\u984c\u304c\u3044\u304f\u3064\u304b\u3042\u308a\u3001\u305d\u306e\u5e83\u7bc4\u306a\u5c0e\u5165\u3092\u59a8\u3052\u3066\u3044\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306b\u306f\u5927\u898f\u6a21\u3067\u9ad8\u54c1\u8cea\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u306b\u306f\u4f9d\u7136\u3068\u3057\u3066\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u30ea\u30bd\u30fc\u30b9\u3092\u5927\u91cf\u306b\u6d88\u8cbb\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u8a08\u7b97\u306e\u8907\u96d1\u3055\u3068\u30e2\u30c7\u30eb\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306f\u3001\u7279\u306b\u5c0f\u898f\u6a21\u8fb2\u5bb6\u3084\u30a4\u30f3\u30d5\u30e9\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u8fb2\u6751\u5730\u57df\u306b\u3068\u3063\u3066\u5927\u304d\u306a\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002\u7167\u660e\u306e\u5909\u5316\u3084\u6c17\u8c61\u6761\u4ef6\u306a\u3069\u306e\u74b0\u5883\u8981\u56e0\u306f\u3001\u753b\u50cf\u30d9\u30fc\u30b9\u306e\u75c5\u5bb3\u8b58\u5225\u306e\u7cbe\u5ea6\u306b\u3055\u3089\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf \u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u95a2\u3059\u308b\u61f8\u5ff5\u3082\u3001\u8fb2\u5bb6\u3001\u7814\u7a76\u8005\u3001\u8fb2\u696d\u6a5f\u95a2\u9593\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002\u7cbe\u5bc6\u8fb2\u696d\u306b\u304a\u3051\u308b AI \u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u306b\u306f\u3001\u7814\u7a76\u8005\u306f\u3088\u308a\u52b9\u7387\u7684\u306a\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3057\u3001\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u5f37\u5316\u3057\u3001\u5805\u7262\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u75c5\u5bb3\u691c\u51fa\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306b\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb \u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3092\u7d71\u5408\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u30c7\u30fc\u30bf\u306e\u53ef\u7528\u6027\u3068\u54c1\u8cea<\/h3>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3067\u306f\u3001\u75c5\u6c17\u306e\u5206\u985e\u3067\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001\u5927\u898f\u6a21\u3067\u9ad8\u54c1\u8cea\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u591a\u69d8\u306a\u4f5c\u7269\u306e\u753b\u50cf\u3092\u53ce\u96c6\u3057\u3066\u6ce8\u91c8\u3092\u4ed8\u3051\u308b\u4f5c\u696d\u306f\u3001\u624b\u9593\u304c\u304b\u304b\u308a\u3001\u8cbb\u7528\u304c\u304b\u304b\u308a\u3001\u6642\u9593\u306e\u304b\u304b\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u4e3b\u306a\u554f\u984c\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u75be\u60a3\u7279\u6709\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3078\u306e\u30a2\u30af\u30bb\u30b9\u304c\u5236\u9650\u3055\u308c\u3066\u3044\u308b<\/strong>PlantVillage \u306a\u3069\u306e\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u307b\u3068\u3093\u3069\u306f\u3001\u9650\u3089\u308c\u305f\u6570\u306e\u4f5c\u7269\u3068\u75c5\u6c17\u306e\u7a2e\u985e\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u308b\u305f\u3081\u3001AI \u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316\u304c\u5236\u9650\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u4e0d\u5747\u8861\u306a\u30c7\u30fc\u30bf\u8868\u73fe<\/strong>\u591a\u304f\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3001\u307e\u308c\u306a\u75c5\u6c17\u306e\u753b\u50cf\u3088\u308a\u3082\u4e00\u822c\u7684\u306a\u75c5\u6c17\u306e\u753b\u50cf\u304c\u591a\u304f\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u5206\u985e\u30e2\u30c7\u30eb\u306b\u30d0\u30a4\u30a2\u30b9\u304c\u751f\u3058\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u753b\u8cea\u306e\u3070\u3089\u3064\u304d<\/strong>\u7167\u660e\u3001\u30ab\u30e1\u30e9\u306e\u89e3\u50cf\u5ea6\u3001\u74b0\u5883\u6761\u4ef6\u306e\u9055\u3044\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u6709\u52b9\u6027\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u8003\u3048\u3089\u308c\u308b\u89e3\u6c7a\u7b56:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30af\u30e9\u30a6\u30c9\u30bd\u30fc\u30b7\u30f3\u30b0\u306b\u3088\u308b\u30c7\u30fc\u30bf\u53ce\u96c6<\/strong>: \u8fb2\u5bb6\u306b\u30e2\u30d0\u30a4\u30eb\u30a2\u30d7\u30ea\u7d4c\u7531\u3067\u753b\u50cf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3088\u3046\u5968\u52b1\u3059\u308b\u3053\u3068\u3067\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u62e1\u5f35\u6280\u8853<\/strong>\u753b\u50cf\u306e\u56de\u8ee2\u3001\u53cd\u8ee2\u3001\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\u306e\u8abf\u6574\u3001\u5408\u6210\u753b\u50cf\u306e\u751f\u6210\u306a\u3069\u306e\u65b9\u6cd5\u306b\u3088\u308a\u3001\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u62e1\u5f35\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6a19\u6e96\u5316\u3055\u308c\u305f\u30e9\u30d9\u30eb\u4ed8\u3051\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/strong>AI \u3092\u6d3b\u7528\u3057\u305f\u81ea\u52d5\u6ce8\u91c8\u30c4\u30fc\u30eb\u3092\u5b9f\u88c5\u3059\u308b\u3068\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u4eba\u7684\u52b4\u529b\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u8a08\u7b97\u306e\u8907\u96d1\u3055<\/h3>\n\n\n\n<p>\u9ad8\u5ea6\u306a AI \u30e2\u30c7\u30eb\u3001\u7279\u306b Vision Transformers (ViTs) \u3084 ResNet \u3084 DenseNet \u306a\u3069\u306e\u30c7\u30a3\u30fc\u30d7 CNN \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u306f\u3001\u304b\u306a\u308a\u306e\u8a08\u7b97\u80fd\u529b\u304c\u5fc5\u8981\u306a\u305f\u3081\u3001\u5c0f\u898f\u6a21\u8fb2\u5bb6\u3084\u30ea\u30bd\u30fc\u30b9\u304c\u9650\u3089\u308c\u305f\u74b0\u5883\u3067\u306f\u5b9f\u7528\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e AI \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u4ee3\u66ff\u624b\u6bb5\u3068\u306a\u308a\u307e\u3059\u304c\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u3078\u306e\u4f9d\u5b58\u3068\u9045\u5ef6\u306e\u554f\u984c\u304c\u3055\u3089\u306a\u308b\u8ab2\u984c\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8003\u3048\u3089\u308c\u308b\u89e3\u6c7a\u7b56:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u52b9\u7387\u7684\u306aAI\u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong>: \u30e2\u30d0\u30a4\u30eb\u304a\u3088\u3073\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u5411\u3051\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u8efd\u91cf\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306e\u958b\u767a (\u4f8b: MobileNet-V2\u3001EfficientNet\u3001TinyCNN)\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30c3\u30b8AI\u306e\u5c0e\u5165<\/strong>: \u30af\u30e9\u30a6\u30c9 \u30b5\u30fc\u30d0\u30fc\u306b\u4f9d\u5b58\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30ed\u30fc\u30ab\u30eb IoT \u30c7\u30d0\u30a4\u30b9\u3068\u30c9\u30ed\u30fc\u30f3\u3067 AI \u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3057\u3001\u8a08\u7b97\u6642\u9593\u3068\u9045\u5ef6\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>AI\u30e2\u30c7\u30eb\u306e\u5727\u7e2e<\/strong>\u91cf\u5b50\u5316\u3084\u30d7\u30eb\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u306e\u624b\u6cd5\u306b\u3088\u308a\u3001\u7cbe\u5ea6\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306e\u30b5\u30a4\u30ba\u3092\u7e2e\u5c0f\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316<\/h3>\n\n\n\n<p>\u591a\u304f\u306e AI \u30e2\u30c7\u30eb\u306f\u3001\u5236\u5fa1\u3055\u308c\u305f\u6761\u4ef6\u4e0b\u3067\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u65b0\u3057\u3044\u4f5c\u7269\u3001\u672a\u77e5\u306e\u75c5\u6c17\u3001\u307e\u305f\u306f\u5909\u5316\u3059\u308b\u74b0\u5883\u8981\u56e0\u306b\u9069\u7528\u3059\u308b\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4f4e\u4e0b\u3057\u307e\u3059\u3002\u8ab2\u984c\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\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\u904e\u5270\u9069\u5408<\/strong>AI \u30e2\u30c7\u30eb\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u9069\u5207\u306b\u6a5f\u80fd\u3059\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u753b\u50cf\u306e\u5909\u52d5\u6027\u304c\u4e0d\u5341\u5206\u306a\u305f\u3081\u306b\u5b9f\u969b\u306e\u72b6\u6cc1\u3067\u306f\u5931\u6557\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5730\u57df\u9593\u306e\u9069\u5fdc\u529b\u306e\u6b20\u5982<\/strong>\u75c5\u6c17\u306e\u75c7\u72b6\u306f\u6c17\u5019\u3001\u571f\u58cc\u306e\u7a2e\u985e\u3001\u5730\u7406\u7684\u306a\u5834\u6240\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u305f\u3081\u3001\u3042\u308b\u5730\u57df\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f AI \u30e2\u30c7\u30eb\u304c\u5225\u306e\u5730\u57df\u3067\u52b9\u679c\u7684\u306b\u6a5f\u80fd\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u8003\u3048\u3089\u308c\u308b\u89e3\u6c7a\u7b56:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c9\u30e1\u30a4\u30f3\u9069\u5fdc\u6280\u8853<\/strong>: \u8ee2\u79fb\u5b66\u7fd2\u3068\u30e1\u30bf\u5b66\u7fd2\u3092\u4f7f\u7528\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u8fb2\u696d\u74b0\u5883\u306b\u9069\u5fdc\u3067\u304d\u308b\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/strong>: \u8fb2\u5bb6\u3084\u6a5f\u95a2\u304c\u30c7\u30fc\u30bf\u3092\u96c6\u4e2d\u5316\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u5171\u540c\u3067\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5408\u6210\u30c7\u30fc\u30bf\u751f\u6210<\/strong>: \u751f\u6210\u7684\u6575\u5bfe\u30cd\u30c3\u30c8\u30ef\u30fc\u30af (GAN) \u307e\u305f\u306f\u30c7\u30fc\u30bf\u62e1\u5f35\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316\u3092\u5f37\u5316\u3059\u308b\u5408\u6210\u75c5\u6c17\u306e\u690d\u7269\u753b\u50cf\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u95a2\u3059\u308b\u61f8\u5ff5<\/h3>\n\n\n\n<p>\u8fb2\u5bb6\u3084\u8fb2\u696d\u56e3\u4f53\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3001\u6240\u6709\u6a29\u3001\u7b2c\u4e09\u8005\u306b\u3088\u308b\u60aa\u7528\u306e\u53ef\u80fd\u6027\u3092\u61f8\u5ff5\u3057\u3066\u3001\u4f5c\u7269\u306e\u5065\u5eb7\u72b6\u614b\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u3092\u8e8a\u8e87\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u5f93\u6765\u306e AI \u30e2\u30c7\u30eb\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306f\u30af\u30e9\u30a6\u30c9 \u30b5\u30fc\u30d0\u30fc\u306b\u96c6\u4e2d\u7ba1\u7406\u3055\u308c\u308b\u305f\u3081\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4fb5\u5bb3\u3084\u4e0d\u6b63\u30a2\u30af\u30bb\u30b9\u306e\u61f8\u5ff5\u304c\u751f\u3058\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8003\u3048\u3089\u308c\u308b\u89e3\u6c7a\u7b56:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9\u30e9\u30fc\u30cb\u30f3\u30b0\uff08FL\uff09<\/strong>FL \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u751f\u30c7\u30fc\u30bf\u3092\u5171\u6709\u3059\u308b\u4ee3\u308f\u308a\u306b\u3001\u8fb2\u5bb6\u306f\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u306e\u307f\u3092\u5171\u6709\u3057\u306a\u304c\u3089\u3001\u30c7\u30d0\u30a4\u30b9\u4e0a\u3067 AI \u30e2\u30c7\u30eb\u3092\u30ed\u30fc\u30ab\u30eb\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d6\u30ed\u30c3\u30af\u30c1\u30a7\u30fc\u30f3\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/strong>: \u30c7\u30fc\u30bf\u306e\u6574\u5408\u6027\u3068\u6240\u6709\u6a29\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u6539\u3056\u3093\u9632\u6b62\u6a5f\u80fd\u3092\u5099\u3048\u305f\u5206\u6563\u578b\u30c7\u30fc\u30bf \u30b9\u30c8\u30ec\u30fc\u30b8 \u30b7\u30b9\u30c6\u30e0\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u4fdd\u8b77\u3059\u308bAI\u6280\u8853<\/strong>: \u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30a2\u306a\u30de\u30eb\u30c1\u30d1\u30fc\u30c6\u30a3\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 (SMPC) \u3092\u4f7f\u7528\u3057\u3066\u3001\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u8fb2\u5834\u30c7\u30fc\u30bf\u3092\u516c\u958b\u305b\u305a\u306b\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u5929\u5019\u3068\u7167\u660e\u6761\u4ef6<\/h3>\n\n\n\n<p>\u81ea\u7136\u5149\u3001\u96f2\u91cf\u3001\u6c17\u8c61\u6761\u4ef6\u306e\u5909\u5316\u306f\u3001\u753b\u50cf\u30d9\u30fc\u30b9\u306e\u75c5\u6c17\u691c\u51fa\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4f8b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9732\u51fa\u904e\u591a\u307e\u305f\u306f\u9732\u51fa\u4e0d\u8db3<\/strong> \u753b\u50cf\u306b\u7570\u5e38\u304c\u3042\u308b\u3068\u3001AI \u30e2\u30c7\u30eb\u304c\u75c5\u6c17\u306e\u75c7\u72b6\u3092\u691c\u51fa\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5b63\u7bc0\u306e\u5909\u5316\u3068\u690d\u7269\u306e\u6210\u9577\u6bb5\u968e<\/strong> \u4f5c\u7269\u306e\u5916\u89b3\u3092\u5909\u66f4\u3059\u308b\u306b\u306f\u3001\u30e2\u30c7\u30eb\u3092\u9069\u5fdc\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u74b0\u5883\u9a12\u97f3<\/strong> (\u4f8b: \u307b\u3053\u308a\u3001\u96e8\u3001\u5f71) \u306b\u3088\u308a\u75c5\u6c17\u306e\u75c7\u72b6\u304c\u308f\u304b\u308a\u306b\u304f\u304f\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u8003\u3048\u3089\u308c\u308b\u89e3\u6c7a\u7b56:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9ad8\u5ea6\u306a\u753b\u50cf\u524d\u51e6\u7406\u6280\u8853<\/strong>: \u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u5747\u7b49\u5316\u3001\u9069\u5fdc\u3057\u304d\u3044\u5024\u8a2d\u5b9a\u3001\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\u5f37\u8abf\u3092\u4f7f\u7528\u3057\u3066\u753b\u50cf\u3092\u5f37\u8abf\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u7d71\u5408<\/strong>: \u53ef\u8996\u5149\u3001\u8d64\u5916\u7dda\u3001\u71b1\u753b\u50cf\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u690d\u7269\u306e\u5065\u5eb7\u72b6\u614b\u3092\u3088\u308a\u5305\u62ec\u7684\u306b\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u9069\u5fdc\u578bAI\u30e2\u30c7\u30eb<\/strong>: \u3055\u307e\u3056\u307e\u306a\u7167\u660e\u3084\u6c17\u8c61\u6761\u4ef6\u4e0b\u3067\u30ad\u30e3\u30d7\u30c1\u30e3\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067 AI \u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u5805\u7262\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-18-1024x576.jpg\" alt=\"\" class=\"wp-image-174004\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-18-1024x576.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-18-300x169.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-18-768x432.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-18-1536x864.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-18-2048x1152.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-18-18x10.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4eca\u5f8c\u306e\u7814\u7a76\u306e\u65b9\u5411\u6027<\/h2>\n\n\n\n<p>AI \u99c6\u52d5\u578b\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u304c\u9032\u5316\u3092\u7d9a\u3051\u308b\u4e2d\u3001\u4eca\u5f8c\u306e\u7814\u7a76\u3067\u306f\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3001\u62e1\u5f35\u6027\u3001\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u306e\u5411\u4e0a\u306b\u91cd\u70b9\u3092\u7f6e\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u306f\u3059\u3067\u306b\u7cbe\u5bc6\u8fb2\u696d\u3092\u5909\u9769\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u8a08\u7b97\u52b9\u7387\u3001\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5c55\u958b\u306b\u95a2\u3059\u308b\u8ab2\u984c\u306b\u306f\u307e\u3060\u5bfe\u51e6\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9 AI \u30e2\u30c7\u30eb\u3001\u30a8\u30c3\u30b8 AI\u3001\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9\u30e9\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u306e\u65b0\u8208\u6280\u8853\u306f\u3001\u96c6\u4e2d\u578b\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u306a\u3057\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u75c5\u5bb3\u76e3\u8996\u3092\u884c\u3046\u6709\u671b\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001UAV \u753b\u50cf\u3001\u885b\u661f\u30c7\u30fc\u30bf\u3001\u571f\u58cc\u306e\u5065\u5eb7\u6307\u6a19\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u30d5\u30e5\u30fc\u30b8\u30e7\u30f3\u306b\u3088\u308a\u3001\u691c\u51fa\u7cbe\u5ea6\u3092\u3055\u3089\u306b\u5411\u4e0a\u3067\u304d\u307e\u3059\u3002\u4e88\u6e2c\u5206\u6790\u3092\u7d71\u5408\u3057\u3001\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9\u30e9\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u5c06\u6765\u306e AI \u99c6\u52d5\u578b\u75c5\u5bb3\u691c\u51fa\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u3088\u308a\u9069\u5fdc\u6027\u304c\u9ad8\u304f\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u4fdd\u8b77\u3057\u3001\u30ea\u30bd\u30fc\u30b9\u52b9\u7387\u304c\u9ad8\u304f\u306a\u308a\u3001\u6301\u7d9a\u53ef\u80fd\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u8fb2\u696d\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u78ba\u5b9f\u306b\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30e2\u30c7\u30eb: CNN \u3068 Vision Transformers (ViT) \u306e\u7d44\u307f\u5408\u308f\u305b<\/h3>\n\n\n\n<p>CNN \u306f\u30ed\u30fc\u30ab\u30eb\u306a\u7279\u5fb4\u306e\u62bd\u51fa\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u304c\u3001ViT \u306f\u753b\u50cf\u5185\u306e\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u7a7a\u9593\u95a2\u4fc2\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9 CNN-ViT \u30e2\u30c7\u30eb\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u521d\u671f\u7279\u5fb4\u62bd\u51fa\u306b CNN \u3092\u6d3b\u7528\u3059\u308b\u3002<\/li>\n\n\n\n<li>ViT \u306e\u81ea\u5df1\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u6d3b\u7528\u3057\u3066\u75be\u60a3\u5206\u985e\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8a08\u7b97\u52b9\u7387\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u5168\u4f53\u7684\u306a\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9 \u30e2\u30c7\u30eb\u306b\u3088\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u4f5c\u7269\u30bf\u30a4\u30d7\u9593\u3067\u306e\u75c5\u6c17\u306e\u5206\u985e\u7cbe\u5ea6\u3068\u9069\u5fdc\u6027\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u30a8\u30c3\u30b8AI\u3068IoT\u306e\u7d71\u5408<\/h3>\n\n\n\n<p>\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3001\u30c9\u30ed\u30fc\u30f3\u3001IoT \u5bfe\u5fdc\u30ab\u30e1\u30e9\u306a\u3069\u306e\u30a8\u30c3\u30b8 \u30c7\u30d0\u30a4\u30b9\u306b AI \u30e2\u30c7\u30eb\u3092\u5c0e\u5165\u3059\u308b\u3068\u3001\u30af\u30e9\u30a6\u30c9 \u30b5\u30fc\u30d0\u30fc\u306b\u4f9d\u5b58\u305b\u305a\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u75c5\u6c17\u3092\u76e3\u8996\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u7279\u306b\u6b21\u306e\u5834\u5408\u306b\u4fbf\u5229\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u30a2\u30af\u30bb\u30b9\u304c\u5236\u9650\u3055\u308c\u3066\u3044\u308b\u9060\u9694\u5730\u306e\u8fb2\u696d\u5730\u57df\u3002<\/li>\n\n\n\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u75c5\u6c17\u4ecb\u5165\u306b\u3088\u308a\u3001\u8fb2\u5bb6\u306f\u5373\u5ea7\u306b\u884c\u52d5\u3092\u8d77\u3053\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u753b\u50cf\u3092\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30b5\u30fc\u30d0\u30fc\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30ed\u30fc\u30ab\u30eb\u3067\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u30c7\u30fc\u30bf\u8ee2\u9001\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>TinyML\uff08\u5c0f\u578b\u3067\u4f4e\u96fb\u529b\u306e\u30c7\u30d0\u30a4\u30b9\u3067\u306e\u6a5f\u68b0\u5b66\u7fd2\uff09\u306a\u3069\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306b\u3088\u308a\u3001\u8fb2\u5bb6\u306f\u30e2\u30d0\u30a4\u30eb \u30c7\u30d0\u30a4\u30b9\u4e0a\u3067 AI \u30e2\u30c7\u30eb\u3092\u76f4\u63a5\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001AI \u3092\u6d3b\u7528\u3057\u305f\u4f5c\u7269\u306e\u76e3\u8996\u304c\u3088\u308a\u5229\u7528\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u7cbe\u5ea6\u5411\u4e0a\u306e\u305f\u3081\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u878d\u5408<\/h3>\n\n\n\n<p>\u8907\u6570\u306e\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3092\u7d71\u5408\u3059\u308b\u3068\u3001AI \u306b\u3088\u308b\u75c5\u6c17\u691c\u51fa\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb AI \u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u4ee5\u4e0b\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5927\u898f\u6a21\u306a\u4f5c\u7269\u76e3\u8996\u306e\u305f\u3081\u306e UAV \u3068\u885b\u661f\u753b\u50cf\u3002<\/li>\n\n\n\n<li>\u75c5\u6c17\u306e\u5b58\u5728\u3068\u6804\u990a\u4e0d\u8db3\u3092\u76f8\u95a2\u3055\u305b\u308b\u571f\u58cc\u306e\u5065\u5eb7\u30c7\u30fc\u30bf\u3002<\/li>\n\n\n\n<li>\u6c17\u5019\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u75c5\u6c17\u306e\u767a\u751f\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306e\u6c17\u8c61\u30c7\u30fc\u30bf\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30bb\u30f3\u30b5\u30fc\u878d\u5408\u6280\u8853\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001AI \u30e2\u30c7\u30eb\u306f\u3088\u308a\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u3001\u72b6\u6cc1\u306b\u5fdc\u3058\u305f\u75c5\u6c17\u306e\u4e88\u6e2c\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. AI\u3092\u6d3b\u7528\u3057\u305f\u75c5\u6c17\u306e\u65e9\u671f\u4e88\u6e2c<\/h3>\n\n\n\n<p>\u73fe\u5728\u306e AI \u30e2\u30c7\u30eb\u306f\u3001\u4e3b\u306b\u76ee\u306b\u898b\u3048\u308b\u75c5\u6c17\u306e\u75c7\u72b6\u306e\u691c\u51fa\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001AI \u30d9\u30fc\u30b9\u306e\u4e88\u6e2c\u5206\u6790\u3067\u306f\u3001\u6b21\u306e\u3053\u3068\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u75c7\u72b6\u304c\u73fe\u308c\u308b\u524d\u306b\u75c5\u6c17\u3092\u691c\u51fa\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u30a4\u30e1\u30fc\u30b8\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u305f\u690d\u7269\u4ee3\u8b1d\u306e\u5fae\u5999\u306a\u5909\u5316\u3002<\/li>\n\n\n\n<li>\u75c5\u6c17\u306e\u767a\u751f\u306b\u5bc4\u4e0e\u3059\u308b\u571f\u58cc\u3068\u74b0\u5883\u6761\u4ef6\u3002<\/li>\n\n\n\n<li>\u75c5\u6c17\u306e\u30ea\u30b9\u30af\u30ec\u30d9\u30eb\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306e\u5c65\u6b74\u30c7\u30fc\u30bf\u3068\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e88\u6e2c AI \u30e2\u30c7\u30eb\u3092\u7cbe\u5bc6\u8fb2\u696d\u30b7\u30b9\u30c6\u30e0\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u8fb2\u5bb6\u306f\u4e8b\u5f8c\u5bfe\u5fdc\u3067\u306f\u306a\u304f\u4e88\u9632\u7b56\u3092\u8b1b\u3058\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u6539\u826f\u3055\u308c\u305f\u9023\u5408\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u95a2\u3059\u308b\u61f8\u5ff5\u3068\u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316\u306e\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u3001\u4eca\u5f8c\u306e\u7814\u7a76\u3067\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u9069\u5fdc\u578b\u9023\u5408\u5b66\u7fd2 (FL) \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u958b\u767a\u306b\u91cd\u70b9\u3092\u7f6e\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fb2\u5834\u30c7\u30fc\u30bf\u306e\u5909\u52d5\u3092\u8003\u616e\u3057\u3066\u30e2\u30c7\u30eb\u96c6\u7d04\u624b\u6cd5\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ed\u30fc\u30ab\u30eb \u30c7\u30d0\u30a4\u30b9\u3068\u4e2d\u592e\u30b5\u30fc\u30d0\u30fc\u9593\u306e\u901a\u4fe1\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u4fdd\u8b77\u3059\u308b AI \u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u4fe1\u983c\u6027\u3092\u5f37\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>FL \u306f\u3001AI \u3092\u6d3b\u7528\u3057\u305f\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u3092\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u304b\u3064\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u91cd\u8996\u306b\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\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 \u306b\u3088\u308b AI \u3092\u6d3b\u7528\u3057\u305f\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u306e\u5f37\u5316<\/h2>\n\n\n\n<p>AI\u306b\u3088\u308b\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u304c\u9032\u5316\u3092\u7d9a\u3051\u308b\u4e2d\u3001\u9ad8\u54c1\u8cea\u306e\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306f\u6b63\u78ba\u6027\u3068\u62e1\u5f35\u6027\u3092\u78ba\u4fdd\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002 <a href=\"https:\/\/flypix.ai\/ja\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30d5\u30e9\u30a4\u30d4\u30c3\u30af\u30b9AI<\/a>\u306f\u5730\u7406\u7a7a\u9593 AI \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5c02\u9580\u3068\u3057\u3001\u8fb2\u696d\u3001\u6797\u696d\u3001\u7cbe\u5bc6\u8fb2\u696d\u5411\u3051\u306e\u9ad8\u5ea6\u306a\u7269\u4f53\u691c\u51fa\u304a\u3088\u3073\u5206\u6790\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u5f53\u793e\u306e AI \u642d\u8f09\u5730\u7406\u7a7a\u9593\u5206\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068 UAV \u30d9\u30fc\u30b9\u306e\u75c5\u6c17\u691c\u51fa\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u8fb2\u5bb6\u3084\u8fb2\u696d\u7814\u7a76\u8005\u306f\u5e83\u5927\u306a\u8fb2\u5730\u3092\u52b9\u7387\u7684\u306b\u5206\u6790\u3057\u3001\u75c5\u6c17\u306e\u65e9\u671f\u5146\u5019\u3092\u691c\u51fa\u3057\u3001\u6bd4\u985e\u306e\u306a\u3044\u30b9\u30d4\u30fc\u30c9\u3068\u7cbe\u5ea6\u3067\u30ea\u30bd\u30fc\u30b9\u306e\u5272\u308a\u5f53\u3066\u3092\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8fb2\u696d\u306e\u305f\u3081\u306e AI \u3092\u6d3b\u7528\u3057\u305f\u5730\u7406\u7a7a\u9593\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9<\/h3>\n\n\n\n<p>AI \u30d9\u30fc\u30b9\u306e\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u306b\u304a\u3051\u308b\u6700\u5927\u306e\u8ab2\u984c\u306e 1 \u3064\u306f\u3001\u7cbe\u5ea6\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u5927\u91cf\u306e\u822a\u7a7a\u753b\u50cf\u3092\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u5f93\u6765\u306e\u624b\u52d5\u6ce8\u91c8\u4ed8\u3051\u65b9\u6cd5\u3067\u306f\u81a8\u5927\u306a\u6642\u9593\u3068\u52b4\u529b\u304c\u304b\u304b\u308a\u307e\u3059\u304c\u3001FlyPix AI \u306e\u5730\u7406\u7a7a\u9593\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306f\u3001\u8fb2\u4f5c\u7269\u306e\u7570\u5e38\u3092\u81ea\u52d5\u7684\u306b\u691c\u51fa\u3057\u3066\u5206\u985e\u3059\u308b\u3053\u3068\u3067\u30d7\u30ed\u30bb\u30b9\u3092\u52a0\u901f\u3057\u307e\u3059\u3002\u5f53\u793e\u306e\u30ab\u30b9\u30bf\u30e0 AI \u30e2\u30c7\u30eb \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u6b21\u306e\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>RGB\u3001\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u3001\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u306e UAV \u753b\u50cf\u3092\u4f7f\u7528\u3057\u3066\u3001\u5e83\u5927\u306a\u8fb2\u5730\u5168\u4f53\u306e\u75c5\u6c17\u306e\u690d\u7269\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e6\u30fc\u30b6\u30fc\u5b9a\u7fa9\u306e\u6ce8\u91c8\u3092\u4f7f\u7528\u3057\u3066\u7279\u5b9a\u306e\u4f5c\u7269\u306e\u75c5\u6c17\u3092\u691c\u51fa\u3059\u308b\u30ab\u30b9\u30bf\u30e0 AI \u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u75c5\u6c17\u306e\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3092\u81ea\u52d5\u5316\u3057\u3001\u6642\u9593\u306e\u7d4c\u904e\u306b\u4f34\u3046\u5909\u5316\u3092\u8ffd\u8de1\u3057\u3066\u4e88\u6e2c\u5206\u6790\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>FlyPix AI \u306e\u5730\u7406\u7a7a\u9593\u5206\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u8fb2\u696d\u5c02\u9580\u5bb6\u306f\u6ce8\u91c8\u4f5c\u6210\u6642\u9593\u3092 99.7% \u77ed\u7e2e\u3057\u3001\u624b\u52d5\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u3067\u306f\u306a\u304f\u6226\u7565\u7684\u306a\u4ecb\u5165\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">FlyPix AI \u3068 UAV \u30d9\u30fc\u30b9\u306e\u75c5\u6c17\u691c\u51fa\u306e\u7d71\u5408<\/h3>\n\n\n\n<p>\u30c9\u30ed\u30fc\u30f3\u306b\u3088\u308b\u4f5c\u7269\u76e3\u8996\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u3001FlyPix AI \u306f\u6b21\u306e\u3088\u3046\u306a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u75c5\u6c17\u5206\u6790\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI \u3092\u6d3b\u7528\u3057\u305f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8a8d\u8b58\u306b\u3088\u308a\u5927\u898f\u6a21\u306a UAV \u753b\u50cf\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b9\u30da\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u5206\u6790\u3092\u901a\u3058\u3066\u690d\u7269\u306e\u30b9\u30c8\u30ec\u30b9\u30d1\u30bf\u30fc\u30f3\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3068\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3066\u3001\u75c5\u6c17\u306e\u5206\u985e\u7cbe\u5ea6\u3092\u9ad8\u3081\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5730\u7406\u7a7a\u9593\u30de\u30c3\u30d4\u30f3\u30b0\u3068\u8996\u899a\u5316\u3092\u63d0\u4f9b\u3057\u3001\u5f71\u97ff\u3092\u53d7\u3051\u305f\u5730\u57df\u3092\u52b9\u7387\u7684\u306b\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5f53\u793e\u306e AI \u30e2\u30c7\u30eb\u3092\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5b89\u5168\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u304c\u4fdd\u8a3c\u3055\u308c\u3001\u8fb2\u5bb6\u306f\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u640d\u306a\u3046\u3053\u3068\u306a\u304f\u75c5\u6c17\u691c\u51fa\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u6539\u826f\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7cbe\u5bc6\u8fb2\u696d\u306b\u304a\u3051\u308b AI \u306e\u672a\u6765<\/h3>\n\n\n\n<p>FlyPix AI \u3067\u306f\u3001\u5730\u7406\u7a7a\u9593\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3068 AI \u3092\u6d3b\u7528\u3057\u305f\u8fb2\u696d\u304c\u30b9\u30de\u30fc\u30c8\u8fb2\u696d\u306e\u6b21\u306e\u9769\u547d\u3092\u63a8\u9032\u3059\u308b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002UAV \u30d9\u30fc\u30b9\u306e\u75c5\u6c17\u691c\u51fa\u306b\u3088\u308a\u7cbe\u5bc6\u8fb2\u696d\u304c\u9032\u5316\u3057\u7d9a\u3051\u308b\u4e2d\u3001\u5f53\u793e\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u696d\u754c\u306e\u30cb\u30fc\u30ba\u306b\u9069\u5fdc\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u8fb2\u696d\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u308c\u4ee5\u5916\u306e\u5206\u91ce\u306b\u3082\u62e1\u5f35\u53ef\u80fd\u3067\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a AI \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/flypix.ai\/ja\/contact-us\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u53c2\u52a0\u3057\u307e\u305b\u3093\u304b<\/a> AI \u3092\u6d3b\u7528\u3057\u305f\u4f5c\u7269\u76e3\u8996\u306e\u672a\u6765\u3092\u5909\u9769\u3057\u307e\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u5730\u7406\u7a7a\u9593\u5206\u6790\u3092\u5b9f\u73fe\u3059\u308b FlyPix AI \u306e\u30d1\u30ef\u30fc\u3092\u4eca\u3059\u3050\u4f53\u9a13\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8ad6<\/h2>\n\n\n\n<p>AI\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3001UAV \u30d9\u30fc\u30b9\u306e\u30ea\u30e2\u30fc\u30c8 \u30bb\u30f3\u30b7\u30f3\u30b0\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u8fb2\u4f5c\u7269\u306e\u75c5\u5bb3\u691c\u51fa\u306b\u9769\u547d\u304c\u8d77\u3053\u308a\u3001\u8fb2\u5bb6\u306f\u751f\u7523\u6027\u3092\u5411\u4e0a\u3055\u305b\u3001\u640d\u5931\u3092\u524a\u6e1b\u3059\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN)\u3001\u30d3\u30b8\u30e7\u30f3 \u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc (ViT)\u3001\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0 (FL) \u306f\u3001\u9ad8\u7cbe\u5ea6\u3067\u75c5\u5bb3\u3092\u7279\u5b9a\u3057\u3066\u5206\u985e\u3059\u308b\u306e\u306b\u52b9\u679c\u7684\u3067\u3042\u308b\u3053\u3068\u304c\u5b9f\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb \u30bb\u30f3\u30b5\u30fc\u3068\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb \u30bb\u30f3\u30b5\u30fc\u3092\u642d\u8f09\u3057\u305f UAV \u306f\u3001\u8fb2\u4f5c\u7269\u306e\u5065\u5eb7\u72b6\u614b\u3092\u8a73\u7d30\u306b\u64ae\u5f71\u3059\u308b\u3053\u3068\u3067\u3001\u75c5\u5bb3\u76e3\u8996\u3092\u3055\u3089\u306b\u5f37\u5316\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u75c5\u5bb3\u306e\u65e9\u671f\u691c\u51fa\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u8fb2\u5bb6\u306f\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u4e88\u9632\u63aa\u7f6e\u3092\u8b1b\u3058\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u6700\u7d42\u7684\u306b\u306f\u53ce\u7a6b\u91cf\u306e\u54c1\u8cea\u3068\u98df\u7ce7\u306e\u5b89\u5168\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3046\u3057\u305f\u9769\u65b0\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u7528\u6027\u3001\u8a08\u7b97\u306e\u8907\u96d1\u3055\u3001\u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316\u306a\u3069\u306e\u8ab2\u984c\u306f\u4f9d\u7136\u3068\u3057\u3066\u5b58\u5728\u3057\u307e\u3059\u3002\u4eca\u5f8c\u306e\u7814\u7a76\u3067\u306f\u3001CNN \u3068 ViT \u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9 \u30e2\u30c7\u30eb\u306e\u958b\u767a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u75c5\u6c17\u76e3\u8996\u306e\u305f\u3081\u306e AI \u3068 IoT \u30c7\u30d0\u30a4\u30b9\u306e\u7d71\u5408\u3001\u5206\u6563\u578b\u30c7\u30fc\u30bf \u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u305f\u3081\u306e\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u6700\u9069\u5316\u306b\u91cd\u70b9\u3092\u7f6e\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u9032\u6b69\u3059\u308b\u306b\u3064\u308c\u3066\u3001AI \u3092\u6d3b\u7528\u3057\u305f\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u30b7\u30b9\u30c6\u30e0\u306f\u3088\u308a\u30a2\u30af\u30bb\u30b9\u3057\u3084\u3059\u304f\u3001\u8cbb\u7528\u5bfe\u52b9\u679c\u304c\u9ad8\u304f\u3001\u5e83\u304f\u63a1\u7528\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u3088\u308a\u6301\u7d9a\u53ef\u80fd\u3067\u56de\u5fa9\u529b\u306e\u3042\u308b\u8fb2\u696d\u7523\u696d\u304c\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1739185039661\"><strong class=\"schema-faq-question\">AI \u306b\u3088\u308b\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u3068\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">AI \u30d9\u30fc\u30b9\u306e\u8fb2\u4f5c\u7269\u75c5\u5bb3\u691c\u51fa\u3067\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u690d\u7269\u306e\u8449\u306e\u753b\u50cf\u3092\u5206\u6790\u3057\u3001\u8996\u899a\u30d1\u30bf\u30fc\u30f3\u306b\u57fa\u3065\u3044\u3066\u75c5\u6c17\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u304a\u308a\u3001\u75c5\u6c17\u3092\u9ad8\u3044\u7cbe\u5ea6\u3067\u5206\u985e\u3067\u304d\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739185053698\"><strong class=\"schema-faq-question\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u4f5c\u7269\u306e\u75c5\u6c17\u306e\u7279\u5b9a\u306b\u3069\u306e\u3088\u3046\u306b\u5f79\u7acb\u3061\u307e\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u306a\u3069\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306f\u3001\u753b\u50cf\u304b\u3089\u7279\u5fb4\u3092\u81ea\u52d5\u7684\u306b\u62bd\u51fa\u3057\u3001\u8449\u306e\u8cea\u611f\u3001\u8272\u3001\u5f62\u72b6\u306e\u30d1\u30bf\u30fc\u30f3\u306b\u57fa\u3065\u3044\u3066\u690d\u7269\u306e\u75c5\u6c17\u3092\u5206\u985e\u3057\u307e\u3059\u3002ResNet-50 \u3084 MobileNet-V2 \u306a\u3069\u306e\u30e2\u30c7\u30eb\u306f\u3001\u75c5\u6c17\u306e\u691c\u51fa\u306b\u975e\u5e38\u306b\u52b9\u679c\u7684\u3067\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739185067363\"><strong class=\"schema-faq-question\">UAV\uff08\u30c9\u30ed\u30fc\u30f3\uff09\u306f\u75c5\u6c17\u306e\u691c\u51fa\u306b\u304a\u3044\u3066\u3069\u306e\u3088\u3046\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u306e\u3067\u3057\u3087\u3046\u304b?<\/strong> <p class=\"schema-faq-answer\">RGB\u3001\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u3001\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u30ab\u30e1\u30e9\u3092\u642d\u8f09\u3057\u305f UAV \u304c\u3001\u4f5c\u7269\u306e\u9ad8\u89e3\u50cf\u5ea6\u753b\u50cf\u3092\u64ae\u5f71\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u753b\u50cf\u306f AI \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u5206\u6790\u3055\u308c\u3001\u5e83\u5927\u306a\u8fb2\u5730\u306e\u75c5\u6c17\u306e\u75c7\u72b6\u3092\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306b\u691c\u51fa\u3057\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739185082008\"><strong class=\"schema-faq-question\">\u8fb2\u696d\u306b\u304a\u3051\u308b\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5229\u70b9\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308a\u3001\u8907\u6570\u306e\u8fb2\u5bb6\u3084\u7d44\u7e54\u304c\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u306a\u304f AI \u30e2\u30c7\u30eb\u3092\u5171\u540c\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3057\u306a\u304c\u3089\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739185097324\"><strong class=\"schema-faq-question\">AI\u306f\u75c7\u72b6\u304c\u73fe\u308c\u308b\u524d\u306b\u4f5c\u7269\u306e\u75c5\u6c17\u3092\u691c\u51fa\u3067\u304d\u307e\u3059\u304b\uff1f<\/strong> <p class=\"schema-faq-answer\">\u306f\u3044\u3001\u4e88\u6e2c AI \u30e2\u30c7\u30eb\u306f\u690d\u7269\u306e\u5065\u5eb7\u6307\u6a19\u3068\u74b0\u5883\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066\u3001\u76ee\u306b\u898b\u3048\u308b\u75c7\u72b6\u304c\u73fe\u308c\u308b\u524d\u306b\u75c5\u6c17\u306e\u65e9\u671f\u5146\u5019\u3092\u691c\u51fa\u3057\u3001\u7a4d\u6975\u7684\u306a\u6cbb\u7642\u3092\u53ef\u80fd\u306b\u3057\u3066\u4f5c\u7269\u306e\u640d\u5931\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739185119228\"><strong class=\"schema-faq-question\">AI \u30e2\u30c7\u30eb\u306f\u4f5c\u7269\u306e\u75c5\u6c17\u3092\u691c\u51fa\u3059\u308b\u306e\u306b\u3069\u306e\u7a0b\u5ea6\u6b63\u78ba\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">AI \u30e2\u30c7\u30eb\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u4f7f\u7528\u3055\u308c\u308b\u30e2\u30c7\u30eb \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u5fdc\u3058\u3066\u300195% \u3092\u8d85\u3048\u308b\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u8a3c\u3057\u3066\u3044\u307e\u3059\u3002ResNet-50 \u306a\u3069\u306e CNN \u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u306f\u3001\u4e00\u90e8\u306e\u5b9f\u9a13\u3067 99% \u3092\u8d85\u3048\u308b\u7cbe\u5ea6\u30ec\u30d9\u30eb\u3092\u9054\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p> <\/div> <\/div>","protected":false},"excerpt":{"rendered":"<p>Crop diseases pose a significant threat to agricultural productivity, food security, and economic stability. Factors such as climate change, lack of immunity in crops, and inadequate disease management contribute to widespread damage. Traditional disease detection methods rely on visual inspection, which is time-consuming, labor-intensive, and often inaccurate. With the advent of artificial intelligence (AI), deep learning, and computer vision, automated crop disease detection has become a promising solution. Recent research highlights the effectiveness of machine learning (ML) and deep learning (DL) in detecting and classifying crop diseases with high accuracy. This article explores various approaches, including convolutional neural networks (CNNs), vision transformers (ViT), federated learning, and drone-based remote sensing, in [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":174003,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-173999","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>AI-Powered Crop Disease Detection: Deep Learning &amp; UAVs<\/title>\n<meta name=\"description\" content=\"Discover how AI, deep learning, and UAVs revolutionize crop disease detection. Learn about CNNs, federated learning, and remote sensing for precision agriculture.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/flypix.ai\/ja\/crop-disease-detection\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI-Powered Crop Disease Detection: Deep Learning &amp; UAVs\" \/>\n<meta property=\"og:description\" content=\"Discover how AI, deep learning, and UAVs revolutionize crop disease detection. Learn about CNNs, federated learning, and remote sensing for precision agriculture.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/flypix.ai\/ja\/crop-disease-detection\/\" \/>\n<meta property=\"og:site_name\" content=\"Flypix\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-10T11:01:42+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-02-10T11:01:44+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/3-20-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1696\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"FlyPix AI Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"FlyPix AI Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"20\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/crop-disease-detection\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/crop-disease-detection\\\/\"},\"author\":{\"name\":\"FlyPix AI Team\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/#\\\/schema\\\/person\\\/762b2907c30a8062bd4dc28816c472e3\"},\"headline\":\"Crop Disease Detection: The Role of AI and Deep Learning\",\"datePublished\":\"2025-02-10T11:01:42+00:00\",\"dateModified\":\"2025-02-10T11:01:44+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/crop-disease-detection\\\/\"},\"wordCount\":4226,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/crop-disease-detection\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/flypix.ai\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/3-20-scaled.jpg\",\"articleSection\":[\"Articles\"],\"inLanguage\":\"ja\"},{\"@type\":[\"WebPage\",\"FAQPage\"],\"@id\":\"https:\\\/\\\/flypix.ai\\\/crop-disease-detection\\\/\",\"url\":\"https:\\\/\\\/flypix.ai\\\/crop-disease-detection\\\/\",\"name\":\"AI-Powered Crop Disease Detection: Deep Learning & UAVs\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/crop-disease-detection\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/crop-disease-detection\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/flypix.ai\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/3-20-scaled.jpg\",\"datePublished\":\"2025-02-10T11:01:42+00:00\",\"dateModified\":\"2025-02-10T11:01:44+00:00\",\"description\":\"Discover how AI, deep learning, and UAVs revolutionize crop disease detection. 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