{"id":174071,"date":"2025-02-17T21:36:57","date_gmt":"2025-02-17T21:36:57","guid":{"rendered":"https:\/\/flypix.ai\/?p=174071"},"modified":"2025-02-18T12:14:03","modified_gmt":"2025-02-18T12:14:03","slug":"building-damage-assessment","status":"publish","type":"post","link":"https:\/\/flypix.ai\/ja\/building-damage-assessment\/","title":{"rendered":"AI \u3092\u6d3b\u7528\u3057\u305f\u5efa\u7269\u88ab\u5bb3\u8a55\u4fa1: \u707d\u5bb3\u5bfe\u5fdc\u306e\u9769\u547d"},"content":{"rendered":"<p>\u5efa\u7269\u306e\u88ab\u5bb3\u8a55\u4fa1\u306f\u707d\u5bb3\u7ba1\u7406\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u30d7\u30ed\u30bb\u30b9\u3067\u3042\u308a\u3001\u81ea\u7136\u707d\u5bb3\u3001\u6b66\u529b\u7d1b\u4e89\u3001\u305d\u306e\u4ed6\u306e\u58ca\u6ec5\u7684\u306a\u51fa\u6765\u4e8b\u306e\u5f8c\u306b\u69cb\u9020\u7684\u88ab\u5bb3\u306e\u6df1\u523b\u5ea6\u3092\u5224\u65ad\u3057\u307e\u3059\u3002\u4eba\u5de5\u77e5\u80fd (AI) \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u88ab\u5bb3\u691c\u51fa\u306f\u5927\u5e45\u306b\u6539\u5584\u3055\u308c\u3001\u3088\u308a\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306a\u8a55\u4fa1\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3001\u885b\u661f\u753b\u50cf\u3001\u69cb\u9020\u5065\u5168\u6027\u76e3\u8996\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306b\u3088\u3063\u3066\u88ab\u5bb3\u8a55\u4fa1\u304c\u3069\u306e\u3088\u3046\u306b\u5f37\u5316\u3055\u308c\u3001\u52b9\u7387\u7684\u306a\u7dca\u6025\u5bfe\u5fdc\u304c\u53ef\u80fd\u306b\u306a\u308b\u304b\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"680\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-luis-gomes-166706-546819-1024x680.jpg\" alt=\"\" class=\"wp-image-174074\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-luis-gomes-166706-546819-1024x680.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-luis-gomes-166706-546819-300x199.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-luis-gomes-166706-546819-768x510.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-luis-gomes-166706-546819-1536x1020.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-luis-gomes-166706-546819-2048x1360.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-luis-gomes-166706-546819-18x12.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5efa\u7269\u640d\u50b7\u691c\u51fa\u306b\u304a\u3051\u308b AI \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/h2>\n\n\n\n<p>\u5efa\u7269\u306e\u640d\u50b7\u691c\u51fa\u306f\u3001AI \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u7d71\u5408\u306b\u3088\u308a\u6280\u8853\u9769\u547d\u3092\u9042\u3052\u307e\u3057\u305f\u3002\u5f93\u6765\u306e\u65b9\u6cd5\u306f\u3001\u624b\u4f5c\u696d\u306b\u3088\u308b\u691c\u67fb\u3068\u76ee\u8996\u306b\u3088\u308b\u8a55\u4fa1\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u3066\u304a\u308a\u3001\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u52b4\u50cd\u96c6\u7d04\u7684\u3067\u3001\u4eba\u70ba\u7684\u30df\u30b9\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u3082\u306e\u3067\u3057\u305f\u3002\u4eca\u65e5\u3067\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u5730\u7406\u7a7a\u9593\u5206\u6790\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u885b\u661f\u753b\u50cf\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u88ab\u707d\u5730\u3067\u306e\u69cb\u9020\u7684\u640d\u50b7\u306e\u8a55\u4fa1\u65b9\u6cd5\u304c\u4e00\u5909\u3057\u307e\u3057\u305f\u3002AI \u99c6\u52d5\u578b\u30e2\u30c7\u30eb\u306f\u3001\u73fe\u5728\u3067\u306f\u3001\u640d\u50b7\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u81ea\u52d5\u7684\u306b\u8b58\u5225\u3001\u5206\u985e\u3001\u5b9a\u91cf\u5316\u3067\u304d\u308b\u305f\u3081\u3001\u81ea\u7136\u707d\u5bb3\u3001\u6226\u4e89\u306b\u3088\u308b\u7834\u58ca\u3001\u69cb\u9020\u7684\u6b20\u9665\u3078\u306e\u5bfe\u5fdc\u52b9\u7387\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u76e3\u8996\u30b7\u30b9\u30c6\u30e0\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001AI \u99c6\u52d5\u578b\u306e\u640d\u50b7\u8a55\u4fa1\u306f\u3088\u308a\u9ad8\u901f\u3067\u6b63\u78ba\u304b\u3064\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306b\u306a\u308a\u3001\u653f\u5e9c\u3001\u7dca\u6025\u5bfe\u5fdc\u8005\u3001\u90fd\u5e02\u8a08\u753b\u8005\u306f\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u6c7a\u5b9a\u3092\u4e0b\u3059\u3053\u3068\u304c\u3067\u304d\u3001\u6700\u7d42\u7684\u306b\u306f\u4eba\u547d\u3092\u6551\u3044\u3001\u7d4c\u6e08\u7684\u640d\u5931\u3092\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u885b\u661f\u753b\u50cf\u3068\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb<\/h3>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2 (ML) \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 (DL) \u306b\u3088\u308a\u3001\u7279\u306b\u707d\u5bb3\u88ab\u5bb3\u8a55\u4fa1\u306b\u304a\u3044\u3066\u30ea\u30e2\u30fc\u30c8 \u30bb\u30f3\u30b7\u30f3\u30b0 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u5927\u5e45\u306b\u6539\u5584\u3055\u308c\u307e\u3057\u305f\u3002\u5f93\u6765\u306e\u88ab\u5bb3\u8a55\u4fa1\u65b9\u6cd5\u306f\u3001\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u52b4\u50cd\u96c6\u7d04\u7684\u3067\u3001\u707d\u5bb3\u88ab\u707d\u5730\u3067\u306f\u5371\u967a\u3092\u4f34\u3046\u3053\u3068\u304c\u591a\u3044\u624b\u52d5\u691c\u67fb\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002\u885b\u661f\u753b\u50cf\u3068\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f AI \u306b\u3088\u308b\u88ab\u5bb3\u691c\u51fa\u306b\u3088\u308a\u3001\u5f71\u97ff\u3092\u53d7\u3051\u305f\u5efa\u7269\u3084\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u5927\u898f\u6a21\u304b\u3064\u8fc5\u901f\u306a\u81ea\u52d5\u8a55\u4fa1\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\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) \u306f\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u885b\u661f\u753b\u50cf\u3092\u5206\u6790\u3057\u3066\u3001\u707d\u5bb3\u767a\u751f\u524d\u3068\u767a\u751f\u5f8c\u306e\u69cb\u9020\u4e0a\u306e\u7570\u5e38\u3092\u691c\u51fa\u3057\u307e\u3059\u3002\u5909\u5316\u691c\u51fa\u3068\u547c\u3070\u308c\u308b\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u707d\u5bb3\u524d\u3068\u707d\u5bb3\u5f8c\u306e\u753b\u50cf\u3092\u6bd4\u8f03\u3057\u3066\u3001\u5efa\u7269\u306e\u7269\u7406\u7684\u5b8c\u5168\u6027\u306e\u9055\u3044\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002\u88ab\u5bb3\u8a55\u4fa1\u306b\u304a\u3051\u308b AI \u306e\u6709\u52b9\u6027\u306f\u3001\u9ad8\u54c1\u8cea\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u6b63\u78ba\u306a\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u3001\u5805\u7262\u306a\u5206\u985e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u640d\u50b7\u691c\u51fa\u306b\u304a\u3051\u308b AI \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/h4>\n\n\n\n<p>AI \u99c6\u52d5\u578b\u640d\u5bb3\u8a55\u4fa1\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5de6\u53f3\u3059\u308b\u91cd\u8981\u306a\u8981\u7d20\u306f\u3001\u5927\u898f\u6a21\u306a\u6ce8\u91c8\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5229\u7528\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u3067\u3059\u3002xView2 xBD \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u885b\u661f\u753b\u50cf\u304b\u3089\u640d\u5bb3\u5206\u985e\u3092\u69cb\u7bc9\u3059\u308b AI \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u6700\u3082\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e 1 \u3064\u3067\u3059\u3002<\/p>\n\n\n\n<p>Maxar \u306e\u30aa\u30fc\u30d7\u30f3 \u30c7\u30fc\u30bf \u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u901a\u3058\u3066\u4f5c\u6210\u3055\u308c\u305f xView2 xBD \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u8907\u6570\u306e\u5730\u57df\u306b\u308f\u305f\u308b\u81ea\u7136\u707d\u5bb3\u306e\u9ad8\u89e3\u50cf\u5ea6\u885b\u661f\u753b\u50cf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u300115 \u304b\u56fd\u304b\u3089\u306e 18,336 \u679a\u306e\u6ce8\u91c8\u4ed8\u304d\u753b\u50cf\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u300145,000 \u5e73\u65b9\u30ad\u30ed\u30e1\u30fc\u30c8\u30eb\u3092\u8d85\u3048\u308b\u707d\u5bb3\u88ab\u707d\u5730\u57df\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002\u5404\u753b\u50cf\u30da\u30a2\u306b\u306f\u707d\u5bb3\u524d (\u300cpre\u300d) \u3068\u707d\u5bb3\u5f8c (\u300cpost\u300d) \u306e\u753b\u50cf\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001AI \u30e2\u30c7\u30eb\u304c\u5efa\u7269\u306e\u88ab\u5bb3\u30ec\u30d9\u30eb\u3092\u5b66\u7fd2\u3057\u3066\u5206\u985e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u640d\u50b7\u691c\u51fa\u306e\u305f\u3081\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb<\/h4>\n\n\n\n<p>\u885b\u661f\u753b\u50cf\u3092\u4f7f\u7528\u3057\u305f\u640d\u50b7\u691c\u51fa\u306e\u305f\u3081\u306b\u3001\u3044\u304f\u3064\u304b\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u30c6\u30b9\u30c8\u3055\u308c\u3001\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6700\u3082\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30e2\u30c7\u30eb\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>U \u2013 \u30cd\u30c3\u30c8<\/strong>&nbsp; \u2013 \u7279\u5fb4\u30de\u30c3\u30d7\u3092\u62bd\u51fa\u3057\u3066\u5efa\u7269\u3068\u305d\u306e\u640d\u50b7\u30ec\u30d9\u30eb\u3092\u8b58\u5225\u3059\u308b CNN \u30d9\u30fc\u30b9\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u3002<\/li>\n\n\n\n<li><strong>\u30de\u30b9\u30afR \u2013 CNN<\/strong>&nbsp; \u2013 \u500b\u3005\u306e\u5efa\u7269\u3092\u691c\u51fa\u3057\u3001\u88ab\u5bb3\u306e\u6df1\u523b\u5ea6\u5206\u985e\u3092\u5272\u308a\u5f53\u3066\u308b\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u3002<\/li>\n\n\n\n<li><strong>BDA\u30cd\u30c3\u30c8<\/strong>&nbsp; \u2013 \u5efa\u7269\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3068\u88ab\u5bb3\u8a55\u4fa1\u306e\u305f\u3081\u306b\u707d\u5bb3\u524d\u3068\u707d\u5bb3\u5f8c\u306e\u753b\u50cf\u3092\u7d71\u5408\u3059\u308b\u591a\u6bb5\u968e CNN \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3002<\/li>\n\n\n\n<li><strong>\u3088\u308a\u901f\u3044R \u2013 CNN<\/strong>&nbsp; \u2013 \u640d\u50b7\u3057\u305f\u69cb\u9020\u7269\u306e\u7269\u4f53\u691c\u51fa\u3068\u5206\u985e\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u9818\u57df\u30d9\u30fc\u30b9\u306e CNN \u30e2\u30c7\u30eb\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001ResNet\u3001EfficientNet\u3001Inception v3 \u306a\u3069\u306e\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u753b\u50cf\u304b\u3089\u8a73\u7d30\u306a\u7279\u5fb4\u8868\u73fe\u3092\u62bd\u51fa\u3057\u3001\u6b63\u78ba\u306a\u640d\u50b7\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3068\u5206\u985e\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">AI \u30d9\u30fc\u30b9\u306e\u885b\u661f\u640d\u50b7\u691c\u51fa\u306b\u304a\u3051\u308b\u8ab2\u984c<\/h4>\n\n\n\n<p>AI \u3092\u6d3b\u7528\u3057\u305f\u640d\u5bb3\u8a55\u4fa1\u306f\u9032\u6b69\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u304c\u6b8b\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u306e\u4e0d\u5747\u8861<\/strong>&nbsp; \u2013 xBD \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u300c\u88ab\u5bb3\u306a\u3057\u300d\u306e\u5efa\u7269\u306b\u504f\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u304c\u6df1\u523b\u306a\u88ab\u5bb3\u306e\u7279\u5fb4\u3092\u52b9\u679c\u7684\u306b\u5b66\u7fd2\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u753b\u8cea\u306e\u3070\u3089\u3064\u304d<\/strong>&nbsp; \u2013 \u89e3\u50cf\u5ea6\u3001\u89d2\u5ea6\u3001\u7167\u660e\u6761\u4ef6\u306e\u9055\u3044\u304c\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u906e\u853d\u3068\u5f71<\/strong>&nbsp; \u2013 \u7159\u3001\u7834\u7247\u3001\u6a39\u6728\u306a\u3069\u306e\u969c\u5bb3\u7269\u306b\u3088\u308a\u5efa\u7269\u306e\u8f2a\u90ed\u304c\u898b\u3048\u306b\u304f\u304f\u306a\u308a\u3001\u691c\u51fa\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u4e00\u822c\u5316\u306e\u554f\u984c<\/strong>&nbsp; \u2013 \u3042\u308b\u707d\u5bb3\u30bf\u30a4\u30d7\uff08\u30cf\u30ea\u30b1\u30fc\u30f3\u306a\u3069\uff09\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f AI \u30e2\u30c7\u30eb\u306f\u3001\u7570\u306a\u308b\u707d\u5bb3\u30b7\u30ca\u30ea\u30aa\uff08\u5730\u9707\u3001\u6226\u4e89\u88ab\u5bb3\u306a\u3069\uff09\u3067\u306f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4f4e\u4e0b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u554f\u984c\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306b\u3001\u7814\u7a76\u8005\u306f\u30c7\u30fc\u30bf\u62e1\u5f35\u6280\u8853\uff08\u30e9\u30f3\u30c0\u30e0\u306a\u5207\u308a\u53d6\u308a\u3001\u56de\u8ee2\u3001\u660e\u308b\u3055\u306e\u8abf\u6574\uff09\u3068\u8ee2\u79fb\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63a1\u7528\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u707d\u5bb3\u30a4\u30d9\u30f3\u30c8\u306b\u308f\u305f\u308b\u30e2\u30c7\u30eb\u306e\u5805\u7262\u6027\u3092\u5411\u4e0a\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u6226\u4e89\u306b\u304a\u3051\u308bAI \u2013 \u88ab\u5bb3\u8a55\u4fa1<\/h3>\n\n\n\n<p>\u73fe\u5728\u9032\u884c\u4e2d\u306e\u30ed\u30b7\u30a2\u3068\u30a6\u30af\u30e9\u30a4\u30ca\u306e\u6226\u4e89\u306f\u3001\u6226\u4e89\u5730\u5e2f\u306b\u304a\u3051\u308b AI \u3092\u6d3b\u7528\u3057\u305f\u88ab\u5bb3\u8a55\u4fa1\u306e\u7dca\u6025\u306e\u5fc5\u8981\u6027\u3092\u8a3c\u660e\u3057\u307e\u3057\u305f\u3002\u81ea\u7136\u707d\u5bb3\u3068\u306f\u7570\u306a\u308a\u3001\u6226\u4e89\u306b\u3088\u308b\u7834\u58ca\u306f\u6a19\u7684\u3092\u5b9a\u3081\u305f\u7206\u6483\u3001\u30df\u30b5\u30a4\u30eb\u653b\u6483\u3001\u7832\u6483\u306b\u3088\u3063\u3066\u767a\u751f\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u5e83\u7bc4\u56f2\u306b\u308f\u305f\u308b\u4e88\u6e2c\u4e0d\u53ef\u80fd\u306a\u5c40\u6240\u7684\u306a\u88ab\u5bb3\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI \u306b\u3088\u308b\u6226\u4e89\u88ab\u5bb3\u8a55\u4fa1\u306f\u6b21\u306e\u3088\u3046\u306a\u5834\u5408\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u9053\u63f4\u52a9\u306e\u8abf\u6574<\/strong>&nbsp; \u2013 \u6df1\u523b\u306a\u88ab\u5bb3\u3092\u53d7\u3051\u305f\u5730\u57df\u3092\u7279\u5b9a\u3057\u3001\u76f4\u3061\u306b\u6551\u63f4\u6d3b\u52d5\u3092\u884c\u3046\u3002<\/li>\n\n\n\n<li><strong>\u5fa9\u8208\u8a08\u753b<\/strong>&nbsp; \u2013 \u88ab\u5bb3\u3092\u53d7\u3051\u305f\u30a4\u30f3\u30d5\u30e9\u306e\u518d\u5efa\u3092\u512a\u5148\u3059\u308b\u3002<\/li>\n\n\n\n<li><strong>\u6cd5\u7684\u6587\u66f8<\/strong>&nbsp; \u2013 \u6226\u4e89\u72af\u7f6a\u635c\u67fb\u306e\u305f\u3081\u306e\u8996\u899a\u7684\u8a3c\u62e0\u306e\u63d0\u4f9b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6226\u4e89\u95a2\u9023\u306e\u7834\u58ca\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u3001\u7814\u7a76\u8005\u306f\u81ea\u7136\u707d\u5bb3\u30c7\u30fc\u30bf\uff08\u4f8b\uff1axBD\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff09\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u63a1\u7528\u3057\u3001Google Earth\u3068Maxar\u885b\u661f\u753b\u50cf\u3092\u4f7f\u7528\u3057\u3066\u7d1b\u4e89\u3067\u88ab\u5bb3\u3092\u53d7\u3051\u305f\u5efa\u7269\u3092\u8a55\u4fa1\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6226\u4e89\u306b\u304a\u3051\u308b\u8ab2\u984c \u2013 \u88ab\u5bb3\u691c\u51fa<\/h4>\n\n\n\n<p>AI \u3092\u4f7f\u7528\u3057\u3066\u6226\u4e89\u95a2\u9023\u306e\u88ab\u5bb3\u3092\u5206\u6790\u3059\u308b\u3068\u3001\u6b21\u306e\u3088\u3046\u306a\u7279\u6709\u306e\u8ab2\u984c\u304c\u751f\u3058\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u88ab\u5bb3\u30d1\u30bf\u30fc\u30f3\u306e\u9055\u3044<\/strong>&nbsp; \u2013 \u6226\u4e89\u306b\u3088\u308b\u7834\u58ca\u306f\u81ea\u7136\u707d\u5bb3\u3068\u306f\u7570\u306a\u308a\u3001\u6d2a\u6c34\u3084\u98a8\u306b\u3088\u308b\u88ab\u5bb3\u3067\u306f\u306a\u304f\u3001\u76f4\u63a5\u7684\u306a\u7206\u767a\u3001\u90e8\u5206\u7684\u306a\u69cb\u9020\u7269\u306e\u5d29\u58ca\u3001\u7126\u3052\u305f\u5efa\u7269\u306a\u3069\u304c\u4f34\u3046\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u9650\u3089\u308c\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf<\/strong>&nbsp; \u2013 \u81ea\u7136\u707d\u5bb3\u3068\u306f\u7570\u306a\u308a\u3001xBD \u306b\u5339\u6575\u3059\u308b\u5927\u898f\u6a21\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u6226\u4e89\u88ab\u5bb3\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u5b58\u5728\u3057\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li><strong>\u753b\u50cf\u306e\u4e0d\u8db3\u3068\u54c1\u8cea\u306e\u554f\u984c<\/strong>&nbsp; \u2013 \u7d1b\u4e89\u5730\u57df\u306e\u885b\u661f\u753b\u50cf\u306f\u6a5f\u5bc6\u6271\u3044\u3067\u3042\u3063\u305f\u308a\u3001\u5165\u624b\u3067\u304d\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u3001\u5165\u624b\u53ef\u80fd\u306a\u753b\u50cf\u3067\u3082\u89e3\u50cf\u5ea6\u304c\u4f4e\u304b\u3063\u305f\u308a\u3001\u96f2\u306b\u8986\u308f\u308c\u3066\u3044\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u591a\u3005\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6226\u4e89\u5730\u5e2f\u306e\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u6027\u8cea<\/strong>&nbsp; \u2013 \u81ea\u7136\u707d\u5bb3\u3068\u306f\u7570\u306a\u308a\u3001\u7d1b\u4e89\u5730\u57df\u3067\u306f\u7834\u58ca\u304c\u7d99\u7d9a\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u9759\u7684\u306a\u300c\u524d\u3068\u5f8c\u300d\u306e\u6bd4\u8f03\u306f\u3042\u307e\u308a\u52b9\u679c\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u6226\u4e89\u306b\u304a\u3051\u308b AI \u306e\u672a\u6765 \u2013 \u88ab\u5bb3\u8a55\u4fa1<\/h4>\n\n\n\n<p>AI \u3092\u6d3b\u7528\u3057\u305f\u6226\u4e89\u88ab\u5bb3\u691c\u51fa\u3092\u5f37\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u7814\u7a76\u8005\u306f\u4ee5\u4e0b\u3092\u958b\u767a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30ab\u30b9\u30bf\u30e0\u6226\u4e89 \u2013 \u88ab\u5bb3\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/strong>&nbsp; \u2013 \u6ce8\u91c8\u4ed8\u304d\u306e\u6226\u4e89\u753b\u50cf\u3092\u53ce\u96c6\u3057\u3001\u7279\u6b8a\u306a AI \u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c9\u30ed\u30fc\u30f3\u30d9\u30fc\u30b9\u306eAI\u7d71\u5408<\/strong>&nbsp; \u2013 UAV \u3092\u4f7f\u7528\u3057\u3066\u9ad8\u89e3\u50cf\u5ea6\u306e\u753b\u50cf\u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u3057\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e AI \u5206\u6790\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u878d\u5408<\/strong>&nbsp; \u2013 \u885b\u661f\u3001\u30c9\u30ed\u30fc\u30f3\u3001\u5730\u4e0a\u30ec\u30d9\u30eb\u306e\u753b\u50cf\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u7cbe\u5ea6\u3092\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0AI\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/strong>&nbsp; \u2013 \u30af\u30e9\u30a6\u30c9 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b AI \u30e2\u30c7\u30eb\u3092\u5c0e\u5165\u3057\u3001\u65b0\u3057\u3044\u885b\u661f\u753b\u50cf\u304c\u5229\u7528\u53ef\u80fd\u306b\u306a\u308b\u3068\u88ab\u5bb3\u30ec\u30dd\u30fc\u30c8\u3092\u81ea\u52d5\u7684\u306b\u66f4\u65b0\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6226\u4e89\u5730\u5e2f\u306b\u304a\u3051\u308b AI \u3092\u6d3b\u7528\u3057\u305f\u88ab\u5bb3\u8a55\u4fa1\u306f\u3001\u707d\u5bb3\u5bfe\u5fdc\u306e\u8fc5\u901f\u5316\u3001\u4eba\u9053\u652f\u63f4\u306e\u52b9\u7387\u7684\u306a\u914d\u5e03\u3001\u7d1b\u4e89\u306e\u5f71\u97ff\u3092\u53d7\u3051\u305f\u5730\u57df\u306b\u304a\u3051\u308b\u9577\u671f\u7684\u306a\u30a4\u30f3\u30d5\u30e9\u518d\u5efa\u306b\u5411\u3051\u305f\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"577\" data-id=\"174140\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-davidmcbee-392031-1024x577.jpg\" alt=\"\" class=\"wp-image-174140\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-davidmcbee-392031-1024x577.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-davidmcbee-392031-300x169.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-davidmcbee-392031-768x433.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-davidmcbee-392031-1536x865.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-davidmcbee-392031-2048x1154.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-davidmcbee-392031-18x10.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">AI \u3092\u6d3b\u7528\u3057\u305f\u640d\u5bb3\u8a55\u4fa1\u30e2\u30c7\u30eb<\/h2>\n\n\n\n<p>\u4eba\u5de5\u77e5\u80fd (AI) \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u5efa\u7269\u306e\u640d\u50b7\u8a55\u4fa1\u306e\u7cbe\u5ea6\u3068\u52b9\u7387\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e AI \u642d\u8f09\u30e2\u30c7\u30eb\u306f\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u885b\u661f\u753b\u50cf\u3001\u5730\u9707\u30c7\u30fc\u30bf\u3001\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u3092\u6d3b\u7528\u3057\u3066\u3001\u640d\u50b7\u3057\u305f\u69cb\u9020\u7269\u3092\u691c\u51fa\u3057\u3001\u5206\u985e\u3057\u307e\u3059\u3002\u640d\u50b7\u8a55\u4fa1\u306b\u304a\u3044\u3066 AI \u30e2\u30c7\u30eb\u304c\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059 3 \u3064\u306e\u4e3b\u8981\u9818\u57df\u306f\u3001\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u640d\u50b7\u5206\u985e\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u69cb\u9020\u30d8\u30eb\u30b9 \u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 (SHM) \u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. U \u2013 \u30cd\u30c3\u30c8\u3068\u30de\u30b9\u30af R \u2013 \u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306e CNN<\/h3>\n\n\n\n<p>\u5efa\u7269\u306e\u640d\u50b7\u8a55\u4fa1\u306b\u304a\u3051\u308b\u4e3b\u8981\u306a\u30bf\u30b9\u30af\u306e 1 \u3064\u306f\u3001\u885b\u661f\u753b\u50cf\u304b\u3089\u5efa\u7269\u3092\u8b58\u5225\u3057\u3066\u8f2a\u90ed\u3092\u63cf\u304d\u3001\u305d\u306e\u69cb\u9020\u7684\u5065\u5168\u6027\u3092\u5206\u985e\u3059\u308b\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002\u3053\u306e\u76ee\u7684\u3067\u4f7f\u7528\u3055\u308c\u308b\u6700\u3082\u52b9\u679c\u7684\u306a 2 \u3064\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306f\u3001U \u2013 Net \u3068 Mask R \u2013 CNN \u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5efa\u7269\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306eU-Net\u30e2\u30c7\u30eb<\/h4>\n\n\n\n<p>U-Net \u306f\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3001\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u3067\u3059\u3002\u3082\u3068\u3082\u3068\u306f\u751f\u7269\u533b\u5b66\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7528\u306b\u958b\u767a\u3055\u308c\u305f U-Net \u306f\u3001\u707d\u5bb3\u88ab\u5bb3\u8a55\u4fa1\u306e\u305f\u3081\u306e\u885b\u661f\u753b\u50cf\u306e\u51e6\u7406\u306b\u975e\u5e38\u306b\u52b9\u679c\u7684\u3067\u3042\u308b\u3053\u3068\u304c\u5b9f\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>U \u2013 Net \u306f\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc \u2013 \u30c7\u30b3\u30fc\u30c0\u30fc \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u5f93\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\uff08\u53ce\u7e2e\u30d1\u30b9\uff09<\/strong>\u3053\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u8907\u6570\u306e\u7573\u307f\u8fbc\u307f\u5c64\u3068\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64\u3092\u9069\u7528\u3057\u3066\u5165\u529b\u753b\u50cf\u304b\u3089\u7a7a\u9593\u7684\u306a\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u3001\u7279\u5fb4\u306e\u6df1\u3055\u3092\u5897\u3084\u3057\u306a\u304c\u3089\u7a7a\u9593\u6b21\u5143\u3092\u5f90\u3005\u306b\u6e1b\u3089\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u5c64<\/strong>: \u6700\u3082\u89e3\u50cf\u5ea6\u306e\u4f4e\u3044\u30ec\u30a4\u30e4\u30fc\u3067\u3001\u3053\u3053\u3067\u306f\u9ad8\u30ec\u30d9\u30eb\u306e\u7279\u5fb4\u304c\u5b66\u7fd2\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30b3\u30fc\u30c0\u30fc\uff08\u62e1\u5f35\u30d1\u30b9\uff09<\/strong>\u3053\u306e\u30a2\u30c3\u30d7\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0 \u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308a\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u7a7a\u9593\u4f4d\u7f6e\u3092\u5b66\u7fd2\u3057\u306a\u304c\u3089\u753b\u50cf\u306e\u89e3\u50cf\u5ea6\u304c\u5fa9\u5143\u3055\u308c\u3001\u6b63\u78ba\u306a\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u640d\u50b7\u691c\u51fa\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001U-Net \u306f\u6b21\u306e\u3088\u3046\u306a\u3055\u307e\u3056\u307e\u306a\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u3092\u4f7f\u7528\u3057\u3066\u30c6\u30b9\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30ec\u30b9\u30cd\u30c3\u30c834<\/strong>&nbsp; \u2013 \u8efd\u91cf\u3067\u3042\u308a\u306a\u304c\u3089\u5f37\u529b\u306a\u7279\u5fb4\u62bd\u51fa\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li><strong>\u30bb\u30ec\u30b9\u30cd\u30af\u30b9\u30c850<\/strong>&nbsp; \u2013 \u7279\u5fb4\u8868\u73fe\u3092\u5f37\u5316\u3059\u308b\u6539\u826f\u3055\u308c\u305f ResNet \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3002<\/li>\n\n\n\n<li><strong>\u30a4\u30f3\u30bb\u30d7\u30b7\u30e7\u30f3 v3<\/strong>&nbsp; \u2013 \u30de\u30eb\u30c1\u30b9\u30b1\u30fc\u30eb\u306e\u7279\u5fb4\u62bd\u51fa\u3092\u63d0\u4f9b\u3057\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30d5\u30a3\u30b7\u30a7\u30f3\u30c8\u30cd\u30c3\u30c8B4<\/strong>&nbsp; \u2013 \u3088\u308a\u5c11\u306a\u3044\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3067\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u304c\u5f97\u3089\u308c\u308b\u3088\u3046\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u640d\u50b7\u691c\u51fa\u306b\u304a\u3051\u308bU-Net\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/h4>\n\n\n\n<p>U-Net \u306f\u5efa\u7269\u306e\u4f4d\u7f6e\u7279\u5b9a\u306b\u306f\u512a\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3055\u307e\u3056\u307e\u306a\u30ec\u30d9\u30eb\u306e\u640d\u50b7\u3092\u6b63\u78ba\u306b\u5206\u985e\u3059\u308b\u306b\u306f\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002\u906e\u853d\u3001\u5f71\u3001\u5bc6\u96c6\u3057\u305f\u5efa\u7269\u306e\u74b0\u5883\u3067\u306f\u554f\u984c\u304c\u3042\u308a\u3001\u7814\u7a76\u8005\u306f Mask R-CNN \u306a\u3069\u306e\u4ee3\u66ff\u30e2\u30c7\u30eb\u3092\u6a21\u7d22\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30de\u30b9\u30afR \u2013 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306eCNN<\/h3>\n\n\n\n<p>U-Net \u306f\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001Mask R-CNN \u306f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3059\u308b\u3088\u308a\u9ad8\u5ea6\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u5efa\u7269\u3092\u691c\u51fa\u3057\u3066\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30b7\u30fc\u30f3\u5185\u306e\u500b\u3005\u306e\u640d\u50b7\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3082\u8b58\u5225\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>Mask R \u2013 CNN \u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b Faster R \u2013 CNN \u306e\u62e1\u5f35\u7248\u3067\u3059\u3002\u5883\u754c\u30dc\u30c3\u30af\u30b9\u3068\u3068\u3082\u306b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30de\u30b9\u30af\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30d6\u30e9\u30f3\u30c1\u3092\u5c0e\u5165\u3057\u3066\u3044\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306f 3 \u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5730\u57df\u63d0\u6848\u30cd\u30c3\u30c8\u30ef\u30fc\u30af (RPN)<\/strong>: \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u914d\u7f6e\u3055\u308c\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u9818\u57df (\u5883\u754c\u30dc\u30c3\u30af\u30b9) \u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7279\u5fb4\u62bd\u51fa\u3068\u5206\u985e<\/strong>: CNN \u30d9\u30fc\u30b9\u306e\u30d0\u30c3\u30af\u30dc\u30fc\u30f3 (ResNet \u306a\u3069) \u3092\u4f7f\u7528\u3057\u3066\u3001\u691c\u51fa\u3055\u308c\u305f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u5206\u985e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30de\u30b9\u30af\u4e88\u6e2c<\/strong>\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30d6\u30e9\u30f3\u30c1\u306f\u3001\u5b8c\u5168\u306b\u63a5\u7d9a\u3055\u308c\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u9069\u7528\u3057\u3066\u30d4\u30af\u30bb\u30eb \u30ec\u30d9\u30eb\u306e\u30de\u30b9\u30af\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u640d\u5bb3\u8a55\u4fa1\u306b\u304a\u3051\u308b\u30de\u30b9\u30afR-CNN\u306e\u5229\u70b9<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u753b\u50cf\u30ec\u30d9\u30eb\u3067\u640d\u50b7\u3092\u5206\u985e\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u640d\u50b7\u3057\u305f\u5efa\u7269\u3092\u500b\u5225\u306b\u691c\u51fa\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5bc6\u96c6\u3057\u305f\u69cb\u9020\u7269\u306e\u3042\u308b\u90fd\u5e02\u74b0\u5883\u3067\u3082\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u640d\u50b7\u306e\u3055\u307e\u3056\u307e\u306a\u91cd\u5927\u5ea6\u30ec\u30d9\u30eb\u3092\u8b58\u5225\u3059\u308b\u3001\u30de\u30eb\u30c1\u30af\u30e9\u30b9\u5206\u985e\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7528\u306e Mask R \u2013 CNN \u3068\u5206\u985e\u7528\u306e Inception v3 \u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u3001\u640d\u50b7\u691c\u51fa\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u3053\u3068\u3092\u767a\u898b\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb \u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u6b63\u78ba\u306a\u4f4d\u7f6e\u7279\u5b9a\u3068\u5805\u7262\u306a\u640d\u50b7\u5206\u985e\u306e\u4e21\u65b9\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u7d50\u679c\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. AI\u306b\u3088\u308b\u88ab\u5bb3\u5206\u985e<\/h3>\n\n\n\n<p>\u5efa\u7269\u304c\u691c\u51fa\u3055\u308c\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3055\u308c\u305f\u3089\u3001\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u640d\u50b7\u306e\u5206\u985e\u3001\u3064\u307e\u308a\u69cb\u9020\u7684\u5f71\u97ff\u306e\u30ec\u30d9\u30eb\u3092\u6c7a\u5b9a\u3059\u308b\u3053\u3068\u3067\u3059\u3002&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u640d\u5bb3\u5206\u985e\u306b\u304a\u3051\u308b AI \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/h4>\n\n\n\n<p>\u30c6\u30b9\u30c8\u3055\u308c\u305f\u3055\u307e\u3056\u307e\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306e\u4e2d\u3067\u3001Mask R \u2013 CNN + Classifier \u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u304c\u6700\u9ad8\u306e\u7d50\u679c\u3092\u793a\u3057\u307e\u3057\u305f\u3002\u5236\u5fa1\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u3001\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u6b21\u306e\u6210\u679c\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>F1 \u2013 \u30b9\u30b3\u30a2\u304c 0.80 \u3092\u8d85\u3048\u3066\u304a\u308a\u3001\u5206\u985e\u7cbe\u5ea6\u304c\u9ad8\u3044\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u518d\u73fe\u7387\u304c\u9ad8\u304f\u3001\u88ab\u5bb3\u3092\u53d7\u3051\u305f\u5efa\u7269\u306e\u307b\u3068\u3093\u3069\u304c\u6b63\u3057\u304f\u8b58\u5225\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u30a6\u30af\u30e9\u30a4\u30ca\u306e\u6226\u4e89\u88ab\u5bb3\u8a55\u4fa1\u306a\u3069\u306e\u5916\u90e8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c6\u30b9\u30c8\u3057\u305f\u3068\u3053\u308d\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u306f\u7d04 10% \u4f4e\u4e0b\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u4f4e\u4e0b\u306f\u3001AI \u30d9\u30fc\u30b9\u306e\u88ab\u5bb3\u8a55\u4fa1\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u554f\u984c\u3092\u6d6e\u304d\u5f6b\u308a\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u74b0\u5883\u306b\u4e00\u822c\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u591a\u69d8\u3067\u30d0\u30e9\u30f3\u30b9\u304c\u53d6\u308c\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6226\u4e89\u306b\u3088\u308b\u88ab\u5bb3\u306f\u81ea\u7136\u707d\u5bb3\u3068\u306f\u7570\u306a\u308b\u69cb\u9020\u7684\u7279\u5fb4\u3092\u6301\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u5c02\u9580\u7684\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u514b\u670d\u3059\u308b\u305f\u3081\u306b\u3001\u7814\u7a76\u8005\u305f\u3061\u306f\u8ee2\u79fb\u5b66\u7fd2\u3068\u30c9\u30e1\u30a4\u30f3\u9069\u5fdc\u6280\u8853\u306b\u53d6\u308a\u7d44\u3093\u3067\u304a\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u707d\u5bb3\u3084\u6226\u4e89\u95a2\u9023\u306e\u7834\u58ca\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. AI\u3092\u6d3b\u7528\u3057\u305f\u69cb\u9020\u5065\u5168\u6027\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\uff08SHM\uff09<\/h3>\n\n\n\n<p>\u885b\u661f\u753b\u50cf\u306b\u52a0\u3048\u3066\u3001AI \u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u69cb\u9020\u5065\u5168\u6027\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 (SHM) \u306b\u3082\u9069\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u65b9\u6cd5\u3067\u306f\u3001\u5efa\u7269\u306b\u53d6\u308a\u4ed8\u3051\u3089\u308c\u305f\u30bb\u30f3\u30b5\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u5730\u9707\u306b\u3088\u308b\u640d\u50b7\u3092\u5373\u5ea7\u306b\u691c\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3: \u65e5\u672c\u306b\u304a\u3051\u308b AI \u30d9\u30fc\u30b9\u306e SHM<\/h4>\n\n\n\n<p>\u65e5\u672c\u306e\u8c4a\u6a4b\u6280\u8853\u79d1\u5b66\u5927\u5b66\u306e\u7814\u7a76\u8005\u3089\u306f\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u5730\u9707\u88ab\u5bb3\u8a55\u4fa1\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3057\u305f\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u5efa\u7269\u306b\u8a2d\u7f6e\u3055\u308c\u305f\u5730\u9707\u30bb\u30f3\u30b5\u30fc\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u5730\u9707\u306b\u3088\u308b\u88ab\u5bb3\u30ec\u30d9\u30eb\u3092\u5206\u985e\u3059\u308b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">AI\u30d9\u30fc\u30b9\u306eSHM\u306e\u4ed5\u7d44\u307f<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5730\u9707\u30bb\u30f3\u30b5\u30fc\u306f\u5730\u9707\u6642\u306e\u632f\u52d5\u3092\u8a18\u9332\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>AI \u30e2\u30c7\u30eb\u306f\u5730\u9707\u30c7\u30fc\u30bf\u304b\u3089\u30a6\u30a7\u30fc\u30d6\u30ec\u30c3\u30c8 \u30b9\u30da\u30af\u30c8\u30eb\u3092\u5206\u6790\u3057\u3066\u69cb\u9020\u7570\u5e38\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u306f\u3001\u5efa\u7269\u3092\u6b21\u306e\u3088\u3046\u306b\u5206\u985e\u3057\u307e\u3059\u3002\u5b89\u5168 \u2013 \u69cb\u9020\u7684\u306a\u640d\u50b7\u306f\u691c\u51fa\u3055\u308c\u307e\u305b\u3093\u3002\u6ce8\u610f\u304c\u5fc5\u8981 \u2013 \u8efd\u5fae\u306a\u640d\u50b7\u304c\u3042\u308a\u3001\u3055\u3089\u306b\u691c\u67fb\u304c\u5fc5\u8981\u3067\u3059\u3002\u5371\u967a \u2013 \u91cd\u5927\u306a\u640d\u50b7\u304c\u3042\u308a\u3001\u76f4\u3061\u306b\u907f\u96e3\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u65e5\u672c\u306b\u304a\u3051\u308bAI\u30d9\u30fc\u30b9\u306eSHM\u306e\u5c55\u958b<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e5\u672c\u306e\u6771\u4e09\u6cb3\u5730\u57df\u3067\u306f\u3001AI \u3092\u6d3b\u7528\u3057\u305f SHM \u3092\u5c0e\u5165\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5730\u65b9\u81ea\u6cbb\u4f53\u306e\u4e8b\u52d9\u6240\u3084\u7dca\u6025\u30bb\u30f3\u30bf\u30fc\u306f\u3001\u5730\u9707\u767a\u751f\u5f8c\u6570\u5206\u4ee5\u5185\u306b\u96fb\u5b50\u30e1\u30fc\u30eb\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u88ab\u5bb3\u5831\u544a\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308a\u8fc5\u901f\u306a\u610f\u601d\u6c7a\u5b9a\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u7269\u7406\u7684\u306a\u691c\u67fb\u306b\u5fc5\u8981\u306a\u6642\u9593\u304c\u77ed\u7e2e\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5f93\u6765\u306e\u65b9\u6cd5\u3068\u6bd4\u8f03\u3057\u305f AI \u30d9\u30fc\u30b9\u306e SHM \u306e\u5229\u70b9 AI \u30d9\u30fc\u30b9\u306e\u69cb\u9020\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306e\u5c06\u6765<\/h4>\n\n\n\n<p>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u76e3\u8996\u3092\u3055\u3089\u306b\u6539\u5584\u3059\u308b\u305f\u3081\u306b\u3001\u7814\u7a76\u8005\u306f IoT \u30bb\u30f3\u30b5\u30fc\u3001\u30c9\u30ed\u30fc\u30f3\u3001AI \u3092\u7d71\u5408\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u7d71\u5408\u3057\u3001\u30a4\u30f3\u30d5\u30e9\u306e\u5b89\u5b9a\u6027\u306b\u95a2\u3059\u308b\u30e9\u30a4\u30d6\u66f4\u65b0\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u4eca\u5f8c\u306e\u958b\u767a\u306b\u306f\u4ee5\u4e0b\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5efa\u7269\u306e\u6f5c\u5728\u7684\u306a\u6545\u969c\u3092\u4e88\u6e2c\u3059\u308b AI \u642d\u8f09\u306e\u65e9\u671f\u8b66\u544a\u30b7\u30b9\u30c6\u30e0\u3002<\/li>\n\n\n\n<li>\u30af\u30e9\u30a6\u30c9 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u7dca\u6025\u5bfe\u5fdc\u30c1\u30fc\u30e0\u9593\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u5171\u6709\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5730\u9707\u3060\u3051\u3067\u306a\u304f\u3001\u30cf\u30ea\u30b1\u30fc\u30f3\u3001\u7206\u767a\u3001\u69cb\u9020\u7269\u306e\u6469\u8017\u306b\u3088\u308b\u88ab\u5bb3\u3082\u76e3\u8996\u5bfe\u8c61\u306b\u542b\u3081\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI \u3092\u6d3b\u7528\u3057\u305f\u88ab\u5bb3\u8a55\u4fa1\u30e2\u30c7\u30eb\u306f\u3001\u707d\u5bb3\u5bfe\u5fdc\u3068\u30a4\u30f3\u30d5\u30e9\u76e3\u8996\u3092\u5909\u9769\u3057\u3066\u3044\u307e\u3059\u3002U-Net \u3068 Mask R-CNN \u306f\u5efa\u7269\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3001Inception v3 \u306a\u3069\u306e\u5206\u985e\u30e2\u30c7\u30eb\u306f\u88ab\u5bb3\u8a55\u4fa1\u3092\u7cbe\u7dfb\u5316\u3057\u307e\u3059\u3002AI \u306f\u885b\u661f\u753b\u50cf\u3092\u8d85\u3048\u3066\u3001\u5730\u9707\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u6570\u5206\u4ee5\u5185\u306b\u5730\u9707\u88ab\u5bb3\u3092\u8a55\u4fa1\u3059\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 SHM \u30b7\u30b9\u30c6\u30e0\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u3042\u308b\u707d\u5bb3\u30bf\u30a4\u30d7\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u304c\u4ed6\u306e\u707d\u5bb3\u30bf\u30a4\u30d7\u3067\u306f\u6700\u9069\u306b\u6a5f\u80fd\u3057\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u4e00\u822c\u5316\u306f\u4f9d\u7136\u3068\u3057\u3066\u8ab2\u984c\u3067\u3059\u3002\u3053\u308c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u3001\u7814\u7a76\u8005\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u591a\u69d8\u6027\u3001\u8ee2\u79fb\u5b66\u7fd2\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u7d71\u5408\u306b\u6ce8\u529b\u3057\u3066\u3044\u307e\u3059\u3002AI \u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u9032\u6b69\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u81ea\u52d5\u88ab\u5bb3\u8a55\u4fa1\u306f\u3088\u308a\u8fc5\u901f\u3067\u6b63\u78ba\u306b\u306a\u308a\u3001\u3088\u308a\u5e83\u7bc4\u56f2\u306b\u5c0e\u5165\u3055\u308c\u3001\u6700\u7d42\u7684\u306b\u306f\u707d\u5bb3\u88ab\u707d\u5730\u306e\u4eba\u547d\u3092\u6551\u3044\u3001\u7d4c\u6e08\u7684\u640d\u5931\u3092\u8efd\u6e1b\u3059\u308b\u3053\u3068\u306b\u306a\u308a\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\/pexels-timmossholder-880863.jpg\" alt=\"\" class=\"wp-image-174075\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3: \u640d\u50b7\u691c\u51fa\u306b\u304a\u3051\u308b AI<\/h2>\n\n\n\n<p>\u5b9f\u969b\u306e\u707d\u5bb3\u30b7\u30ca\u30ea\u30aa\u306b AI \u642d\u8f09\u30e2\u30c7\u30eb\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u88ab\u5bb3\u306e\u691c\u51fa\u3001\u4f4d\u7f6e\u7279\u5b9a\u3001\u8a55\u4fa1\u304c\u5927\u5e45\u306b\u6539\u5584\u3055\u308c\u308b\u3053\u3068\u304c\u5b9f\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7814\u7a76\u8005\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001\u885b\u661f\u753b\u50cf\u3001\u69cb\u9020\u30d8\u30eb\u30b9 \u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 (SHM) \u6280\u8853\u3092\u6d3b\u7528\u3057\u3066\u3001\u707d\u5bb3\u5f8c\u306e\u5efa\u7269\u306e\u5065\u5168\u6027\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u975e\u5e38\u306b\u52b9\u679c\u7684\u306a\u65b9\u6cd5\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u4ee5\u4e0b\u3067\u306f\u3001\u5730\u9707\u88ab\u5bb3\u8a55\u4fa1\u3068\u69cb\u9020\u88ab\u5bb3\u306e\u7279\u5b9a\u306b\u5bfe\u3059\u308b AI \u306e\u5f71\u97ff\u3092\u793a\u3059 2 \u3064\u306e\u30b1\u30fc\u30b9 \u30b9\u30bf\u30c7\u30a3\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u30c8\u30eb\u30b3\u306b\u304a\u3051\u308b\u5730\u9707\u88ab\u5bb3\u8a55\u4fa1\uff082023\u5e74\uff09<\/h3>\n\n\n\n<p>2023\u5e742\u67086\u65e5\u3001\u30c8\u30eb\u30b3\u306f\u30de\u30b0\u30cb\u30c1\u30e5\u30fc\u30c97.8\u306e\u5730\u9707\u30922\u56de\u9023\u7d9a\u3067\u7d4c\u9a13\u3057\u3001\u7d04300km\u306b\u53ca\u307630\u4ee5\u4e0a\u306e\u4e3b\u8981\u90fd\u5e02\u306b\u5f71\u97ff\u3092\u53ca\u307c\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u58ca\u6ec5\u7684\u306a\u51fa\u6765\u4e8b\u306b\u3088\u308a\u3001\u5e83\u7bc4\u56f2\u306b\u308f\u305f\u308b\u5efa\u7269\u306e\u5012\u58ca\u3001\u30a4\u30f3\u30d5\u30e9\u306e\u5d29\u58ca\u3001\u4eba\u9053\u5371\u6a5f\u304c\u767a\u751f\u3057\u307e\u3057\u305f\u3002\u5927\u898f\u6a21\u306a\u7834\u58ca\u304c\u3042\u3063\u305f\u305f\u3081\u3001\u7dca\u6025\u5bfe\u5fdc\u3001\u8cc7\u6e90\u914d\u5206\u3001\u707d\u5bb3\u5f8c\u306e\u5fa9\u8208\u8a08\u753b\u306b\u306f\u3001\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306a\u5efa\u7269\u88ab\u5bb3\u8a55\u4fa1\u304c\u4e0d\u53ef\u6b20\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001\u7814\u7a76\u8005\u3089\u306f\u3001\u5730\u9707\u5f8c\u306e\u5efa\u7269\u88ab\u5bb3\u3092\u8fc5\u901f\u306b\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u9ad8\u5ea6\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b BDANet (Building Damage Assessment Network) \u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>BDANet \u306f\u3001\u30de\u30eb\u30c1\u30b9\u30b1\u30fc\u30eb\u7279\u5fb4\u62bd\u51fa\u3068\u30af\u30ed\u30b9\u65b9\u5411\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u7d71\u5408\u3057\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u885b\u661f\u753b\u50cf\u304b\u3089\u5efa\u7269\u306e\u88ab\u5bb3\u3092\u8a55\u4fa1\u3059\u308b 2 \u6bb5\u968e\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u3067\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u88ab\u707d\u5730\u57df\u306e\u707d\u5bb3\u524d\u3068\u707d\u5bb3\u5f8c\u306e\u885b\u661f\u753b\u50cf\u3092\u542b\u3080\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3042\u308b WorldView2 \u753b\u50cf\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b9\u30c6\u30fc\u30b8 1: U-Net \u3092\u4f7f\u7528\u3057\u305f\u5efa\u7269\u306e\u8b58\u5225<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>BDANet \u306f\u307e\u305a\u3001U-Net \u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u707d\u5bb3\u524d\u306e\u753b\u50cf\u304b\u3089\u5efa\u7269\u306e\u8f2a\u90ed\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>U-Net \u30a8\u30f3\u30b3\u30fc\u30c0\u30fc-\u30c7\u30b3\u30fc\u30c0\u30fc \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u7a7a\u9593\u306e\u8a73\u7d30\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u500b\u3005\u306e\u5efa\u7269\u306e\u69cb\u9020\u3092\u8b58\u5225\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7d50\u679c\u3068\u3057\u3066\u5f97\u3089\u308c\u308b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3 \u30de\u30b9\u30af\u306f\u3001\u640d\u50b7\u5206\u985e\u30d5\u30a7\u30fc\u30ba\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u53c2\u7167\u3092\u5f62\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b9\u30c6\u30fc\u30b8 2: \u30de\u30eb\u30c1\u30b9\u30b1\u30fc\u30eb CNN \u3092\u4f7f\u7528\u3057\u305f\u640d\u50b7\u5206\u985e<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3055\u308c\u305f\u5efa\u7269\u9818\u57df\u306f\u3001\u30de\u30eb\u30c1\u30b9\u30b1\u30fc\u30eb\u7573\u307f\u8fbc\u307f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u3092\u4f7f\u7528\u3057\u3066\u51e6\u7406\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u3053\u306e\u30e2\u30c7\u30eb\u306b\u306f\u3001\u707d\u5bb3\u524d\u3068\u707d\u5bb3\u5f8c\u306e\u753b\u50cf\u3092\u8907\u6570\u306e\u30b9\u30b1\u30fc\u30eb\u3067\u6bd4\u8f03\u3059\u308b\u3053\u3068\u3067\u7279\u5fb4\u62bd\u51fa\u3092\u5f37\u5316\u3059\u308b\u3001\u4ea4\u5dee\u65b9\u5411\u6ce8\u610f (CDA) \u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u7d71\u5408\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u640d\u5bb3\u5206\u985e\u51fa\u529b\u3067\u306f\u3001\u5404\u5efa\u7269\u3092\u300c\u640d\u5bb3\u306a\u3057\u300d\u3001\u300c\u8efd\u5fae\u306a\u640d\u5bb3\u300d\u3001\u300c\u91cd\u5927\u306a\u640d\u5bb3\u300d\u3001\u300c\u7834\u58ca\u300d\u306e 4 \u3064\u306e\u30ab\u30c6\u30b4\u30ea\u306e\u3044\u305a\u308c\u304b\u306b\u5272\u308a\u5f53\u3066\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u7d50\u679c<\/h5>\n\n\n\n<p>BDANet \u306f\u30c8\u30eb\u30b3\u306e\u5730\u9707\u88ab\u707d\u5730\u306b\u9069\u7528\u3055\u308c\u3001\u6b21\u306e\u3088\u3046\u306a\u6210\u679c\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u88ab\u707d\u5730\u57df\u306b\u304a\u3044\u3066\u300115,67%\u306e\u5efa\u7269\u304c\u6df1\u523b\u306a\u88ab\u5bb3\u3092\u53d7\u3051\u305f\u3053\u3068\u304c\u5224\u660e\u3057\u307e\u3057\u305f\u3002<\/li>\n\n\n\n<li>\u69cb\u9020\u7684\u640d\u50b7\u306e\u3055\u307e\u3056\u307e\u306a\u30ec\u30d9\u30eb\u3092\u533a\u5225\u3059\u308b\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u8a3c\u3057\u307e\u3057\u305f\u3002<\/li>\n\n\n\n<li>\u624b\u4f5c\u696d\u306b\u3088\u308b\u691c\u67fb\u6642\u9593\u304c\u77ed\u7e2e\u3055\u308c\u3001\u6551\u52a9\u968a\u306e\u6d3e\u9063\u304c\u8fc5\u901f\u5316\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">BDANet\u306b\u3088\u308b\u7cbe\u5ea6\u306e\u5411\u4e0a<\/h5>\n\n\n\n<p>\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u3001BDANet \u306f\u6b21\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u62e1\u5f35\u6280\u8853\u3092\u7d44\u307f\u8fbc\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u885b\u661f\u753b\u50cf\u3092\u6b63\u898f\u5316\u3059\u308b\u305f\u3081\u306e\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\u3068\u660e\u308b\u3055\u306e\u8abf\u6574\u3002<\/li>\n\n\n\n<li>\u4e00\u822c\u5316\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u56de\u8ee2\u304a\u3088\u3073\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u5909\u63db\u3002<\/li>\n\n\n\n<li>\u81ea\u7136\u707d\u5bb3\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u306e\u8ee2\u79fb\u5b66\u7fd2\u306b\u3088\u308a\u3001\u5730\u9707\u88ab\u5bb3\u30d1\u30bf\u30fc\u30f3\u3078\u306e\u9069\u5fdc\u6027\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u5730\u9707\u5f8c\u306e\u8a55\u4fa1\u3078\u306e\u5f71\u97ff<\/h5>\n\n\n\n<p>\u707d\u5bb3\u5f8c\u306e\u74b0\u5883\u306b BDANet \u3092\u5c0e\u5165\u3059\u308b\u3068\u3001\u6b21\u306e\u70b9\u3067\u5bfe\u5fdc\u6642\u9593\u304c\u5927\u5e45\u306b\u6539\u5584\u3055\u308c\u307e\u3057\u305f\u3002\u7dca\u6025\u5bfe\u5fdc\u8005\u5411\u3051\u306e\u88ab\u5bb3\u30de\u30c3\u30d4\u30f3\u30b0\u3092\u81ea\u52d5\u5316\u3002\u4ee5\u524d\u306e AI \u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u3001\u88ab\u5bb3\u691c\u51fa\u306b\u304a\u3051\u308b\u8aa4\u691c\u77e5\u3092\u524a\u6e1b\u3002\u5f53\u5c40\u304c\u6551\u52a9\u6d3b\u52d5\u306e\u5371\u967a\u5ea6\u306e\u9ad8\u3044\u30be\u30fc\u30f3\u3092\u512a\u5148\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. AI \u306b\u3088\u308b\u5efa\u7269\u306e\u640d\u50b7\u7b87\u6240\u306e\u7279\u5b9a<\/h3>\n\n\n\n<p>\u885b\u661f\u30d9\u30fc\u30b9\u306e\u8a55\u4fa1\u4ee5\u5916\u306b\u3082\u3001AI \u306f\u69cb\u9020\u5065\u5168\u6027\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 (SHM) \u306b\u3082\u5909\u9769\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u307e\u3059\u3002AI \u99c6\u52d5\u306e SHM \u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u5730\u9707\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u5efa\u7269\u306e\u5b89\u5b9a\u6027\u3092\u8a55\u4fa1\u3057\u3001\u8907\u6570\u968e\u69cb\u9020\u7269\u306e\u640d\u50b7\u7b87\u6240\u3092\u5373\u5ea7\u306b\u7279\u5b9a\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30a8\u30eb\u30bc\u30d3\u30a2\u306e\u7814\u7a76\u8005\u3089\u306f\u3001\u5efa\u7269\u5185\u306e AI \u99c6\u52d5\u306b\u3088\u308b\u640d\u50b7\u7b87\u6240\u7279\u5b9a\u306e\u305f\u3081\u306e\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u65b9\u6cd5\u306f\u3001\u5730\u9707\u6ce2\u5fdc\u7b54\u306e\u4e0d\u4e00\u81f4\u3092\u691c\u51fa\u3057\u3001\u5e8a\u30ec\u30d9\u30eb\u3067\u306e\u69cb\u9020\u7684\u5f31\u70b9\u3092\u6b63\u78ba\u306b\u7279\u5b9a\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">AI \u99c6\u52d5\u578b\u69cb\u9020\u640d\u50b7\u4f4d\u7f6e\u7279\u5b9a\u6cd5<\/h4>\n\n\n\n<p>\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u5730\u9707\u30bb\u30f3\u30b5\u30fc\u306e\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3057\u3066\u8907\u6570\u968e\u5efa\u3066\u306e\u5efa\u7269\u306e\u3069\u306e\u968e\u304c\u640d\u50b7\u3092\u53d7\u3051\u305f\u304b\u3092\u5224\u65ad\u3059\u308b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e3b\u306a\u65b9\u6cd5\u8ad6<\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5065\u5eb7\u306a\u72b6\u614b\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3002 <\/strong>\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5fc5\u8981\u3068\u3059\u308b\u5f93\u6765\u306e AI \u30e2\u30c7\u30eb\u3068\u306f\u7570\u306a\u308a\u3001\u3053\u306e\u30e2\u30c7\u30eb\u306f\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002CNN \u306f\u5065\u5168\u306a\u72b6\u614b\u306e\u69cb\u9020\u5fdc\u7b54\u306e\u307f\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u308b\u305f\u3081\u3001\u640d\u50b7\u304c\u767a\u751f\u3057\u305f\u3068\u304d\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u7570\u5e38\u3092\u691c\u51fa\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5730\u9707\u5fdc\u7b54\u89e3\u6790\u3002 <\/strong>AI \u30e2\u30c7\u30eb\u306f\u3001\u5efa\u7269\u306e\u3055\u307e\u3056\u307e\u306a\u968e\u306b\u8a2d\u7f6e\u3055\u308c\u305f\u30bb\u30f3\u30b5\u30fc\u304b\u3089\u306e\u632f\u52d5\u30c7\u30fc\u30bf\u3092\u76e3\u8996\u3057\u307e\u3059\u3002\u76f8\u95a2\u4fc2\u6570 (CC) \u3092\u4f7f\u7528\u3057\u3066\u3001\u640d\u50b7\u524d\u3068\u640d\u50b7\u5f8c\u306e\u6ce2\u5f62\u3092\u6bd4\u8f03\u3057\u3001\u4e0d\u4e00\u81f4\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u640d\u5bb3\u306e\u5206\u985e\u3002 <\/strong>\u5730\u9707\u6ce2\u5f62\u306e\u504f\u5dee\u306e\u5927\u304d\u3055\u306b\u57fa\u3065\u3044\u3066\u3001\u30e2\u30c7\u30eb\u306f\u88ab\u5bb3\u30ec\u30d9\u30eb\u3092\u5272\u308a\u5f53\u3066\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c6\u30b9\u30c8\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8a55\u4fa1<\/h4>\n\n\n\n<p>AI \u99c6\u52d5\u578b\u5730\u9707\u88ab\u5bb3\u691c\u51fa\u30e2\u30c7\u30eb\u306f\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u7814\u7a76\u3068\u5b9f\u969b\u306e\u5b9f\u9a13\u3092\u4f7f\u7528\u3057\u3066\u30c6\u30b9\u30c8\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u7814\u7a76\u3002 <\/strong>\u4eba\u5de5\u5730\u9707\u30a4\u30d9\u30f3\u30c8\u3092\u4f34\u3046\u8907\u6570\u968e\u5efa\u3066\u306e\u5efa\u7269\u30e2\u30c7\u30eb\u306b\u9069\u7528\u3002\u30e2\u30c7\u30eb\u306f\u3001\u3069\u306e\u968e\u3067\u69cb\u9020\u7684\u5f31\u5316\u304c\u898b\u3089\u308c\u308b\u304b\u3092\u6b63\u78ba\u306b\u691c\u51fa\u3057\u307e\u3057\u305f\u3002<\/li>\n\n\n\n<li><strong>\u5b9f\u9a13\u7684\u691c\u8a3c\u3002 <\/strong>\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u632f\u52d5\u53f0\u5b9f\u9a13\u3092\u4f7f\u7528\u3057\u305f\u7269\u7406\u30c6\u30b9\u30c8\u306b\u5c0e\u5165\u3055\u308c\u307e\u3057\u305f\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u5730\u9707\u8a08\u6e2c\u5024\u304c\u5206\u6790\u3055\u308c\u3001AI \u30e2\u30c7\u30eb\u304c\u640d\u50b7\u7b87\u6240\u3092\u9ad8\u7cbe\u5ea6\u3067\u7279\u5b9a\u3067\u304d\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u307e\u3057\u305f\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5730\u9707\u6d3b\u52d5\u304c\u6d3b\u767a\u306a\u5730\u57df\u3067\u306f\u3001AI \u99c6\u52d5\u578b SHM \u3068 IoT \u30bb\u30f3\u30b5\u30fc\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u8fc5\u901f\u3001\u5b89\u5168\u3001\u52b9\u7387\u7684\u306a\u69cb\u9020\u76e3\u8996\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u5730\u9707\u5f8c\u306e\u4e8c\u6b21\u707d\u5bb3\u306e\u30ea\u30b9\u30af\u304c\u8efd\u6e1b\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-2 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"237\" height=\"40\" data-id=\"156767\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/07\/flypix-logo.svg\" alt=\"\u30d5\u30e9\u30a4\u30d4\u30c3\u30af\u30b9AI\" class=\"wp-image-156767\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 150w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 237w\" sizes=\"(max-width: 237px) 100vw, 237px\" \/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">AI \u306e\u5f37\u5316 \u2013 FlyPix AI \u306b\u3088\u308b\u640d\u50b7\u691c\u51fa\u306e\u5f37\u5316<\/h2>\n\n\n\n<p>\u5730\u7406\u7a7a\u9593AI\u3067\u306f\u3001\u9ad8\u901f\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u304b\u3064\u6b63\u78ba\u306a\u88ab\u5bb3\u8a55\u4fa1\u30c4\u30fc\u30eb\u306e\u9700\u8981\u304c\u9ad8\u307e\u308a\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002\u7d44\u7e54\u304c\u707d\u5bb3\u5f8c\u306e\u8a55\u4fa1\u3068\u7dca\u6025\u5bfe\u5fdc\u3092\u5f37\u5316\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u6b21\u306e\u3088\u3046\u306aAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001 <a href=\"https:\/\/flypix.ai\/ja\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30d5\u30e9\u30a4\u30d4\u30c3\u30af\u30b9AI<\/a> \u640d\u50b7\u691c\u51fa\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u901f\u5ea6\u3068\u7cbe\u5ea6\u306e\u4e21\u65b9\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>FlyPix AI \u306f\u3001\u5730\u7406\u7a7a\u9593\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3068\u81ea\u52d5\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u3092\u5c02\u9580\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u5f53\u793e\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u9ad8\u5ea6\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u9ad8\u89e3\u50cf\u5ea6\u306e\u885b\u661f\u753b\u50cf\u3092\u51e6\u7406\u3057\u3001\u5927\u898f\u6a21\u306a\u707d\u5bb3\u5730\u57df\u5168\u4f53\u3067\u69cb\u9020\u7684\u640d\u50b7\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u7279\u5b9a\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002FlyPix AI \u3092\u5efa\u7269\u306e\u640d\u50b7\u8a55\u4fa1\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u7d71\u5408\u3059\u308b\u3068\u3001AI \u4e3b\u5c0e\u306e\u707d\u5bb3\u5bfe\u5fdc\u306e\u52b9\u7387\u3068\u4fe1\u983c\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">FlyPix AI \u304c\u640d\u50b7\u691c\u51fa\u3068\u5206\u985e\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u65b9\u6cd5<\/h3>\n\n\n\n<p>FlyPix AI \u3067\u306f\u3001\u4eba\u5de5\u77e5\u80fd\u3092\u4f7f\u7528\u3057\u3066\u640d\u50b7\u3092\u691c\u51fa\u304a\u3088\u3073\u5206\u985e\u3059\u308b\u305f\u3081\u306e\u9ad8\u5ea6\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u5f53\u793e\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u753b\u50cf\u3068\u30d3\u30c7\u30aa\u3092\u51e6\u7406\u3057\u3066\u3001\u69cb\u9020\u4e0a\u306e\u554f\u984c\u3092\u7279\u5b9a\u3057\u3001\u91cd\u5927\u5ea6\u3092\u8a55\u4fa1\u3057\u3001\u640d\u50b7\u306e\u7a2e\u985e\u3092\u6b63\u78ba\u306b\u5206\u985e\u3057\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u691c\u67fb\u3092\u5408\u7406\u5316\u3057\u3001\u624b\u4f5c\u696d\u3092\u6e1b\u3089\u3057\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304a\u3088\u3073\u4fee\u7406\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u610f\u601d\u6c7a\u5b9a\u3092\u6539\u5584\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u81ea\u52d5\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u3068\u5efa\u7269\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/h4>\n\n\n\n<p>FlyPix AI \u306f\u3001\u707d\u5bb3\u524d\u306e\u885b\u661f\u753b\u50cf\u304b\u3089\u5efa\u7269\u306e\u8db3\u8de1\u3092\u8b58\u5225\u3057\u3066\u62bd\u51fa\u3057\u3001\u707d\u5bb3\u5f8c\u306e\u753b\u50cf\u3092\u91cd\u306d\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u69cb\u9020\u306e\u5909\u5316\u3092\u691c\u51fa\u3057\u3001U-Net \u3084 Mask R-CNN \u306a\u3069\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u9069\u7528\u3057\u3066\u3001\u3088\u308a\u7cbe\u7dfb\u306a\u88ab\u5bb3\u5206\u985e\u3092\u884c\u3044\u307e\u3059\u3002\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5730\u7406\u7a7a\u9593\u5206\u6790\u30c4\u30fc\u30eb\u306b\u3088\u308a\u3001\u7d44\u7e54\u306f\u624b\u52d5\u3067\u306e\u6ce8\u91c8\u4f5c\u6210\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3057\u3001\u707d\u5bb3\u5f8c\u306e\u8a55\u4fa1\u3092\u52a0\u901f\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u707d\u5bb3\u5bfe\u5fdc\u306e\u305f\u3081\u306e\u9ad8\u89e3\u50cf\u5ea6\u306e\u5909\u5316\u691c\u51fa<\/h4>\n\n\n\n<p>AI \u3092\u6d3b\u7528\u3057\u305f\u7279\u5fb4\u6bd4\u8f03\u306b\u3088\u308a\u3001\u707d\u5bb3\u524d\u3068\u707d\u5bb3\u5f8c\u306e\u753b\u50cf\u3092\u6b63\u78ba\u306b\u5206\u6790\u3067\u304d\u307e\u3059\u3002\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb \u30c7\u30fc\u30bf\u51e6\u7406\u306b\u3088\u308a\u3001\u96a0\u308c\u305f\u4e80\u88c2\u3084\u69cb\u9020\u7684\u30b9\u30c8\u30ec\u30b9\u3092\u691c\u51fa\u3057\u3001\u88ab\u5bb3\u306e\u6df1\u523b\u5ea6\u3092\u81ea\u52d5\u7684\u306b\u5206\u985e\u3059\u308b\u3053\u3068\u3067\u3001\u7dca\u6025\u5bfe\u5fdc\u8005\u3084\u90fd\u5e02\u8a08\u753b\u62c5\u5f53\u8005\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u8fc5\u901f\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u707d\u5bb3\u306e\u305f\u3081\u306e\u30ab\u30b9\u30bf\u30e0 AI \u30e2\u30c7\u30eb \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 - \u7279\u5b9a\u306e\u88ab\u5bb3\u691c\u51fa<\/h4>\n\n\n\n<p>FlyPix AI \u306f\u3001\u3055\u307e\u3056\u307e\u306a\u707d\u5bb3\u30bf\u30a4\u30d7\u5411\u3051\u306e\u30ab\u30b9\u30bf\u30e0 AI \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u53ef\u80fd\u306b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u5b9a\u7fa9\u306e\u6ce8\u91c8\u306b\u3088\u308a\u88ab\u5bb3\u5206\u985e\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f AI \u30e2\u30c7\u30eb\u3092\u65b0\u3057\u3044\u74b0\u5883\u306b\u9069\u5fdc\u3055\u305b\u3001\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u4e0d\u5341\u5206\u306a\u30a6\u30af\u30e9\u30a4\u30ca\u3067\u306e\u6226\u4e89\u88ab\u5bb3\u3092\u53d7\u3051\u305f\u5efa\u7269\u306e\u691c\u51fa\u306b\u3046\u307e\u304f\u9069\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u76e3\u8996\u3068\u610f\u601d\u6c7a\u5b9a\u30b5\u30dd\u30fc\u30c8&nbsp;<\/h4>\n\n\n\n<p>FlyPix AI \u306f\u7dca\u6025\u5bfe\u5fdc\u30b7\u30b9\u30c6\u30e0\u306b\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3055\u308c\u3001\u9032\u884c\u4e2d\u306e\u88ab\u5bb3\u3092\u8ffd\u8de1\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u5730\u7406\u7a7a\u9593\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002API \u30a2\u30af\u30bb\u30b9\u306b\u3088\u308a\u653f\u5e9c\u3084\u6551\u63f4\u7d44\u7e54\u3068\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u7d71\u5408\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u5206\u6790\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306f\u88ab\u5bb3\u5730\u57df\u3092\u8996\u899a\u5316\u3057\u3001\u6551\u52a9\u6d3b\u52d5\u306e\u512a\u5148\u9806\u4f4d\u4ed8\u3051\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u69cb\u9020\u5065\u5168\u6027\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 (SHM) \u30b7\u30b9\u30c6\u30e0\u3067\u4f7f\u7528\u3059\u308b\u3068\u3001FlyPix AI \u306f\u5efa\u7269\u306e\u5b89\u5b9a\u6027\u306b\u95a2\u3059\u308b\u5373\u6642\u30a2\u30e9\u30fc\u30c8\u3092\u767a\u3057\u3001\u4e8c\u6b21\u707d\u5bb3\u306e\u9632\u6b62\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">FlyPix AI \u304c AI \u30d9\u30fc\u30b9\u306e\u640d\u5bb3\u8a55\u4fa1\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3059\u7406\u7531<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u52b9\u7387<\/strong>&nbsp; \u2013 \u81ea\u52d5\u5316\u3055\u308c\u305f AI \u6ce8\u91c8\u306b\u3088\u308a\u3001\u624b\u52d5\u306b\u3088\u308b\u30e9\u30d9\u30eb\u4ed8\u3051\u6642\u9593\u304c 99.7% \u77ed\u7e2e\u3055\u308c\u3001\u8a55\u4fa1\u6642\u9593\u304c\u6570\u6642\u9593\u304b\u3089\u6570\u79d2\u306b\u77ed\u7e2e\u3055\u308c\u3001\u8fc5\u901f\u306a\u707d\u5bb3\u5bfe\u5fdc\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong>&nbsp; \u2013 FlyPix AI \u306f\u3001\u90fd\u5e02\u30a4\u30f3\u30d5\u30e9\u306e\u76e3\u8996\u304b\u3089\u707d\u5bb3\u5f8c\u306e\u88ab\u5bb3\u8a55\u4fa1\u307e\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u306b\u308f\u305f\u3063\u3066\u5730\u7406\u7a7a\u9593 AI \u30e2\u30c7\u30eb\u3092\u62e1\u5f35\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u30b7\u30ca\u30ea\u30aa\u3078\u306e\u9069\u5fdc\u6027\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408<\/strong>&nbsp; \u2013 \u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u304a\u3088\u3073\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb \u30c7\u30fc\u30bf\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001Maxar\u3001Google Earth\u3001ESA \u306e Copernicus \u30d7\u30ed\u30b0\u30e9\u30e0\u306a\u3069\u306e\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306e\u9ad8\u89e3\u50cf\u5ea6\u885b\u661f\u753b\u50cf\u3068\u306e\u4e92\u63db\u6027\u3092\u78ba\u4fdd\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u640d\u5bb3\u8a55\u4fa1\u306e\u305f\u3081\u306e\u591a\u76ee\u7684\u30c4\u30fc\u30eb\u3068\u3057\u3066\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI \u4e3b\u5c0e\u306e\u707d\u5bb3\u5bfe\u5fdc\u304c\u9032\u5316\u3059\u308b\u4e2d\u3001FlyPix AI \u306f\u3001\u81ea\u52d5\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u5909\u5316\u691c\u51fa\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 AI \u5206\u6790\u306b\u3088\u308a\u3001\u5efa\u7269\u306e\u88ab\u5bb3\u8a55\u4fa1\u3092\u5909\u9769\u3057\u3066\u3044\u307e\u3059\u3002\u30c8\u30eb\u30b3\u306e\u5730\u9707\u88ab\u5bb3\u3092\u8a55\u4fa1\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u30a6\u30af\u30e9\u30a4\u30ca\u306e\u6226\u4e89\u95a2\u9023\u306e\u7834\u58ca\u3092\u8a55\u4fa1\u3059\u308b\u5834\u5408\u3067\u3082\u3001FlyPix AI \u306f\u3001\u707d\u5bb3\u8a55\u4fa1\u3068\u7dca\u6025\u5bfe\u5fdc\u306e\u305f\u3081\u306e\u6b63\u78ba\u3067\u8fc5\u901f\u304b\u3064\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u3059\u3050 FlyPix AI \u3067 AI \u3092\u6d3b\u7528\u3057\u305f\u707d\u5bb3\u8a55\u4fa1\u306e\u672a\u6765\u3092\u63a2\u308a\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8ad6<\/h2>\n\n\n\n<p>\u4eba\u5de5\u77e5\u80fd\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u707d\u5bb3\u3001\u6226\u4e89\u3001\u305d\u306e\u4ed6\u306e\u58ca\u6ec5\u7684\u306a\u51fa\u6765\u4e8b\u306e\u5f8c\u306e\u5efa\u7269\u306e\u88ab\u5bb3\u8a55\u4fa1\u306b\u9769\u547d\u304c\u8d77\u3053\u308a\u307e\u3057\u305f\u3002\u885b\u661f\u753b\u50cf\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30a3\u30fc\u30d7 \u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3057\u305f\u81ea\u52d5\u5316\u3055\u308c\u305f\u65b9\u6cd5\u306b\u3088\u308a\u3001\u69cb\u9020\u7684\u88ab\u5bb3\u3092\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306b\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u7dca\u6025\u5bfe\u5fdc\u3068\u5fa9\u8208\u6d3b\u52d5\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002U-Net\u3001Mask R-CNN\u3001BDANet \u306a\u3069\u306e\u6700\u65b0\u30e2\u30c7\u30eb\u306f\u3001\u7279\u306b\u591a\u69d8\u3067\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u5834\u5408\u3001\u88ab\u5bb3\u306e\u691c\u51fa\u306b\u304a\u3044\u3066\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u8a3c\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3046\u3057\u305f\u9032\u6b69\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u8ab2\u984c\u306f\u6b8b\u3063\u3066\u3044\u307e\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u753b\u50cf\u30bd\u30fc\u30b9\u306e\u7cbe\u5ea6\u306e\u5411\u4e0a\u3001\u30aa\u30fc\u30d7\u30f3 \u30a2\u30af\u30bb\u30b9 \u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u306e\u5411\u4e0a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u5b9f\u88c5\u304c\u3001\u3055\u3089\u306a\u308b\u9032\u6b69\u306e\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u88ab\u5bb3\u8a55\u4fa1\u306e\u672a\u6765\u306f\u3001AI \u3092\u30af\u30e9\u30a6\u30c9 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u30c9\u30ed\u30fc\u30f3\u3001IoT \u30bb\u30f3\u30b5\u30fc\u3068\u7d71\u5408\u3057\u3066\u3001\u707d\u5bb3\u306e\u5f71\u97ff\u3092\u77ac\u6642\u306b\u5206\u6790\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308a\u3001\u653f\u5e9c\u3001\u4eba\u9053\u652f\u63f4\u7d44\u7e54\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u8fc5\u901f\u306b\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3044\u3001\u5f37\u976d\u306a\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u518d\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3088\u304f\u3042\u308b\u8cea\u554f&nbsp;<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1739824244522\"><strong class=\"schema-faq-question\">1. \u707d\u5bb3\u5f8c\u306e\u8fc5\u901f\u306a\u5efa\u7269\u88ab\u5bb3\u8a55\u4fa1\u304c\u91cd\u8981\u306a\u306e\u306f\u306a\u305c\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u8fc5\u901f\u306a\u8a55\u4fa1\u306b\u3088\u308a\u3001\u6700\u3082\u88ab\u5bb3\u3092\u53d7\u3051\u305f\u5730\u57df\u306b\u6551\u52a9\u968a\u3092\u6d3e\u9063\u3057\u3001\u5371\u967a\u5730\u5e2f\u304b\u3089\u4eba\u3005\u3092\u907f\u96e3\u3055\u305b\u3001\u5fa9\u8208\u306b\u5fc5\u8981\u306a\u8cc7\u6e90\u3092\u898b\u7a4d\u3082\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739824256675\"><strong class=\"schema-faq-question\">2. \u885b\u661f\u753b\u50cf\u306f\u88ab\u5bb3\u5206\u6790\u306b\u3069\u306e\u3088\u3046\u306b\u5229\u7528\u3055\u308c\u307e\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">AI \u30e2\u30c7\u30eb\u306f\u707d\u5bb3\u524d\u3068\u707d\u5bb3\u5f8c\u306e\u885b\u661f\u753b\u50cf\u3092\u6bd4\u8f03\u3057\u3066\u69cb\u9020\u5909\u5316\u3092\u691c\u51fa\u3057\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u88ab\u5bb3\u306e\u6df1\u523b\u5ea6\u3092\u81ea\u52d5\u7684\u306b\u5206\u985e\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739824271267\"><strong class=\"schema-faq-question\">3. \u81ea\u52d5\u640d\u5bb3\u8a55\u4fa1\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u6280\u8853\u304c\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">U-Net\u3001Mask R-CNN\u3001BDANet\u306a\u3069\u306e\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u753b\u50cf\u51e6\u7406\u3001\u5730\u9707\u30bb\u30f3\u30b5\u30fc\u3092\u4f7f\u7528\u3057\u305f\u69cb\u9020\u5065\u5168\u6027\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u304c\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739824279814\"><strong class=\"schema-faq-question\">4. \u540c\u3058 AI \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u81ea\u7136\u707d\u5bb3\u3068\u6226\u4e89\u306b\u3088\u308b\u88ab\u5bb3\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u306f\u3044\u3001\u305f\u3060\u3057\u8abf\u6574\u304c\u5fc5\u8981\u3067\u3059\u3002\u7814\u7a76\u306b\u3088\u308b\u3068\u3001\u81ea\u7136\u707d\u5bb3\u30c7\u30fc\u30bf\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306f\u6226\u4e89\u95a2\u9023\u306e\u88ab\u5bb3\u3092\u8a55\u4fa1\u3067\u304d\u307e\u3059\u304c\u3001\u7cbe\u5ea6\u306f\u4f4e\u4e0b\u3057\u307e\u3059\u3002\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3067\u5fae\u8abf\u6574\u3059\u308b\u3068\u3001\u7d50\u679c\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739824288507\"><strong class=\"schema-faq-question\">5. AI \u306f\u7834\u58ca\u3055\u308c\u305f\u90fd\u5e02\u306e\u518d\u5efa\u306b\u3069\u306e\u3088\u3046\u306b\u5f79\u7acb\u3061\u307e\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">AI \u306b\u3088\u308a\u3001\u88ab\u5bb3\u8a55\u4fa1\u306e\u81ea\u52d5\u5316\u3001\u5fa9\u8208\u306e\u5fc5\u8981\u6027\u306e\u4e88\u6e2c\u3001\u90fd\u5e02\u8a08\u753b\u306e\u652f\u63f4\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u5272\u308a\u5f53\u3066\u306e\u6700\u9069\u5316\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u5fa9\u65e7\u306e\u8fc5\u901f\u5316\u3068\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739824297229\"><strong class=\"schema-faq-question\">6. AI \u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u707d\u5bb3\u5bfe\u5fdc\u306b\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u304b?<\/strong> <p class=\"schema-faq-answer\">AI \u30b7\u30b9\u30c6\u30e0\u3092\u30af\u30e9\u30a6\u30c9 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u7d71\u5408\u3057\u3066\u3001\u707d\u5bb3\u767a\u751f\u76f4\u5f8c\u306b\u885b\u661f\u753b\u50cf\u3084\u30c9\u30ed\u30fc\u30f3\u753b\u50cf\u3092\u5206\u6790\u3057\u3001\u6551\u52a9\u968a\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u88ab\u5bb3\u5831\u544a\u3068\u6700\u9069\u5316\u3055\u308c\u305f\u5bfe\u5fdc\u8a08\u753b\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739824308525\"><strong class=\"schema-faq-question\">7. AI \u30e2\u30c7\u30eb\u306f\u73fe\u5728\u3001\u640d\u5bb3\u8a55\u4fa1\u306b\u3069\u3053\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">AI \u306f\u3001\u5730\u9707 (\u30c8\u30eb\u30b3\u3001\u65e5\u672c)\u3001\u6d2a\u6c34\u3001\u5c71\u706b\u4e8b\u3001\u3055\u3089\u306b\u306f\u30a6\u30af\u30e9\u30a4\u30ca\u306e\u3088\u3046\u306a\u7d1b\u4e89\u5730\u57df\u306b\u304a\u3051\u308b\u88ab\u5bb3\u306e\u8a55\u4fa1\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p> <\/div> <\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><\/h2>","protected":false},"excerpt":{"rendered":"<p>Building damage assessment is a critical process in disaster management, determining the severity of structural damage following natural disasters, armed conflicts, or other catastrophic events. With advancements in artificial intelligence (AI) and deep learning, damage detection has significantly improved, providing faster and more accurate assessments. This article explores how machine learning models, satellite imagery, and structural health monitoring technologies enhance damage evaluation, enabling efficient emergency responses. AI and Deep Learning in Building Damage Detection Building damage detection has undergone a technological revolution with the integration of AI and deep learning. Traditional methods, which relied heavily on manual inspections and visual assessments, were often time &#8211; consuming, labor &#8211; intensive, and [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":174073,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-174071","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 - Driven Building Damage Assessment: Innovations and Applications<\/title>\n<meta name=\"description\" content=\"Discover how AI and deep learning revolutionize building damage assessment, enhancing disaster response and infrastructure resilience with cutting - edge technologies.\" \/>\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\/building-damage-assessment\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI - Driven Building Damage Assessment: Innovations and Applications\" \/>\n<meta property=\"og:description\" content=\"Discover how AI and deep learning revolutionize building damage assessment, enhancing disaster response and infrastructure resilience with cutting - edge technologies.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/flypix.ai\/ja\/building-damage-assessment\/\" \/>\n<meta property=\"og:site_name\" content=\"Flypix\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-17T21:36:57+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-02-18T12:14:03+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-pixabay-273209-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1707\" \/>\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=\"18\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/building-damage-assessment\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/building-damage-assessment\\\/\"},\"author\":{\"name\":\"FlyPix AI Team\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/#\\\/schema\\\/person\\\/762b2907c30a8062bd4dc28816c472e3\"},\"headline\":\"AI &#8211; 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Why is rapid building damage assessment important after disasters?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Quick assessment helps direct rescue teams to the most affected areas, evacuate people from dangerous zones, and estimate the necessary resources for reconstruction.\",\"inLanguage\":\"ja\"},\"inLanguage\":\"ja\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/building-damage-assessment\\\/#faq-question-1739824256675\",\"position\":2,\"url\":\"https:\\\/\\\/flypix.ai\\\/building-damage-assessment\\\/#faq-question-1739824256675\",\"name\":\"2. How are satellite images used for damage analysis?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"AI models compare pre -\u00a0 and post - disaster satellite images to detect structural changes. 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Deep learning algorithms help classify damage severity automatically.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/building-damage-assessment\/#faq-question-1739824271267","position":3,"url":"https:\/\/flypix.ai\/building-damage-assessment\/#faq-question-1739824271267","name":"3. \u81ea\u52d5\u640d\u5bb3\u8a55\u4fa1\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u6280\u8853\u304c\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Deep neural networks such as U - Net, Mask R - CNN, and BDANet, machine learning, image processing, and structural health monitoring using seismic sensors are commonly used.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/building-damage-assessment\/#faq-question-1739824279814","position":4,"url":"https:\/\/flypix.ai\/building-damage-assessment\/#faq-question-1739824279814","name":"4. \u540c\u3058 AI \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u81ea\u7136\u707d\u5bb3\u3068\u6226\u4e89\u306b\u3088\u308b\u88ab\u5bb3\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Yes, but with adjustments. Research shows that models trained on natural disaster data can assess war - related damage, but accuracy drops. Fine - tuning with domain - specific data improves results.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/building-damage-assessment\/#faq-question-1739824288507","position":5,"url":"https:\/\/flypix.ai\/building-damage-assessment\/#faq-question-1739824288507","name":"5. AI \u306f\u7834\u58ca\u3055\u308c\u305f\u90fd\u5e02\u306e\u518d\u5efa\u306b\u3069\u306e\u3088\u3046\u306b\u5f79\u7acb\u3061\u307e\u3059\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"AI enables automated damage evaluation, predicts reconstruction needs, assists in urban planning, and optimizes resource allocation, speeding up recovery and reducing costs.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/building-damage-assessment\/#faq-question-1739824297229","position":6,"url":"https:\/\/flypix.ai\/building-damage-assessment\/#faq-question-1739824297229","name":"6. 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