{"id":11549,"date":"2025-05-04T21:00:25","date_gmt":"2025-05-04T19:00:25","guid":{"rendered":"https:\/\/geopard.tech\/?p=11549"},"modified":"2025-05-04T21:00:25","modified_gmt":"2025-05-04T19:00:25","slug":"cmtnet%e3%81%af%e3%80%81%e5%be%93%e6%9d%a5%e3%81%ae%e4%bd%9c%e7%89%a9%e5%88%86%e9%a1%9e%e3%82%92%e5%87%8c%e9%a7%95%e3%81%99%e3%82%8b%e3%81%93%e3%81%a8%e3%81%a7%e3%80%81%e7%b2%be%e5%af%86%e8%be%b2","status":"publish","type":"post","link":"https:\/\/geopard.tech\/jp\/blog\/cmtnet-redefines-precision-agriculture-by-outperforming-traditional-crop-classification\/","title":{"rendered":"CMTNet\u306f\u3001\u5f93\u6765\u306e\u4f5c\u7269\u5206\u985e\u3092\u51cc\u99d5\u3059\u308b\u3053\u3068\u3067\u3001\u7cbe\u5bc6\u8fb2\u696d\u3092\u518d\u5b9a\u7fa9\u3059\u308b\u3002"},"content":{"rendered":"

\u6b63\u78ba\u306a\u4f5c\u7269\u5206\u985e\u306f\u3001\u73fe\u4ee3\u306e\u7cbe\u5bc6\u8fb2\u696d\u306b\u3068\u3063\u3066\u4e0d\u53ef\u6b20\u3067\u3042\u308a\u3001\u8fb2\u5bb6\u304c\u4f5c\u7269\u306e\u5065\u5eb7\u72b6\u614b\u3092\u76e3\u8996\u3057\u3001\u53ce\u7a6b\u91cf\u3092\u4e88\u6e2c\u3057\u3001\u8cc7\u6e90\u3092\u52b9\u7387\u7684\u306b\u914d\u5206\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002\u3057\u304b\u3057\u3001\u5f93\u6765\u306e\u65b9\u6cd5\u3067\u306f\u3001\u4f5c\u7269\u306e\u7a2e\u985e\u3001\u751f\u80b2\u6bb5\u968e\u3001\u30b9\u30da\u30af\u30c8\u30eb\u7279\u6027\u304c\u5927\u304d\u304f\u7570\u306a\u308b\u8907\u96d1\u306a\u8fb2\u696d\u74b0\u5883\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u306a\u5834\u5408\u304c\u591a\u3044\u3002.<\/p>\n

\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u30a4\u30e1\u30fc\u30b8\u30f3\u30b0\u3068CMTNet\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h2>\n

\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u30a4\u30e1\u30fc\u30b8\u30f3\u30b0\uff08HSI\uff09\u306f\u3001\u6570\u767e\u3082\u306e\u72ed\u304f\u9023\u7d9a\u3057\u305f\u6ce2\u9577\u5e2f\u306b\u308f\u305f\u308b\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u6280\u8853\u3067\u3042\u308a\u3001\u3053\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u753b\u671f\u7684\u306a\u6280\u8853\u3068\u3057\u3066\u767b\u5834\u3057\u307e\u3057\u305f\u3002\u5c11\u6570\u306e\u5e83\u5e2f\u57df\u3067\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u6a19\u6e96\u7684\u306aRGB\u30ab\u30e1\u30e9\u3084\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u30bb\u30f3\u30b5\u30fc\u3068\u306f\u7570\u306a\u308a\u3001HSI\u306f\u5404\u30d4\u30af\u30bb\u30eb\u306b\u3064\u3044\u3066\u8a73\u7d30\u306a\u300c\u30b9\u30da\u30af\u30c8\u30eb\u6307\u7d0b\u300d\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002.<\/p>\n

\u4f8b\u3048\u3070\u3001\u5065\u5eb7\u306a\u690d\u7269\u306f\u30af\u30ed\u30ed\u30d5\u30a3\u30eb\u6d3b\u6027\u306b\u3088\u308a\u8fd1\u8d64\u5916\u7dda\u3092\u5f37\u304f\u53cd\u5c04\u3059\u308b\u4e00\u65b9\u3001\u30b9\u30c8\u30ec\u30b9\u3092\u53d7\u3051\u305f\u4f5c\u7269\u306f\u72ec\u7279\u306e\u5438\u53ce\u30d1\u30bf\u30fc\u30f3\u3092\u793a\u3057\u307e\u3059\u3002HSI\u306f\u3001\u3053\u308c\u3089\u306e\u5fae\u5999\u306a\u5909\u5316\uff08400\uff5e1,000\u30ca\u30ce\u30e1\u30fc\u30c8\u30eb\uff09\u3092\u9ad8\u7a7a\u9593\u5206\u89e3\u80fd\uff080.043\u30e1\u30fc\u30c8\u30eb\u3068\u3044\u3046\u5fae\u7d30\u306a\u5206\u89e3\u80fd\uff09\u3067\u8a18\u9332\u3059\u308b\u3053\u3068\u3067\u3001\u4f5c\u7269\u306e\u7a2e\u306e\u7cbe\u5bc6\u306a\u8b58\u5225\u3001\u75c5\u5bb3\u306e\u691c\u51fa\u3001\u571f\u58cc\u5206\u6790\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002.<\/p>\n

\u3053\u3046\u3057\u305f\u5229\u70b9\u304c\u3042\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u65e2\u5b58\u306e\u624b\u6cd5\u3067\u306f\u3001\u8449\u306e\u8cea\u611f\u3084\u571f\u58cc\u306e\u30d1\u30bf\u30fc\u30f3\u3068\u3044\u3063\u305f\u5c40\u6240\u7684\u306a\u8a73\u7d30\u3068\u3001\u5927\u898f\u6a21\u306a\u4f5c\u7269\u5206\u5e03\u3068\u3044\u3063\u305f\u5168\u4f53\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u3068\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u3068\u3044\u3046\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u308b\u3002\u3053\u306e\u9650\u754c\u306f\u3001\u30ce\u30a4\u30ba\u304c\u591a\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u4e0d\u5747\u8861\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3044\u3066\u7279\u306b\u9855\u8457\u306b\u306a\u308a\u3001\u4f5c\u7269\u9593\u306e\u5fae\u5999\u306a\u30b9\u30da\u30af\u30c8\u30eb\u5dee\u304c\u8aa4\u5206\u985e\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002.<\/p>\n

\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001\u7814\u7a76\u8005\u305f\u3061\u306f\u00a0CMTNet<\/strong>\u00a0\uff08Convolutional Meets Transformer Network\uff09\u306f\u3001\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u3068Transformer\u306e\u5f37\u307f\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u3001\u65b0\u3057\u3044\u6df1\u5c64\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002CNN\u306f\u3001\u753b\u50cf\u306a\u3069\u306e\u30b0\u30ea\u30c3\u30c9\u72b6\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u4e00\u7a2e\u3067\u3001\u7a7a\u9593\u968e\u5c64\uff08\u30a8\u30c3\u30b8\u3001\u30c6\u30af\u30b9\u30c1\u30e3\u306a\u3069\uff09\u3092\u691c\u51fa\u3059\u308b\u30d5\u30a3\u30eb\u30bf\u30fc\u5c64\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002.<\/p>\n

\"CMTNet\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\"<\/p>\n

\u3082\u3068\u3082\u3068\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u305f\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u3001\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u3092\u7528\u3044\u3066\u30c7\u30fc\u30bf\u5185\u306e\u9577\u8ddd\u96e2\u4f9d\u5b58\u6027\u3092\u30e2\u30c7\u30eb\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u6349\u3048\u308b\u3053\u3068\u306b\u9577\u3051\u3066\u3044\u307e\u3059\u3002\u30ed\u30fc\u30ab\u30eb\u306a\u7279\u5fb4\u3068\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u7279\u5fb4\u3092\u9806\u6b21\u51e6\u7406\u3059\u308b\u5f93\u6765\u306e\u30e2\u30c7\u30eb\u3068\u306f\u7570\u306a\u308a\u3001CMTNet\u306f\u4e26\u5217\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4e21\u65b9\u306e\u30bf\u30a4\u30d7\u306e\u60c5\u5831\u3092\u540c\u6642\u306b\u62bd\u51fa\u3057\u307e\u3059\u3002.<\/p>\n

\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u975e\u5e38\u306b\u52b9\u679c\u7684\u3067\u3042\u308b\u3053\u3068\u304c\u8a3c\u660e\u3055\u308c\u3066\u304a\u308a\u30013\u3064\u306e\u4e3b\u8981\u306aUAV\u30d9\u30fc\u30b9\u306eHSI\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u6700\u5148\u7aef\u306e\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001WHU-Hi-LongKou\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u3001CMTNet\u306f\u7dcf\u5408\u7cbe\u5ea6\uff08OA\uff0999.58%\u3092\u9054\u6210\u3057\u3001\u3053\u308c\u307e\u3067\u306e\u6700\u826f\u30e2\u30c7\u30eb\u30920.19%\u4e0a\u56de\u308a\u307e\u3057\u305f\u3002.<\/p>\n

\u8fb2\u696d\u5206\u985e\u306b\u304a\u3051\u308b\u5f93\u6765\u578b\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u30a4\u30e1\u30fc\u30b8\u30f3\u30b0\u306e\u8ab2\u984c<\/h2>\n

\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u306e\u5206\u6790\u306b\u304a\u3051\u308b\u521d\u671f\u306e\u624b\u6cd5\u306f\u3001\u30b9\u30da\u30af\u30c8\u30eb\u7279\u6027\u307e\u305f\u306f\u7a7a\u9593\u7279\u6027\u306e\u3044\u305a\u308c\u304b\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u7d50\u679c\u304c\u4e0d\u5b8c\u5168\u306a\u3082\u306e\u3067\u3042\u3063\u305f\u3002\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\u306a\u3069\u306e\u30b9\u30da\u30af\u30c8\u30eb\u6280\u8853\u306f\u3001\u6ce2\u9577\u60c5\u5831\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u3053\u3068\u3067\u30c7\u30fc\u30bf\u306e\u8907\u96d1\u3055\u3092\u8efd\u6e1b\u3057\u305f\u304c\u3001\u30d4\u30af\u30bb\u30eb\u9593\u306e\u7a7a\u9593\u7684\u306a\u95a2\u4fc2\u6027\u3092\u7121\u8996\u3057\u3066\u3044\u305f\u3002.<\/p>\n

\u4f8b\u3048\u3070\u3001\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\u306f\u3001\u9ad8\u6b21\u5143\u306e\u30b9\u30da\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3092\u3001\u6700\u3082\u591a\u304f\u306e\u5206\u6563\u3092\u8aac\u660e\u3059\u308b\u5c11\u6570\u306e\u6210\u5206\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u3067\u3001\u5206\u6790\u3092\u7c21\u7d20\u5316\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u624b\u6cd5\u3067\u306f\u3001\u7551\u306b\u304a\u3051\u308b\u4f5c\u7269\u306e\u914d\u7f6e\u3068\u3044\u3063\u305f\u7a7a\u9593\u7684\u306a\u6587\u8108\u304c\u7121\u8996\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u9006\u306b\u3001\u6570\u7406\u5f62\u614b\u5b66\u6f14\u7b97\u5b50\u306e\u3088\u3046\u306a\u7a7a\u9593\u7684\u624b\u6cd5\u306f\u3001\u4f5c\u7269\u306e\u7269\u7406\u7684\u306a\u914d\u7f6e\u306b\u304a\u3051\u308b\u30d1\u30bf\u30fc\u30f3\u3092\u5f37\u8abf\u3057\u307e\u3059\u304c\u3001\u91cd\u8981\u306a\u30b9\u30da\u30af\u30c8\u30eb\u306e\u8a73\u7d30\u3092\u898b\u843d\u3068\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002.<\/p>\n

\u6570\u7406\u5f62\u614b\u5b66\u306f\u3001\u81a8\u5f35\u3084\u53ce\u7e2e\u3068\u3044\u3063\u305f\u6f14\u7b97\u3092\u7528\u3044\u3066\u3001\u753b\u50cf\u304b\u3089\u5f62\u72b6\u3084\u69cb\u9020\uff08\u4f8b\u3048\u3070\u3001\u7551\u306e\u5883\u754c\u306a\u3069\uff09\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u306f\u3001\u4e21\u65b9\u306e\u30bf\u30a4\u30d7\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u5206\u985e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3066\u304d\u307e\u3057\u305f\u3002.<\/p>\n

\u3057\u304b\u3057\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u4e00\u5ea6\u306b\u300c\u898b\u308b\u300d\u3053\u3068\u304c\u3067\u304d\u308b\u753b\u50cf\u9818\u57df\u3067\u3042\u308b\u53d7\u5bb9\u91ce\u304c\u56fa\u5b9a\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u9577\u8ddd\u96e2\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u6349\u3048\u308b\u80fd\u529b\u304c\u5236\u9650\u3055\u308c\u308b\u3002\u4f8b\u3048\u3070\u30013D-CNN\u306f\u3001\u30b9\u30da\u30af\u30c8\u30eb\u7279\u6027\u306f\u4f3c\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u5e83\u5927\u306a\u7551\u3067\u751f\u80b2\u30d1\u30bf\u30fc\u30f3\u304c\u7570\u306a\u308b2\u7a2e\u985e\u306e\u30c0\u30a4\u30ba\u3092\u533a\u5225\u3059\u308b\u306e\u306b\u82e6\u52b4\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002.<\/p>\n

\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u4e00\u7a2e\u3067\u3042\u308bTransformer\u306f\u3001\u3053\u306e\u554f\u984c\u306b\u5bfe\u3059\u308b\u89e3\u6c7a\u7b56\u3092\u63d0\u4f9b\u3057\u307e\u3057\u305f\u3002Transformer\u306f\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u5185\u306e\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u95a2\u4fc2\u6027\u3092\u30e2\u30c7\u30eb\u5316\u3059\u308b\u3053\u3068\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u5165\u529b\u30b7\u30fc\u30b1\u30f3\u30b9\u306e\u3055\u307e\u3056\u307e\u306a\u90e8\u5206\u306e\u91cd\u8981\u6027\u3092\u91cd\u307f\u4ed8\u3051\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u95a2\u9023\u6027\u306e\u9ad8\u3044\u9818\u57df\uff08\u4f8b\u3048\u3070\u3001\u75c5\u6c17\u306e\u690d\u7269\u306e\u96c6\u307e\u308a\uff09\u306b\u7126\u70b9\u3092\u5f53\u3066\u3064\u3064\u3001\u30ce\u30a4\u30ba\uff08\u4f8b\u3048\u3070\u3001\u96f2\u306e\u5f71\uff09\u3092\u7121\u8996\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002.<\/p>\n

\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u624b\u6cd5\u306f\u3001\u8449\u306e\u7e01\u3084\u571f\u58cc\u306e\u3072\u3073\u5272\u308c\u3068\u3044\u3063\u305f\u7d30\u304b\u3044\u5c40\u6240\u7684\u306a\u7279\u5fb4\u3092\u898b\u843d\u3068\u3057\u304c\u3061\u3067\u3059\u3002CTMixer\u306e\u3088\u3046\u306a\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30e2\u30c7\u30eb\u306f\u3001CNN\u3068Transformer\u3092\u7d44\u307f\u5408\u308f\u305b\u3088\u3046\u3068\u8a66\u307f\u307e\u3057\u305f\u304c\u3001\u5c40\u6240\u7684\u306a\u7279\u5fb4\u3092\u5148\u306b\u51e6\u7406\u3057\u3001\u305d\u306e\u5f8c\u3067\u5168\u4f53\u7684\u306a\u7279\u5fb4\u3092\u51e6\u7406\u3059\u308b\u3068\u3044\u3046\u9010\u6b21\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u3001\u60c5\u5831\u306e\u878d\u5408\u304c\u975e\u52b9\u7387\u306b\u306a\u308a\u3001\u8907\u96d1\u306a\u8fb2\u696d\u74b0\u5883\u306b\u304a\u3044\u3066\u6700\u9069\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5f97\u3089\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002.<\/p>\n

CMTNet\u306e\u4ed5\u7d44\u307f\uff1a\u30ed\u30fc\u30ab\u30eb\u6a5f\u80fd\u3068\u30b0\u30ed\u30fc\u30d0\u30eb\u6a5f\u80fd\u306e\u6a4b\u6e21\u3057<\/h2>\n

CMTNet\u306f\u3001\u30b9\u30da\u30af\u30c8\u30eb\u7a7a\u9593\u7684\u7279\u5fb4\u3001\u5c40\u6240\u7684\u7279\u5fb4\u3001\u304a\u3088\u3073\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u7279\u5fb4\u3092\u52b9\u679c\u7684\u306b\u62bd\u51fa\u304a\u3088\u3073\u878d\u5408\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u72ec\u81ea\u306e3\u90e8\u69cb\u6210\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u3063\u3066\u3001\u3053\u308c\u3089\u306e\u5236\u7d04\u3092\u514b\u670d\u3057\u307e\u3059\u3002.<\/p>\n

1.<\/strong> \u6700\u521d\u306e\u69cb\u6210\u8981\u7d20\u306f\u3001 \u30b9\u30da\u30af\u30c8\u30eb\u7a7a\u9593\u7279\u5fb4\u62bd\u51fa\u30e2\u30b8\u30e5\u30fc\u30eb<\/strong>, 3D\u304a\u3088\u30732D\u7573\u307f\u8fbc\u307f\u5c64\u3092\u4f7f\u7528\u3057\u3066\u3001\u751f\u306eHSI\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u307e\u3059\u3002.<\/p>\n

3D\u7573\u307f\u8fbc\u307f\u5c64\u306f\u3001\u7a7a\u9593\u7684\uff08\u9ad8\u3055\u00d7\u5e45\uff09\u6b21\u5143\u3068\u30b9\u30da\u30af\u30c8\u30eb\u7684\uff08\u6ce2\u9577\uff09\u6b21\u5143\u306e\u4e21\u65b9\u3092\u540c\u6642\u306b\u5206\u6790\u3057\u3001\u4f5c\u7269\u306e\u8449\u51a0\u5168\u4f53\u306b\u304a\u3051\u308b\u7279\u5b9a\u306e\u6ce2\u9577\u306e\u53cd\u5c04\u7387\u306a\u3069\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u6349\u3048\u307e\u3059\u3002\u4f8b\u3048\u3070\u30013D\u30ab\u30fc\u30cd\u30eb\u306f\u3001\u5065\u5eb7\u306a\u30c8\u30a6\u30e2\u30ed\u30b3\u30b7\u306f\u4e0b\u8449\u306b\u6bd4\u3079\u3066\u4e0a\u8449\u3067\u8fd1\u8d64\u5916\u7dda\u3092\u3088\u308a\u591a\u304f\u53cd\u5c04\u3059\u308b\u3053\u3068\u3092\u691c\u51fa\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002.<\/p>\n

\u6b21\u306b\u30012D\u30ec\u30a4\u30e4\u30fc\u3067\u3053\u308c\u3089\u306e\u7279\u5fb4\u3092\u3055\u3089\u306b\u6d17\u7df4\u3055\u305b\u3001\u7551\u306b\u304a\u3051\u308b\u690d\u7269\u306e\u914d\u7f6e\u3068\u3044\u3063\u305f\u7a7a\u9593\u7684\u306a\u8a73\u7d30\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059\u3002\u3053\u306e2\u6bb5\u968e\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308a\u3001\u30b9\u30da\u30af\u30c8\u30eb\u591a\u69d8\u6027\uff08\u4f8b\uff1a\u30af\u30ed\u30ed\u30d5\u30a3\u30eb\u542b\u6709\u91cf\uff09\u3068\u7a7a\u9593\u7684\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\uff08\u4f8b\uff1a\u5217\u9593\u9694\uff09\u306e\u4e21\u65b9\u304c\u78ba\u5b9f\u306b\u4fdd\u6301\u3055\u308c\u307e\u3059\u3002.<\/p>\n

2.<\/strong> 2\u756a\u76ee\u306e\u69cb\u6210\u8981\u7d20\u306f\u3001 \u30ed\u30fc\u30ab\u30eb\u30fb\u30b0\u30ed\u30fc\u30d0\u30eb\u7279\u5fb4\u62bd\u51fa\u30e2\u30b8\u30e5\u30fc\u30eb<\/strong>, \u306f\u4e26\u5217\u306b\u52d5\u4f5c\u3057\u307e\u3059\u3002\u4e00\u65b9\u306e\u30d6\u30e9\u30f3\u30c1\u3067\u306f\u3001CNN\u3092\u4f7f\u7528\u3057\u3066\u500b\u3005\u306e\u8449\u306e\u8cea\u611f\u3084\u571f\u58cc\u306e\u5f62\u72b6\u306a\u3069\u3001\u5c40\u6240\u7684\u306a\u8a73\u7d30\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u7279\u5fb4\u306f\u3001\u7570\u306a\u308b\u5927\u8c46\u54c1\u7a2e\u306a\u3069\u3001\u30b9\u30da\u30af\u30c8\u30eb\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u304c\u985e\u4f3c\u3057\u3066\u3044\u308b\u7a2e\u3092\u8b58\u5225\u3059\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002.<\/p>\n

\u3082\u3046\u4e00\u65b9\u306e\u30d6\u30e9\u30f3\u30c1\u3067\u306f\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u3092\u7528\u3044\u3066\u3001\u4f5c\u7269\u304c\u5e83\u5927\u306a\u5730\u57df\u306b\u3069\u306e\u3088\u3046\u306b\u5206\u5e03\u3057\u3066\u3044\u308b\u304b\u3001\u8fd1\u304f\u306e\u6728\u306e\u5f71\u304c\u30b9\u30da\u30af\u30c8\u30eb\u6e2c\u5b9a\u5024\u306b\u3069\u306e\u3088\u3046\u306b\u5f71\u97ff\u3059\u308b\u304b\u3068\u3044\u3063\u305f\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u95a2\u4fc2\u6027\u3092\u30e2\u30c7\u30eb\u5316\u3057\u307e\u3059\u3002CMTNet\u306f\u3001\u3053\u308c\u3089\u306e\u7279\u5fb4\u3092\u9806\u6b21\u51e6\u7406\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u540c\u6642\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u5f93\u6765\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30e2\u30c7\u30eb\u306b\u3064\u304d\u3082\u306e\u3060\u3063\u305f\u60c5\u5831\u640d\u5931\u3092\u56de\u907f\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n

\u4f8b\u3048\u3070\u3001CNN\u30d6\u30e9\u30f3\u30c1\u306f\u7dbf\u306e\u8449\u306e\u30ae\u30b6\u30ae\u30b6\u3057\u305f\u7e01\u3092\u8b58\u5225\u3059\u308b\u304c\u3001Transformer\u30d6\u30e9\u30f3\u30c1\u306f\u3053\u308c\u3089\u306e\u8449\u304c\u30b4\u30de\u306e\u6728\u306b\u56f2\u307e\u308c\u305f\u3088\u308a\u5927\u304d\u306a\u7dbf\u7551\u306e\u4e00\u90e8\u3067\u3042\u308b\u3053\u3068\u3092\u8a8d\u8b58\u3059\u308b\u3002.<\/p>\n

3.<\/strong> 3\u756a\u76ee\u306e\u69cb\u6210\u8981\u7d20\u306f\u3001 \u30de\u30eb\u30c1\u51fa\u529b\u5236\u7d04\u30e2\u30b8\u30e5\u30fc\u30eb<\/strong>, \u3053\u308c\u306b\u3088\u308a\u3001\u5c40\u6240\u7684\u7279\u5fb4\u3001\u5168\u4f53\u7684\u7279\u5fb4\u3001\u304a\u3088\u3073\u878d\u5408\u3055\u308c\u305f\u7279\u5fb4\u5168\u4f53\u306b\u308f\u305f\u3063\u3066\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u5b66\u7fd2\u304c\u4fdd\u8a3c\u3055\u308c\u307e\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u3001\u5404\u7279\u5fb4\u30bf\u30a4\u30d7\u306b\u500b\u5225\u306e\u640d\u5931\u95a2\u6570\u304c\u9069\u7528\u3055\u308c\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u7406\u89e3\u306e\u3042\u3089\u3086\u308b\u5074\u9762\u3092\u6d17\u7df4\u3059\u308b\u3088\u3046\u306b\u4fc3\u3055\u308c\u307e\u3059\u3002.<\/p>\n

\u640d\u5931\u95a2\u6570\u306f\u3001\u4e88\u6e2c\u5024\u3068\u5b9f\u969b\u5024\u306e\u5dee\u3092\u5b9a\u91cf\u5316\u3057\u3001\u30e2\u30c7\u30eb\u306e\u8abf\u6574\u3092\u5c0e\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u5c40\u6240\u7684\u306a\u7279\u5fb4\u306b\u5bfe\u3059\u308b\u640d\u5931\u306f\u3001\u8449\u306e\u7e01\u3092\u8aa4\u5206\u985e\u3057\u305f\u5834\u5408\u306b\u30e2\u30c7\u30eb\u306b\u30da\u30ca\u30eb\u30c6\u30a3\u3092\u4e0e\u3048\u308b\u4e00\u65b9\u3001\u5168\u4f53\u7684\u306a\u640d\u5931\u306f\u3001\u5927\u898f\u6a21\u306a\u4f5c\u7269\u5206\u5e03\u306b\u304a\u3051\u308b\u8aa4\u5dee\u3092\u4fee\u6b63\u3057\u307e\u3059\u3002.<\/p>\n

\u3053\u308c\u3089\u306e\u640d\u5931\u306f\u3001\u30e9\u30f3\u30c0\u30e0\u30b5\u30fc\u30c1\u306b\u3088\u3063\u3066\u6700\u9069\u5316\u3055\u308c\u305f\u91cd\u307f\u3092\u7528\u3044\u3066\u7d71\u5408\u3055\u308c\u307e\u3059\u3002\u30e9\u30f3\u30c0\u30e0\u30b5\u30fc\u30c1\u3068\u306f\u3001\u7cbe\u5ea6\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u306b\u69d8\u3005\u306a\u91cd\u307f\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u30c6\u30b9\u30c8\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308a\u3001\u591a\u69d8\u306a\u8fb2\u696d\u30b7\u30ca\u30ea\u30aa\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3001\u5805\u7262\u3067\u9069\u5fdc\u6027\u306e\u9ad8\u3044\u30e2\u30c7\u30eb\u304c\u69cb\u7bc9\u3055\u308c\u307e\u3059\u3002.<\/p>\n

UAV\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3051\u308bCMTNet\u306e\u6027\u80fd\u8a55\u4fa1<\/h2>\n

CMTNet\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u3001\u7814\u7a76\u8005\u3089\u306f\u6b66\u6f22\u5927\u5b66\u304cUAV\u3067\u53d6\u5f97\u3057\u305f3\u3064\u306e\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\u30c6\u30b9\u30c8\u3092\u884c\u3063\u305f\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u305d\u306e\u9ad8\u54c1\u8cea\u3068\u591a\u69d8\u6027\u304b\u3089\u3001\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u5206\u91ce\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308b\u3002<\/p>\n

    \n
  1. WHU-Hi-LongKou<\/strong>\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001550\u00d7400\u30d4\u30af\u30bb\u30eb\u3001270\u306e\u30b9\u30da\u30af\u30c8\u30eb\u30d0\u30f3\u30c9\u3001\u7a7a\u9593\u89e3\u50cf\u5ea60.463\u30e1\u30fc\u30c8\u30eb\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002\u7a7a\u9593\u89e3\u50cf\u5ea60.463\u30e1\u30fc\u30c8\u30eb\u3068\u306f\u3001\u5404\u30d4\u30af\u30bb\u30eb\u304c\u5730\u4e0a\u306e0.463m\u00d70.463m\u306e\u9818\u57df\u3092\u8868\u3057\u3001\u500b\u3005\u306e\u690d\u7269\u3092\u8b58\u5225\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u30c8\u30a6\u30e2\u30ed\u30b3\u30b7\u3001\u7dbf\u3001\u7c73\u306a\u30699\u7a2e\u985e\u306e\u4f5c\u7269\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u30011,019\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b5\u30f3\u30d7\u30eb\u3068203,523\u306e\u30c6\u30b9\u30c8\u30b5\u30f3\u30d7\u30eb\u304c\u3042\u308a\u307e\u3059\u3002.<\/li>\n
  2. WHU-Hi-HanChuan<\/strong>0.109\u30e1\u30fc\u30c8\u30eb\u89e3\u50cf\u5ea6\u30671,217\u00d7303\u30d4\u30af\u30bb\u30eb\u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u3057\u305f\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3001\u30a4\u30c1\u30b4\u3001\u5927\u8c46\u3001\u30d7\u30e9\u30b9\u30c1\u30c3\u30af\u30b7\u30fc\u30c8\u306a\u306916\u7a2e\u985e\u306e\u571f\u5730\u88ab\u8986\u30bf\u30a4\u30d7\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u9ad8\u89e3\u50cf\u5ea6\uff080.109\u30e1\u30fc\u30c8\u30eb\uff09\u306b\u3088\u308a\u3001\u82e5\u3044\u5927\u8c46\u3068\u6210\u719f\u3057\u305f\u5927\u8c46\u306e\u533a\u5225\u306a\u3069\u3001\u3088\u308a\u7d30\u304b\u3044\u30c7\u30a3\u30c6\u30fc\u30eb\u3092\u8b58\u5225\u3067\u304d\u307e\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b5\u30f3\u30d7\u30eb\u3068\u30c6\u30b9\u30c8\u30b5\u30f3\u30d7\u30eb\u306f\u3001\u305d\u308c\u305e\u308c1,289\u3068256,241\u3067\u3057\u305f\u3002.<\/li>\n
  3. WHU-Hi-HongHu<\/strong>940\u00d7475\u30d4\u30af\u30bb\u30eb\u3001270\u30d0\u30f3\u30c9\u306e\u9ad8\u89e3\u50cf\u5ea6\uff080.043\u30e1\u30fc\u30c8\u30eb\uff09\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3001\u7dbf\u3001\u83dc\u7a2e\u3001\u30cb\u30f3\u30cb\u30af\u306e\u82bd\u306a\u306922\u7a2e\u985e\u306e\u30af\u30e9\u30b9\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u30020.043\u30e1\u30fc\u30c8\u30eb\u306e\u89e3\u50cf\u5ea6\u3067\u306f\u3001\u500b\u3005\u306e\u8449\u3084\u571f\u58cc\u306e\u3072\u3073\u5272\u308c\u307e\u3067\u898b\u3048\u308b\u305f\u3081\u3001\u304d\u3081\u7d30\u304b\u3044\u5206\u985e\u306b\u6700\u9069\u3067\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u30011,925\u500b\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b5\u30f3\u30d7\u30eb\u3068384,678\u500b\u306e\u30c6\u30b9\u30c8\u30b5\u30f3\u30d7\u30eb\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002.<\/li>\n<\/ol>\n

    \"\u9ad8\u89e3\u50cf\u5ea6\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6bd4\u8f03\"<\/p>\n

    \u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001NVIDIA TITAN Xp GPU\u4e0a\u3067PyTorch\u3092\u4f7f\u7528\u3057\u3066\u5b66\u7fd2\u3055\u308c\u3001\u5b66\u7fd2\u7387\u306f0.001\u3001\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u306f100\u306b\u8a2d\u5b9a\u3055\u308c\u307e\u3057\u305f\u3002\u5b66\u7fd2\u7387\u306f\u3001\u5b66\u7fd2\u4e2d\u306b\u30e2\u30c7\u30eb\u304c\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u3069\u306e\u7a0b\u5ea6\u8abf\u6574\u3059\u308b\u304b\u3092\u6c7a\u5b9a\u3059\u308b\u3082\u306e\u3067\u3001\u9ad8\u3059\u304e\u308b\u3068\u6700\u9069\u5024\u3092\u8d85\u3048\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u4f4e\u3059\u304e\u308b\u3068\u5b66\u7fd2\u304c\u9045\u304f\u306a\u308a\u307e\u3059\u3002.<\/p>\n

    \u4fe1\u983c\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u3001\u5404\u5b9f\u9a13\u306f10\u56de\u7e70\u308a\u8fd4\u3055\u308c\u3001\u5165\u529b\u30d1\u30c3\u30c1\uff08\u753b\u50cf\u5168\u4f53\u306e\u5c0f\u3055\u306a\u30bb\u30b0\u30e1\u30f3\u30c8\uff09\u306f\u3001\u30b0\u30ea\u30c3\u30c9\u30b5\u30fc\u30c1\uff08\u3055\u307e\u3056\u307e\u306a\u30d1\u30c3\u30c1\u30b5\u30a4\u30ba\u3092\u30c6\u30b9\u30c8\u3057\u3066\u6700\u3082\u52b9\u679c\u7684\u306a\u30b5\u30a4\u30ba\u3092\u898b\u3064\u3051\u308b\u65b9\u6cd5\uff09\u306b\u3088\u3063\u306613\u00d713\u30d4\u30af\u30bb\u30eb\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u3002.<\/p>\n

    CMTNet\u304c\u4f5c\u7269\u5206\u985e\u306b\u304a\u3044\u3066\u6700\u5148\u7aef\u306e\u7cbe\u5ea6\u3092\u9054\u6210<\/h2>\n

    CMTNet\u306f\u3001\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3044\u3066\u76ee\u899a\u307e\u3057\u3044\u6210\u679c\u3092\u4e0a\u3052\u3001\u5168\u4f53\u7684\u306a\u7cbe\u5ea6\uff08OA\uff09\u3068\u30af\u30e9\u30b9\u3054\u3068\u306e\u6027\u80fd\u306e\u4e21\u65b9\u3067\u65e2\u5b58\u306e\u624b\u6cd5\u3092\u51cc\u99d5\u3057\u307e\u3057\u305f\u3002OA\u306f\u3001\u3059\u3079\u3066\u306e\u30af\u30e9\u30b9\u306b\u304a\u3044\u3066\u6b63\u3057\u304f\u5206\u985e\u3055\u308c\u305f\u30d4\u30af\u30bb\u30eb\u306e\u5272\u5408\u3092\u6e2c\u5b9a\u3059\u308b\u6307\u6a19\u3067\u3042\u308a\u3001\u5e73\u5747\u7cbe\u5ea6\uff08AA\uff09\u306f\u3001\u30af\u30e9\u30b9\u3054\u3068\u306e\u5e73\u5747\u7cbe\u5ea6\u3092\u8a08\u7b97\u3057\u3001\u4e0d\u5747\u8861\u3092\u89e3\u6d88\u3057\u307e\u3059\u3002.<\/p>\n

    WHU-Hi-LongKou\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3044\u3066\u3001CMTNet\u306f99.58%\u306e\u7dcf\u5408\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u3001CTMixer\u30920.19%\u4e0a\u56de\u308a\u307e\u3057\u305f\u3002\u7dbf\uff0841\u30b5\u30f3\u30d7\u30eb\uff09\u306e\u3088\u3046\u306b\u8a13\u7df4\u30c7\u30fc\u30bf\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u96e3\u3057\u3044\u30af\u30e9\u30b9\u3067\u3082\u3001CMTNet\u306f99.53%\u306e\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002\u540c\u69d8\u306b\u3001WHU-Hi-HanChuan\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u3001\u30b9\u30a4\u30ab\uff0822\u30b5\u30f3\u30d7\u30eb\uff09\u306e\u7cbe\u5ea6\u309282.42%\u304b\u308996.11%\u306b\u5411\u4e0a\u3055\u305b\u3001\u52b9\u679c\u7684\u306a\u7279\u5fb4\u878d\u5408\u306b\u3088\u3063\u3066\u4e0d\u5747\u8861\u306a\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3067\u304d\u308b\u80fd\u529b\u3092\u793a\u3057\u307e\u3057\u305f\u3002.<\/p>\n

    \u5206\u985e\u30de\u30c3\u30d7\u3092\u8996\u899a\u7684\u306b\u6bd4\u8f03\u3057\u305f\u3068\u3053\u308d\u30013D-CNN\u3084Vision Transformer\uff08ViT\uff09\u306a\u3069\u306e\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u3001\u65ad\u7247\u5316\u3055\u308c\u305f\u30d1\u30c3\u30c1\u304c\u5c11\u306a\u304f\u3001\u7551\u9593\u306e\u5883\u754c\u304c\u3088\u308a\u6ed1\u3089\u304b\u3067\u3042\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u305f\u3002\u4f8b\u3048\u3070\u3001\u65e5\u9670\u306b\u306a\u308a\u3084\u3059\u3044WHU-Hi-HanChuan\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u3001CMTNet\u306f\u4f4e\u3044\u592a\u967d\u89d2\u5ea6\u306b\u3088\u3063\u3066\u5f15\u304d\u8d77\u3053\u3055\u308c\u308b\u30a8\u30e9\u30fc\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u305f\u304c\u3001ResNet\u306f\u30c0\u30a4\u30ba\u3092\u7070\u8272\u306e\u5c4b\u6839\u3068\u8aa4\u5206\u985e\u3057\u305f\u3002.<\/p>\n

    \"\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3051\u308bCMTNet\u306e\u6027\u80fd\"<\/p>\n

    \u5f71\u306f\u30b9\u30da\u30af\u30c8\u30eb\u7279\u6027\u3092\u5909\u5316\u3055\u305b\u308b\u305f\u3081\u3001\u7279\u6709\u306e\u8ab2\u984c\u3068\u306a\u308b\u3002\u4f8b\u3048\u3070\u3001\u5f71\u306b\u306a\u3063\u305f\u5927\u8c46\u306f\u8fd1\u8d64\u5916\u7dda\u306e\u53cd\u5c04\u7387\u304c\u4f4e\u304f\u306a\u308a\u3001\u690d\u7269\u4ee5\u5916\u306e\u3082\u306e\u306e\u3088\u3046\u306b\u898b\u3048\u308b\u3053\u3068\u304c\u3042\u308b\u3002CMTNet\u306f\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u5f71\u306b\u306a\u3063\u305f\u690d\u7269\u304c\u3088\u308a\u5e83\u3044\u5927\u8c46\u7551\u306e\u4e00\u90e8\u3067\u3042\u308b\u3053\u3068\u3092\u8a8d\u8b58\u3057\u3001\u30a8\u30e9\u30fc\u3092\u4f4e\u6e1b\u3057\u305f\u3002.<\/p>\n

    WHU-Hi-HongHu\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306f\u7570\u306a\u308b\u30a2\u30d6\u30e9\u30ca\u79d1\u54c1\u7a2e\u306a\u3069\u306e\u30b9\u30da\u30af\u30c8\u30eb\u7684\u306b\u985e\u4f3c\u3057\u305f\u4f5c\u7269\u3092\u8b58\u5225\u3059\u308b\u3053\u3068\u306b\u512a\u308c\u3066\u304a\u308a\u300196.54%\u306e\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002\u00a0Brassica parachinensis<\/em>.<\/p>\n

    \u30a2\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u7814\u7a76\uff08\u69cb\u6210\u8981\u7d20\u3092\u9664\u53bb\u3057\u3066\u305d\u306e\u5f71\u97ff\u3092\u8a55\u4fa1\u3059\u308b\u5b9f\u9a13\uff09\u306b\u3088\u308a\u3001\u5404\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u91cd\u8981\u6027\u304c\u78ba\u8a8d\u3055\u308c\u305f\u3002\u30de\u30eb\u30c1\u51fa\u529b\u5236\u7d04\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u8ffd\u52a0\u3059\u308b\u3060\u3051\u3067\u3001WHU-Hi-HongHu\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3051\u308bOA\u304c1.52%\u5411\u4e0a\u3057\u3001\u7279\u5fb4\u878d\u5408\u306e\u7cbe\u5ea6\u5411\u4e0a\u306b\u304a\u3051\u308b\u305d\u306e\u5f79\u5272\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u305f\u3002\u3053\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u306a\u3044\u5834\u5408\u3001\u5c40\u6240\u7684\u7279\u5fb4\u3068\u5168\u4f53\u7684\u7279\u5fb4\u304c\u7121\u79e9\u5e8f\u306b\u7d44\u307f\u5408\u308f\u3055\u308c\u3001\u5206\u985e\u7d50\u679c\u306b\u4e00\u8cab\u6027\u304c\u306a\u304f\u306a\u3063\u305f\u3002.<\/p>\n

    \u8a08\u7b97\u4e0a\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3068\u5b9f\u52d9\u4e0a\u306e\u8003\u616e\u4e8b\u9805<\/h2>\n

    CMTNet\u306e\u7cbe\u5ea6\u306f\u6bd4\u985e\u306e\u306a\u3044\u3082\u306e\u3067\u3059\u304c\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u306f\u5f93\u6765\u306e\u624b\u6cd5\u3088\u308a\u3082\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002WHU-Hi-HongHu\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306e\u5b66\u7fd2\u306b\u306f1,885\u79d2\u304b\u304b\u308a\u307e\u3057\u305f\u304c\u3001\u5b66\u7fd2\u4e2d\u306b\u6c7a\u5b9a\u6728\u3092\u69cb\u7bc9\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042\u308b\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\uff08RF\uff09\u3067\u306f74\u79d2\u3067\u3057\u305f\u3002.<\/p>\n

    \u3057\u304b\u3057\u3001\u7cbe\u5bc6\u8fb2\u696d\u306b\u304a\u3044\u3066\u306f\u3001\u3053\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u306f\u6b63\u5f53\u5316\u3055\u308c\u308b\u3002\u306a\u305c\u306a\u3089\u3001\u7cbe\u5ea6\u306f\u53ce\u91cf\u4e88\u6e2c\u3084\u8cc7\u6e90\u914d\u5206\u306b\u76f4\u63a5\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u304b\u3089\u3067\u3042\u308b\u3002\u4f8b\u3048\u3070\u3001\u75c5\u6c17\u306b\u304b\u304b\u3063\u305f\u4f5c\u7269\u3092\u5065\u5eb7\u306a\u4f5c\u7269\u3068\u8aa4\u3063\u3066\u5206\u985e\u3059\u308b\u3068\u3001\u5bb3\u866b\u306e\u8513\u5ef6\u304c\u5236\u5fa1\u4e0d\u80fd\u306b\u306a\u308a\u3001\u7551\u5168\u4f53\u304c\u58ca\u6ec5\u7684\u306a\u88ab\u5bb3\u3092\u53d7\u3051\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002.<\/p>\n

    \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u306f\u3001\u4eca\u5f8c\u306e\u7814\u7a76\u3067\u306f\u3001\u5197\u9577\u306a\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u526a\u5b9a\u3084\u91cd\u307f\u306e\u91cf\u5b50\u5316\uff08\u6570\u5024\u7cbe\u5ea6\u306e\u4f4e\u4e0b\uff09\u3068\u3044\u3063\u305f\u30e2\u30c7\u30eb\u5727\u7e2e\u6280\u8853\u3092\u691c\u8a0e\u3059\u308b\u3053\u3068\u3067\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u72a0\u7272\u306b\u3059\u308b\u3053\u3068\u306a\u304f\u5b9f\u884c\u6642\u9593\u3092\u77ed\u7e2e\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u526a\u5b9a\u306f\u3001\u6728\u306e\u679d\u3092\u526a\u5b9a\u3057\u3066\u5f62\u72b6\u3092\u6574\u3048\u308b\u3088\u3046\u306b\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304b\u3089\u91cd\u8981\u5ea6\u306e\u4f4e\u3044\u63a5\u7d9a\u3092\u524a\u9664\u3059\u308b\u3082\u306e\u3067\u3042\u308a\u3001\u91cf\u5b50\u5316\u306f\u6570\u5024\u8a08\u7b97\u3092\u7c21\u7565\u5316\u3059\u308b\u3053\u3068\u3067\u51e6\u7406\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002.<\/p>\n

    CMTNet\u306b\u3088\u308b\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u4f5c\u7269\u5206\u985e\u306e\u672a\u6765<\/h2>\n

    CMTNet\u306f\u6210\u529f\u3092\u53ce\u3081\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u9650\u754c\u3082\u62b1\u3048\u3066\u3044\u308b\u3002WHU-Hi-HanChuan\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u3001\u65e5\u9670\u306e\u591a\u3044\u5730\u57df\u3067\u306f\u6027\u80fd\u304c\u308f\u305a\u304b\u306b\u4f4e\u4e0b\u3059\u308b\uff0897.29% OA\u306b\u5bfe\u3057\u3001\u65e5\u5f53\u305f\u308a\u306e\u826f\u3044LongKou\u3067\u306f99.58%\uff09\u3002\u65e5\u9670\u306f\u53cd\u5c04\u5149\u306e\u5f37\u5ea6\u3092\u4f4e\u4e0b\u3055\u305b\u3001\u30b9\u30da\u30af\u30c8\u30eb\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3092\u5909\u5316\u3055\u305b\u308b\u305f\u3081\u3001\u5206\u985e\u3092\u8907\u96d1\u306b\u3059\u308b\u3002.<\/p>\n

    \u3055\u3089\u306b\u3001\u72ed\u8449\u5927\u8c46\uff08\u30b5\u30f3\u30d7\u30eb\u657020\uff09\u306e\u3088\u3046\u306b\u8a13\u7df4\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u6975\u3081\u3066\u5c11\u306a\u3044\u30af\u30e9\u30b9\u306f\u3001\u30c7\u30fc\u30bf\u91cf\u306e\u591a\u3044\u30af\u30e9\u30b9\u306b\u6bd4\u3079\u3066\u6027\u80fd\u304c\u52a3\u308a\u307e\u3059\u3002\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u5c11\u306a\u3044\u3068\u3001\u571f\u58cc\u306e\u8cea\u306b\u3088\u308b\u8449\u306e\u5f62\u72b6\u306e\u9055\u3044\u306a\u3069\u3001\u591a\u69d8\u306a\u5909\u7570\u3092\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u3059\u308b\u80fd\u529b\u304c\u5236\u9650\u3055\u308c\u307e\u3059\u3002.<\/p>\n

    \u4eca\u5f8c\u306e\u7814\u7a76\u3067\u306f\u3001LiDAR\u6a19\u9ad8\u30de\u30c3\u30d7\u3084\u71b1\u753b\u50cf\u306a\u3069\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u5f71\u3084\u906e\u853d\u7269\u306b\u5bfe\u3059\u308b\u8010\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3060\u308d\u3046\u3002LiDAR\uff08\u5149\u691c\u51fa\u30fb\u6e2c\u8ddd\uff09\u306f\u30ec\u30fc\u30b6\u30fc\u30d1\u30eb\u30b9\u3092\u7528\u3044\u30663D\u5730\u5f62\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u3001\u9ad8\u3055\u306e\u9055\u3044\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u4f5c\u7269\u3068\u5f71\u3092\u533a\u5225\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002.<\/p>\n

    \u3055\u3089\u306b\u3001\u71b1\u753b\u50cf\u8a3a\u65ad\u306f\u71b1\u306e\u75d5\u8de1\u3092\u6349\u3048\u3001\u690d\u7269\u306e\u5065\u5eb7\u72b6\u614b\u306b\u95a2\u3059\u308b\u8ffd\u52a0\u7684\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30b9\u30c8\u30ec\u30b9\u3092\u53d7\u3051\u305f\u4f5c\u7269\u306f\u3001\u84b8\u6563\u91cf\u306e\u6e1b\u5c11\u306b\u3088\u308a\u3001\u3057\u3070\u3057\u3070\u6a39\u51a0\u6e29\u5ea6\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u3066\u3044\u306a\u3044\u30c7\u30fc\u30bf\uff08\u4f8b\u3048\u3070\u3001\u624b\u52d5\u306b\u3088\u308b\u6ce8\u91c8\u306e\u306a\u3044UAV\u753b\u50cf\uff09\u3092\u6d3b\u7528\u3059\u308b\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u6280\u8853\u306f\u3001\u5e0c\u5c11\u306a\u4f5c\u7269\u30bf\u30a4\u30d7\u306e\u691c\u51fa\u306b\u304a\u3044\u3066\u3082\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n

    \u4e00\u8cab\u6027\u6b63\u5247\u5316\uff08\u540c\u3058\u753b\u50cf\u306e\u308f\u305a\u304b\u306b\u5909\u66f4\u3055\u308c\u305f\u30d0\u30fc\u30b8\u30e7\u30f3\u5168\u4f53\u306b\u308f\u305f\u3063\u3066\u5b89\u5b9a\u3057\u305f\u4e88\u6e2c\u3092\u751f\u6210\u3059\u308b\u3088\u3046\u306b\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3059\u308b\u3053\u3068\uff09\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u7814\u7a76\u8005\u306f\u30e9\u30d9\u30eb\u306a\u3057\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3066\u6c4e\u5316\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n

    \u6700\u5f8c\u306b\u3001\u30aa\u30f3\u30dc\u30fc\u30c9GPU\u3092\u642d\u8f09\u3057\u305f\u30c9\u30ed\u30fc\u30f3\u306a\u3069\u306e\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u306bCMTNet\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u9060\u9694\u5730\u3067\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u76e3\u8996\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u3078\u306e\u5c0e\u5165\u306f\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3078\u306e\u4f9d\u5b58\u5ea6\u3092\u4f4e\u6e1b\u3057\u3001\u9045\u5ef6\u3068\u30c7\u30fc\u30bf\u4f1d\u9001\u30b3\u30b9\u30c8\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u305d\u306e\u305f\u3081\u306b\u306f\u3001\u9650\u3089\u308c\u305f\u30e1\u30e2\u30ea\u3068\u51e6\u7406\u80fd\u529b\u306b\u5408\u308f\u305b\u3066\u30e2\u30c7\u30eb\u3092\u6700\u9069\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001MobileNet\u306e\u3088\u3046\u306a\u8efd\u91cf\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3084\u3001\u3088\u308a\u5c0f\u3055\u306a\u300c\u751f\u5f92\u300d\u30e2\u30c7\u30eb\u304c\u3088\u308a\u5927\u304d\u306a\u300c\u6559\u5e2b\u300d\u30e2\u30c7\u30eb\u3092\u6a21\u5023\u3059\u308b\u77e5\u8b58\u84b8\u7559\u306a\u3069\u306e\u624b\u6cd5\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002.<\/p>\n

    \u7d50\u8ad6<\/h2>\n

    CMTNet\u306f\u3001\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u4f5c\u7269\u5206\u985e\u306b\u304a\u3051\u308b\u5927\u304d\u306a\u98db\u8e8d\u3092\u8c61\u5fb4\u3059\u308b\u3082\u306e\u3067\u3059\u3002CNN\u3068Transformer\u3092\u878d\u5408\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u7279\u5fb4\u62bd\u51fa\u3068\u878d\u5408\u306b\u304a\u3051\u308b\u9577\u5e74\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3057\u3001\u8fb2\u5bb6\u3084\u8fb2\u5b66\u8005\u306b\u7cbe\u5bc6\u8fb2\u696d\u306e\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002.<\/p>\n

    \u7528\u9014\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u306e\u75c5\u5bb3\u691c\u51fa\u304b\u3089\u704c\u6f11\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306e\u6700\u9069\u5316\u307e\u3067\u591a\u5c90\u306b\u308f\u305f\u308a\u3001\u3053\u308c\u3089\u306f\u3059\u3079\u3066\u6c17\u5019\u5909\u52d5\u3068\u4eba\u53e3\u5897\u52a0\u304c\u9032\u3080\u4e2d\u3067\u6301\u7d9a\u53ef\u80fd\u306a\u8fb2\u696d\u306b\u3068\u3063\u3066\u4e0d\u53ef\u6b20\u3067\u3059\u3002UAV\u6280\u8853\u304c\u3088\u308a\u8eab\u8fd1\u306b\u306a\u308b\u306b\u3064\u308c\u3001CMTNet\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u306f\u4e16\u754c\u306e\u98df\u6599\u5b89\u5168\u4fdd\u969c\u306b\u304a\u3044\u3066\u6975\u3081\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3067\u3057\u3087\u3046\u3002.<\/p>\n

    \u8efd\u91cf\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3084\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u878d\u5408\u3068\u3044\u3063\u305f\u4eca\u5f8c\u306e\u6280\u8853\u9032\u6b69\u306b\u3088\u308a\u3001\u305d\u306e\u5b9f\u7528\u6027\u306f\u3055\u3089\u306b\u5411\u4e0a\u3059\u308b\u3060\u308d\u3046\u3002\u7d99\u7d9a\u7684\u306a\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u3063\u3066\u3001CMTNet\u306f\u4e16\u754c\u4e2d\u306e\u30b9\u30de\u30fc\u30c8\u8fb2\u696d\u30b7\u30b9\u30c6\u30e0\u306e\u790e\u3068\u306a\u308a\u3001\u5c06\u6765\u306e\u4e16\u4ee3\u306b\u308f\u305f\u3063\u3066\u52b9\u7387\u7684\u306a\u571f\u5730\u5229\u7528\u3068\u6301\u7d9a\u53ef\u80fd\u306a\u98df\u6599\u751f\u7523\u3092\u4fdd\u8a3c\u3059\u308b\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u308b\u3002.<\/p>\n

    \u53c2\u7167\uff1a <\/strong>Guo, X., Feng, Q. & Guo, F. CMTNet: \u7cbe\u5bc6\u8fb2\u696d\u306b\u304a\u3051\u308bUAV\u30d9\u30fc\u30b9\u306e\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u4f5c\u7269\u5206\u985e\u306e\u305f\u3081\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9CNN-\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3002Sci Rep 15, 12383 (2025). https:\/\/doi.org\/10.1038\/s41598-025-97052-w<\/a><\/p>","protected":false},"excerpt":{"rendered":"

    \u6b63\u78ba\u306a\u4f5c\u7269\u5206\u985e\u306f\u73fe\u4ee3\u306e\u7cbe\u5bc6\u8fb2\u696d\u306b\u4e0d\u53ef\u6b20\u3067\u3042\u308a\u3001\u8fb2\u5bb6\u304c\u4f5c\u7269\u306e\u5065\u5eb7\u72b6\u614b\u3092\u76e3\u8996\u3057\u3001\u53ce\u7a6b\u91cf\u3092\u4e88\u6e2c\u3057\u3001\u8cc7\u6e90\u3092\u52b9\u7387\u7684\u306b\u914d\u5206\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002\u3057\u304b\u3057\u3001\u5f93\u6765\u306e\u65b9\u6cd5\u3067\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u2026<\/p>","protected":false},"author":210157960,"featured_media":11556,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1657,1377],"tags":[],"class_list":["post-11549","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-precision-farming","category-crop-monitoring"],"acf":[],"yoast_head":"\nCMTNet Redefines Precision Agriculture By Outperforming Traditional Crop Classification - GeoPard Agriculture<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geopard.tech\/jp\/\u30d6\u30ed\u30b0\/cmtnet\u306f\u3001\u5f93\u6765\u306e\u4f5c\u7269\u5206\u985e\u3092\u51cc\u99d5\u3059\u308b\u3053\u3068\u3067\u3001\u7cbe\u5bc6\u8fb2\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"CMTNet Redefines Precision Agriculture By Outperforming Traditional Crop Classification - GeoPard Agriculture\" \/>\n<meta property=\"og:description\" content=\"Accurate crop classification is essential for modern precision agriculture, enabling farmers to monitor crop health, predict yields, and allocate resources efficiently. 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