\u70b9\u7fa4\u00d7AI\uff1aDIY\u30df\u30cb\u30c1\u30e5\u30a2\u5236\u4f5c\u3068\u9632\u707d\u30a4\u30f3\u30d5\u30e9\u70b9\u691c<\/title>\n <style>\n body { font-family: Arial, sans-serif; line-height: 1.6; margin: 20px; }\n h1, h2, h3 { color: #333; }\n a { color: #0066cc; text-decoration: none; }\n a:hover { text-decoration: underline; }\n code { background: #f5f5f5; padding: 2px 4px; }\n .section { margin-bottom: 40px; }\n <\/style>\n<\/head>\n<body>\n\n \n\n <p>\u3053\u306e\u30da\u30fc\u30b8\u3067\u306f\u30013D\u70b9\u7fa4\u30c7\u30fc\u30bf\u3068AI\uff08\u6df1\u5c64\u5b66\u7fd2\u30fb\u753b\u50cf\u89e3\u6790\u30fb\u7279\u5fb4\u62bd\u51fa\uff09\u3092\u6d3b\u7528\u3057\u305f<br>\n \u2013 <strong>DIY\u30df\u30cb\u30c1\u30e5\u30a2\u5236\u4f5c<\/strong><br>\n \u2013 <strong>\u9632\u707d\u30a4\u30f3\u30d5\u30e9\u70b9\u691c\u306e\u81ea\u52d5\u5316<\/strong><br>\n \u306e2\u5927\u30c6\u30fc\u30de\u3092\u7db2\u7f85\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u5404\u624b\u9806\u306e\u5b9f\u88c5\u4f8b\u3068\u53c2\u8003\u30ea\u30f3\u30af\u4ed8\u304d\u3002<\/p>\n\n<div class=\"section\">\n <h2>1. DIY\u30df\u30cb\u30c1\u30e5\u30a2\u5236\u4f5c\uff08\u5b9f\u8df5\u30ac\u30a4\u30c9\uff1a\u81ea\u5b85\u3084\u516c\u5712\u3092\u672c\u5f53\u306b\u30df\u30cb\u30c1\u30e5\u30a2\u5316\uff09<\/h2>\n <h3>\u306a\u305c\u4eca\u3001\u70b9\u7fa4\u3067DIY\u30df\u30cb\u30c1\u30e5\u30a2\uff1f<\/h3>\n <p>\n \u30b9\u30de\u30db\u3084\u5b89\u4fa1\u306aLiDAR\u3001\u30c9\u30ed\u30fc\u30f3\u304c\u624b\u306b\u5165\u308b\u6642\u4ee3\u3002\u73fe\u5b9f\u4e16\u754c\u306e\u300c\u81ea\u5206\u3060\u3051\u306e\u98a8\u666f\u300d\u3092\u3001\u305d\u306e\u307e\u307e3D\u3067\u30b3\u30d4\u30fc\u3057\u3066\u3001\u624b\u306e\u3072\u3089\u30b5\u30a4\u30ba\u306e\u6a21\u578b\u3092\u4f5c\u308b\u697d\u3057\u307f\u306f\u3001\u307e\u3055\u306b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u00d7\u8da3\u5473\u306e\u6700\u524d\u7dda\u3067\u3059\u3002<br>\n \u5b50\u3069\u3082\u3068\u306e\u5de5\u4f5c\u3084\u3001\u81ea\u5206\u306e\u90e8\u5c4b\u30fb\u5ead\u306e\u6a21\u578b\u3001\u601d\u3044\u51fa\u306e\u5834\u6240\u3092\u7acb\u4f53\u3067\u6b8b\u3057\u305f\u3044\u4eba\u306b\u304a\u3059\u3059\u3081\u3002<br>\n \uff08\u30a2\u30a4\u30c7\u30a2\uff1a\u53e4\u6c11\u5bb6\u3001\u30ac\u30fc\u30c7\u30f3\u3001\u611b\u8eca\u3001\u516c\u5712\u904a\u5177\u3001\u753a\u5185\u306e\u8def\u5730\u88cf\u3001\u306a\u3069\u7121\u9650\uff09\n <\/p>\n\n <h3>\u7d76\u5bfe\u5931\u6557\u3057\u306a\u3044\uff01\u624b\u9806\u30ac\u30a4\u30c9<\/h3>\n <ol>\n <li>\n <b>\u73fe\u5730\u30b9\u30ad\u30e3\u30f3\uff08\u70b9\u7fa4\u53d6\u5f97\uff09<\/b><br>\n <ul>\n <li>\u30b9\u30de\u30db\u306e3D\u30b9\u30ad\u30e3\u30f3\u30a2\u30d7\u30ea\uff08\u4f8b\uff1aiPhone\u306a\u3089\u300c3D Scanner App\u300d<a href=\"https:\/\/apps.apple.com\/jp\/app\/3d-scanner-app\/id1419913995\">\u516c\u5f0f<\/a>\u3001Android\u306a\u3089\u300cPolycam\u300d<a href=\"https:\/\/poly.cam\/\">\u516c\u5f0f<\/a>\uff09\u3092\u4f7f\u3046<\/li>\n <li>\u5b89\u3044LiDAR\u30b9\u30ad\u30e3\u30ca\u30fc\uff08Raspberry Pi\uff0bLIDAR\u30bb\u30f3\u30b5\u30fc\u306eDIY\u30ad\u30c3\u30c8\uff09\u3084\u3001\u4ef2\u9593\u306e\u30c9\u30ed\u30fc\u30f3\uff08DJI Mini\u30b7\u30ea\u30fc\u30ba\u3067\u3082\u53ef\uff09\u3067\u3082OK<\/li>\n <li>\u30dd\u30a4\u30f3\u30c8\uff1a\u3050\u308b\u3063\u30681\u5468\u3001\u5c11\u3057\u305a\u3064\u91cd\u306a\u308b\u3088\u3046\u306b\u3086\u3063\u304f\u308a\u64ae\u5f71<\/li>\n <\/ul>\n <span style=\"color:#666;font-size:small\">\uff08\u64ae\u308a\u5fd8\u308c\u304c\u3042\u308b\u3068\u7a74\u304c\u958b\u304f\u306e\u3067\u3001\u5168\u4f53\u304c\u5165\u308b\u307e\u3067\u30b9\u30ad\u30e3\u30f3\u3002\u7269\u9670\u3084\u7a93\u3001\u8eca\u306e\u4e0b\u306f\u6ce8\u610f\uff09<\/span>\n <\/li>\n <li>\n <b>\u30c7\u30fc\u30bf\u6574\u7406\u30fb\u30ce\u30a4\u30ba\u9664\u53bb<\/b><br>\n <ul>\n <li>\u70b9\u7fa4\uff08.ply, .las, .pcd, .obj\u306a\u3069\uff09\u3092PC\u306b\u53d6\u308a\u8fbc\u3080<\/li>\n <li><a href=\"https:\/\/www.cloudcompare.org\/\">CloudCompare<\/a>\u3092\u4f7f\u3063\u3066\u4f59\u8a08\u306a\u70b9\uff08\u5730\u9762\u3084\u80cc\u666f\u306e\u30b4\u30df\u3001\u901a\u884c\u4eba\u3084\u72ac\u306a\u3069\uff09\u3092\u7c21\u5358\u524a\u9664<\/li>\n <li>\u30bd\u30d5\u30c8\u306e\u300c\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u300d\u30c4\u30fc\u30eb\u3067\u4e0d\u8981\u90e8\u5206\u3092\u30af\u30ea\u30c3\u30af\uff06\u6d88\u53bb\u3002\u3084\u308a\u76f4\u3057\u3082\u7c21\u5358<\/li>\n <\/ul>\n <span style=\"color:#666;font-size:small\">\uff08\u64cd\u4f5c\u306f\u610f\u5916\u3068\u76f4\u611f\u7684\u3002\u5931\u6557\u3057\u3066\u3082Undo\u3067\u3059\u3050\u623b\u305b\u308b\u306e\u3067\u5b89\u5fc3\uff09<\/span>\n <\/li>\n <li>\n <b>\u70b9\u7fa4\u304b\u3089\u30e1\u30c3\u30b7\u30e5\u5316\u2192\u6a21\u578b\u7528STL\u30d5\u30a1\u30a4\u30eb\u751f\u6210<\/b><br>\n <ul>\n <li>CloudCompare\u3084MeshLab\uff08<a href=\"https:\/\/www.meshlab.net\/\">\u516c\u5f0f<\/a>\uff09\u3067\u300c\u70b9\u7fa4\u2192\u4e09\u89d2\u30e1\u30c3\u30b7\u30e5\u5316\u300d\u30dc\u30bf\u30f3\u3092\u62bc\u3059\u3060\u3051<\/li>\n <li>\u5c0f\u3055\u306a\u51f9\u51f8\u306f\u300c\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u300d\u3084\u300c\u30af\u30ea\u30fc\u30f3\u30a2\u30c3\u30d7\u300d\u6a5f\u80fd\u3067\u6ed1\u3089\u304b\u306b\u88dc\u6b63<\/li>\n <li>STL\u5f62\u5f0f\u3067\u30a8\u30af\u30b9\u30dd\u30fc\u30c8<\/li>\n <\/ul>\n <span style=\"color:#666;font-size:small\">\uff08\u5206\u304b\u3089\u306a\u3051\u308c\u3070YouTube\u300c\u70b9\u7fa4 MeshLab STL\u300d\u691c\u7d22\u63a8\u5968\u3002\u52d5\u753b\u304c\u8c4a\u5bcc\uff09<\/span>\n <\/li>\n <li>\n <b>3D\u30d7\u30ea\u30f3\u30bf\u3067\u51fa\u529b<\/b><br>\n <ul>\n <li>\u81ea\u5b85\u306b\u30d7\u30ea\u30f3\u30bf\u304c\u306a\u304f\u3066\u3082DMM.make\u3084\u30ab\u30e1\u30e9\u306e\u30ad\u30bf\u30e0\u30e9\u306a\u3069\u306e\u300c3D\u30d7\u30ea\u30f3\u30c8\u4ee3\u884c\u300d\u30b5\u30fc\u30d3\u30b9\u304c\u591a\u6570<\/li>\n <li>\u30ab\u30e9\u30fc\u3067\u51fa\u529b\u3057\u305f\u3044\u5834\u5408\u306f\u300c\u30d5\u30eb\u30ab\u30e9\u30fc\u30d7\u30ea\u30f3\u30c8\u300d\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u3076\uff08\u5024\u6bb5\u306f\u767d\u4e00\u8272\u3088\u308a\u9ad8\u3044\uff09<\/li>\n <li>\u81ea\u5206\u306e\u30d7\u30ea\u30f3\u30bf\u3092\u6301\u3063\u3066\u3044\u308b\u306a\u3089STL\u3092\u305d\u306e\u307e\u307e\u30b9\u30e9\u30a4\u30b9\u2192\u30d7\u30ea\u30f3\u30c8<\/li>\n <\/ul>\n <span style=\"color:#666;font-size:small\">\uff08\u6a21\u578b\u306e\u5927\u304d\u3055\u306f\u5b9f\u7269\u6bd41\/100\uff5e1\/500\u63a8\u5968\u3002\u5927\u304d\u3059\u304e\u308b\u3068\u30b3\u30b9\u30c8\u304c\u8df3\u306d\u4e0a\u304c\u308b\u306e\u3067\u6ce8\u610f\uff09<\/span>\n <\/li>\n <li>\n <b>\u5857\u88c5\uff06\u30c7\u30a3\u30c6\u30fc\u30eb\u8ffd\u52a0\u3001\u697d\u3057\u307f\u65b9\u306f\u7121\u9650<\/b><br>\n <ul>\n <li>\u6a21\u578b\u7528\u5857\u6599\u3084\u7b46\u3067\u8272\u4ed8\u3051\uff08\u81ea\u5206\u306e\u5bb6\u306e\u58c1\u8272\u3084\u829d\u751f\u3082\u5fe0\u5b9f\u306b\uff01\uff09<\/li>\n <li>\u597d\u304d\u306a\u30d5\u30a3\u30ae\u30e5\u30a2\u3084\u30df\u30cb\u30c1\u30e5\u30a2\u5bb6\u5177\u3092\u7f6e\u3051\u3070\u30b8\u30aa\u30e9\u30de\u5316\u3082\u53ef\u80fd<\/li>\n <li>\u5bb6\u65cf\u3084\u53cb\u4eba\u306b\u30d7\u30ec\u30bc\u30f3\u30c8\u3057\u3066\u3082\u76db\u308a\u4e0a\u304c\u308b<\/li>\n <\/ul>\n <span style=\"color:#666;font-size:small\">\uff08\u30b9\u30b1\u30fc\u30eb\u611f\u304c\u30ea\u30a2\u30eb\u306a\u306e\u3067\u3001100\u5747\u306e\u6750\u6599\u3067\u5468\u56f2\u306e\u30d1\u30fc\u30c4\u3082\u81ea\u4f5c\u53ef\u80fd\uff09<\/span>\n <\/li>\n <\/ol>\n\n <h3>\u3084\u3063\u3066\u307f\u3066\u5206\u304b\u308b\u300c\u697d\u3057\u3044\u30dd\u30a4\u30f3\u30c8\u300d<\/h3>\n <ul>\n <li>\u666e\u6bb5\u898b\u6163\u308c\u305f\u5834\u6240\u304c\u3001\u6a21\u578b\u3067\u898b\u308b\u3068\u307e\u3063\u305f\u304f\u9055\u3046\u4e16\u754c\u306b\uff01<\/li>\n <li>\u300c\u81ea\u5206\u3060\u3051\u306e\u753a\u300d\u3084\u300c\u6614\u4f4f\u3093\u3067\u3044\u305f\u5bb6\u300d\u3092\u7acb\u4f53\u3067\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u304d\u308b<\/li>\n <li>\u5bb6\u65cf\u3084\u5b50\u3069\u3082\u3068\u4e00\u7dd2\u306b\u300c\u5de5\u4f5c\u306e\u65e5\u300d\u3068\u3057\u3066\u76db\u308a\u4e0a\u304c\u308b<\/li>\n <li>DIY\u5931\u6557\u3057\u3066\u3082\u3084\u308a\u76f4\u3057\u81ea\u7531\u3002\u81ea\u5206\u306e\u300c\u30c7\u30b8\u30bf\u30eb\u30b3\u30d4\u30fc\u300d\u304c\u4f55\u56de\u3067\u3082\u4f5c\u308c\u308b<\/li>\n <li>\u5efa\u7bc9\u3084\u90fd\u5e02\u30c7\u30b6\u30a4\u30f3\u306e\u5165\u9580\u6559\u6750\u3068\u3057\u3066\u3082\u512a\u79c0<\/li>\n <\/ul>\n\n <h3>\u5931\u6557\u3057\u3084\u3059\u3044\u6ce8\u610f\u70b9\uff08\u6b63\u76f4\u30c8\u30fc\u30af\uff09<\/h3>\n <ul>\n <li>\u30b9\u30ad\u30e3\u30f3\u7cbe\u5ea6\u306f\u300c\u660e\u308b\u3044\u5c4b\u5916\u300d\u300c\u5468\u56f2\u306b\u4eba\u304c\u3044\u306a\u3044\u300d\u300c\u624b\u3076\u308c\u3057\u306a\u3044\u300d\u3067\u5927\u5e45\u30a2\u30c3\u30d7\u3002\u591c\u9593\u3084\u96e8\u5929\u306f\u5931\u6557\u3057\u3084\u3059\u3044<\/li>\n <li>\u70b9\u7fa4\u7de8\u96c6\u30bd\u30d5\u30c8\u306f\u6700\u521d\u5c11\u3057\u3060\u3051\u64cd\u4f5c\u3092\u899a\u3048\u308b\u5fc5\u8981\u3042\u308a\u3002YouTube\u306e\u77ed\u3044\u52d5\u753b\u3092\u898b\u306a\u304c\u3089\u89e6\u308b\u3068\u3059\u3050\u6163\u308c\u308b<\/li>\n <li>\u30e1\u30c3\u30b7\u30e5\u5316\u5f8c\u306b\u300c\u7a74\u300d\u3084\u300c\u6d6e\u3044\u3066\u3044\u308b\u70b9\u300d\u304c\u6b8b\u308b\u5834\u5408\u306f\u3001\u30b9\u30ad\u30e3\u30f3\u3057\u76f4\u3059\u306e\u304c\u6700\u901f\uff08\u4fee\u6b63\u306f\u610f\u5916\u3068\u9762\u5012\uff09<\/li>\n <li>3D\u30d7\u30ea\u30f3\u30c8\u306f\u300c\u898b\u7a4d\u308a\u300d\u3057\u3066\u304b\u3089\u6b63\u5f0f\u6ce8\u6587\u3002\u30b5\u30a4\u30ba\u3084\u8272\u3067\u6599\u91d1\u304c\u5927\u304d\u304f\u5909\u52d5\u3059\u308b<\/li>\n <\/ul>\n\n <h3>\u30b5\u30f3\u30d7\u30eb\u4f5c\u54c1\u30ae\u30e3\u30e9\u30ea\u30fc\uff08\u5916\u90e8\u30ea\u30f3\u30af\uff09<\/h3>\n <ul>\n <li><a href=\"https:\/\/poly.cam\/explore\">Polycam\u30ae\u30e3\u30e9\u30ea\u30fc\uff1a\u30b9\u30de\u30db\u30b9\u30ad\u30e3\u30f3\u4f5c\u54c1\u96c6<\/a><\/li>\n <li><a href=\"https:\/\/www.youtube.com\/watch?v=dPOldb5yTdg\">YouTube\u52d5\u753b\uff1a\u5b9f\u969b\u306e\u70b9\u7fa4\u30b9\u30ad\u30e3\u30f3<\/a><\/li>\n <li><a href=\"https:\/\/www.youtube.com\/watch?v=RGaG-mWl8hg\">YouTube\u52d5\u753b\uff1a\u3010\u30c9\u30ed\u30fc\u30f3\u6e2c\u91cf\u3011\u6e2c\u91cf\u3057\u30663D\u30d7\u30ea\u30f3\u30bf\u30fc\u3067\u6a21\u578b\u5316\u3057\u305f<\/a><\/li>\n <\/ul>\n\n <h3>\u5fdc\u7528\u30a2\u30a4\u30c7\u30a2<\/h3>\n <ul>\n <li>\u53e4\u3044\u795e\u793e\u3084\u5bfa\u3001\u5730\u5143\u306e\u6b74\u53f2\u7684\u5efa\u7269\u306e\u4fdd\u5b58\u30fb\u8a18\u9332\u306b<\/li>\n <li>\u30da\u30c3\u30c8\u3084\u5bb6\u65cf\u306e\u300c\u601d\u3044\u51fa\u306e\u5834\u6240\u300d\u30df\u30cb\u30c1\u30e5\u30a2\u5316\uff08\u72ac\u5c0f\u5c4b\u30fb\u5ead\u30fb\u904a\u6b69\u9053\u306a\u3069\uff09<\/li>\n <li>\u707d\u5bb3\u524d\u306e\u666f\u89b3\u3092\u300c\u601d\u3044\u51fa\u30a2\u30fc\u30ab\u30a4\u30d6\u300d\u3068\u3057\u3066\u6b8b\u3059<\/li>\n <\/ul>\n<\/div>\n\n\n <div class=\"section\">\n <h2>2. \u9632\u707d\u30a4\u30f3\u30d5\u30e9\u70b9\u691c\u306e\u81ea\u52d5\u5316<\/h2>\n\n <h3>\u80cc\u666f\u30fb\u76ee\u7684<\/h3>\n <p>\u6a4b\u6881\u3001\u30c8\u30f3\u30cd\u30eb\u3001\u6cb3\u5ddd\u5824\u9632\u306a\u3069\u30a4\u30f3\u30d5\u30e9\u70b9\u691c\u306b\u306f<br>\n \u2013 \u76ee\u8996\u306b\u3088\u308b\u5de1\u56de\u70b9\u691c<br>\n \u2013 \u30e9\u30a4\u30d5\u30eb\u30b9\u30ad\u30e3\u30ca\u30fc\u306a\u3069\u4eba\u6d77\u6226\u8853<br>\n \u304c\u591a\u304f\u3001\u5371\u967a\u30fb\u30b3\u30b9\u30c8\u9ad8\u30fb\u5c5e\u4eba\u6027\u304c\u554f\u984c\u3002<\/p>\n\n <h3>\u6700\u65b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/h3>\n <ul>\n <li><strong>UC Davis\uff08Caltrans\uff09<\/strong>\uff1a\u70b9\u7fa4\uff0bDL\u3067\u7e01\u77f3\u7b49\u306e\u30b8\u30aa\u30e1\u30c8\u30ea\u81ea\u52d5\u8a55\u4fa1 :contentReference[oaicite:8]{index=8}<\/li>\n <li><strong>NeRF\uff0b\u30c9\u30ed\u30fc\u30f3<\/strong>\uff1a\u30c7\u30b8\u30bf\u30eb\u30c4\u30a4\u30f3\u3068\u70b9\u7fa4\u6bd4\u8f03\u306b\u3088\u308b\u6b20\u9665\u691c\u51fa :contentReference[oaicite:9]{index=9}<\/li>\n <li><strong>\u696d\u754c\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/strong>\uff1aFlyPix\uff0fAgileLab\uff0fgNextLabs\uff1a3D\u70b9\u7fa4\uff0b360\u00b0\u5199\u771f\uff0bAI\u89e3\u6790 :contentReference[oaicite:10]{index=10}<\/li>\n <\/ul>\n\n <h3>\u30d7\u30ed\u30bb\u30b9\u30d5\u30ed\u30fc<\/h3>\n <ol>\n <li>\u30c9\u30ed\u30fc\u30f3\uff0bLiDAR\u3067\u70b9\u7fa4\u3068\u5199\u771f\u30c7\u30fc\u30bf\u53d6\u5f97<\/li>\n <li>\u70b9\u7fa4\u30fb\u753b\u50cf\u3092\u30af\u30e9\u30a6\u30c9\u8ee2\u9001<\/li>\n <li>AI\u304c\u6b20\u640d\u30fb\u5909\u5f62\u30fb\u4e80\u88c2\u3092\u691c\u51fa\u3057\u30bf\u30b0\u4ed8\u3051<\/li>\n <li>\u6df1\u5ea6\u30fbNeRF\u30e2\u30c7\u30eb\u3067\u53c2\u7167\u72b6\u614b\u3068\u6bd4\u8f03<\/li>\n <li>\u62c5\u5f53\u8005\u304cAI\u691c\u51fa\u7d50\u679c\u3092\u627f\u8a8d\u2192\u4fee\u7e55\u6307\u793a<\/li>\n <\/ol>\n\n <h3>\u30e1\u30ea\u30c3\u30c8<\/h3>\n <ul>\n <li>\u4eba\u547d\u30ea\u30b9\u30af\u4f4e\u6e1b<\/li>\n <li>\u5de1\u56de\u983b\u5ea6\u5897\u30fb\u65e9\u671f\u691c\u77e5<\/li>\n <li>\u70b9\u691c\u30b3\u30b9\u30c840%\u524a\u6e1b\uff08\u7c73\u81ea\u6cbb\u4f53\u5b9f\u7e3e\uff09 :contentReference[oaicite:11]{index=11}<\/li>\n <li>\u6a19\u6e96\u5316\u30fb\u7701\u529b\u5316\u306b\u3088\u308b\u8a08\u753b\u5316\u306e\u5e73\u6e96\u5316<\/li>\n <\/ul>\n\n <h3>\u5c0e\u5165\u4e8b\u4f8b\u30fb\u30ea\u30f3\u30af<\/h3>\n <ul>\n <li><a href=\"https:\/\/arxiv.org\/abs\/2505.05752\">Automating Infrastructure Surveying\uff08UC Davis\u7d19\uff09<\/a> :contentReference[oaicite:12]{index=12}<\/li>\n <li><a href=\"https:\/\/arxiv.org\/abs\/2504.00270\">NeRF-Based defect detection\uff08NeRF\uff0b\u70b9\u7fa4\u6bd4\u8f03\uff09<\/a> :contentReference[oaicite:13]{index=13}<\/li>\n <li><a href=\"https:\/\/flypix.ai\/blog\/infrastructure-inspection-tools-ai\/\">FlyPix AI\u70b9\u7fa4\u7ba1\u7406\uff0b360\u00b0\u5199\u771f<\/a> :contentReference[oaicite:14]{index=14}<\/li>\n <li><a href=\"https:\/\/www.agilelab.it\/use-cases\/utilities-infrastructure-inspections-with-ai\">AgileLab \u30a4\u30f3\u30d5\u30e9\u691c\u67fb\u4e8b\u4f8b<\/a> :contentReference[oaicite:15]{index=15}<\/li>\n <li><a href=\"https:\/\/www.gnextlabs.com\/blog\/infrastructure-inspection-is-evolving-with-drones-and-ai\/\">gNext Labs \u30c9\u30ed\u30fc\u30f3\uff0bAI\u691c\u67fb<\/a> :contentReference[oaicite:16]{index=16}<\/li>\n <li><a href=\"https:\/\/www.wired.com\/story\/poop-drones-are-keeping-sewers-running-so-humans-dont-have-to\/\">\u7c73\u81ea\u6cbb\u4f53\u4e0b\u6c34\u30c9\u30ed\u30fc\u30f3\uff0bAI\u70b9\u691c<\/a> :contentReference[oaicite:17]{index=17}<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"section\">\n <h2>3. \u70b9\u7fa4\u00d7AI\uff1a\u5171\u901a\u6280\u8853\u8981\u7d20<\/h2>\n <ul>\n <li><strong>\u53d6\u5f97\u30c4\u30fc\u30eb<\/strong>\uff1a\u30c9\u30ed\u30fc\u30f3\uff08RGB\uff0bLiDAR\uff09\u3001\u30cf\u30f3\u30c7\u30a3\u30fc\u30b9\u30ad\u30e3\u30ca\u30fc\u3001360\u00b0\u30b9\u30ad\u30e3\u30ca\u30fc<\/li>\n <li><strong>\u524d\u51e6\u7406<\/strong>\uff1aCloudCompare\u3001PCL\u3001Flai \u7b49\u3067\u30ce\u30a4\u30ba\u9664\u53bb\uff0f\u767b\u9332\uff0fDown\u2011sampling :contentReference[oaicite:18]{index=18}<\/li>\n <li><strong>AI\u51e6\u7406<\/strong>\uff1a\u7279\u5fb4\u62bd\u51fa\u30fb\u7269\u4f53\u691c\u51fa\u30fb\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\uff08CNN\uff0fDL\uff09\u2192 \u81ea\u52d5\u5206\u985e\u30fb\u7570\u5e38\u691c\u77e5<\/li>\n <li><strong>\u30e1\u30c3\u30b7\u30e5\u5316<\/strong>\uff1aMeshlab\uff0fBlender\u306a\u3069\u3067\u4e09\u89d2\u30e1\u30c3\u30b7\u30e5\u30fbSTL\u5909\u63db<\/li>\n <li><strong>\u53ef\u8996\u5316\u30fb\u8a55\u4fa1<\/strong>\uff1a\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u30fb\u30ec\u30dd\u30fc\u30c8\u751f\u6210\u30fb\u30af\u30e9\u30a6\u30c9\u5171\u6709<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"section\">\n <h2>4. \u307e\u3068\u3081<\/h2>\n <p>DIY\u30df\u30cb\u30c1\u30e5\u30a2\u3067\u306f\u3001\u5c0f\u898f\u6a21\u30fb\u500b\u4eba\u7528\u9014\u5411\u3051\u306b\u70b9\u7fa4\u3092\u624b\u8efd\u306b\u4f7f\u3044\u3001\u5275\u4f5c\u30fb\u8da3\u5473\u5316\u3092\u4fc3\u9032\u3002<br>\n \u4e00\u65b9\u3001\u9632\u707d\u30fb\u30a4\u30f3\u30d5\u30e9\u3067\u306f\u3001\u5927\u898f\u6a21\u70b9\u7fa4\u3068AI\u3067\u793e\u4f1a\u8ab2\u984c\u89e3\u6c7a\u3092\u76ee\u6307\u3057\u3001\u5b89\u5168\u30fb\u30b3\u30b9\u30c8\u30fb\u54c1\u8cea\u306e\u98db\u8e8d\u7684\u6539\u5584\u306b\u5bc4\u4e0e\u3002<\/p>\n\n <p>\u4e21\u8005\u306e\u63a5\u70b9\u306f\u3001<strong>\u70b9\u7fa4\u306eAI\u51e6\u7406\u306b\u3088\u308b\u7279\u5fb4\u62bd\u51fa\u30fb\u5206\u985e\u30fb\u6b20\u9665\u691c\u77e5\u306e\u81ea\u52d5\u5316<\/strong>\u3068\u3044\u3046\u5171\u901a\u57fa\u76e4\u3002<br>\n \u8da3\u5473\u3067\u3082\u793e\u4f1a\u5b9f\u88c5\u3067\u3082\u3001\u540c\u3058\u6280\u8853\u304c\u5225\u30b9\u30b1\u30fc\u30eb\u3067\u6d3b\u304b\u305b\u308b\u70b9\u304c\u9b45\u529b\u3067\u3059\u3002<\/p>\n\n <p>\u3055\u3089\u306b\u8a73\u3057\u3044\u5b9f\u88c5\u652f\u63f4\u3084\u6280\u8853\u76f8\u8ac7\u304c\u5fc5\u8981\u3067\u3042\u308c\u3070\u3001\u304a\u6c17\u8efd\u306b\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\u3002<\/p>\n <\/div>\n\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>\u70b9\u7fa4\u00d7AI\uff1aDIY\u30df\u30cb\u30c1\u30e5\u30a2\u5236\u4f5c\u3068\u9632\u707d\u30a4\u30f3\u30d5\u30e9\u70b9\u691c \u3053\u306e\u30da\u30fc\u30b8\u3067\u306f\u30013D\u70b9\u7fa4\u30c7\u30fc\u30bf\u3068AI\uff08\u6df1\u5c64\u5b66\u7fd2\u30fb\u753b\u50cf\u89e3\u6790\u30fb\u7279\u5fb4\u62bd\u51fa\uff09\u3092\u6d3b\u7528\u3057\u305f \u2013 DIY\u30df\u30cb\u30c1\u30e5\u30a2\u5236\u4f5c \u2013 \u9632\u707d\u30a4\u30f3\u30d5\u30e9\u70b9\u691c\u306e\u81ea\u52d5\u5316 \u306e2\u5927\u30c6\u30fc\u30de\u3092\u7db2\u7f85\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059 […]<\/p>\n","protected":false},"author":1,"featured_media":1408,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"sns_share_botton_hide":"","vkExUnit_sns_title":"","_vk_print_noindex":"","sitemap_hide":"","vkExUnit_EyeCatch_disable":"","_veu_custom_css":"","veu_display_promotion_alert":"common","vkexunit_cta_each_option":"","_jetpack_memberships_contains_paid_content":false,"_lightning_design_setting":{"layout":"default"},"footnotes":"","jetpack_post_was_ever_published":false},"categories":[5,59,24],"tags":[],"class_list":["post-1404","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-59","category-24"],"aioseo_notices":[],"veu_head_title_object":{"title":"","add_site_title":""},"jetpack_featured_media_url":"https:\/\/beeknowledge.co.jp\/wp-content\/uploads\/2025\/06\/j5a96bj5a96.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1404","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1404"}],"version-history":[{"count":3,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1404\/revisions"}],"predecessor-version":[{"id":1407,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1404\/revisions\/1407"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/media\/1408"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1404"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1404"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1404"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

$\"\"$ <\/div>\n\n\n\n \n \u70b9\u7fa4\u00d7AI\uff1aDIY\u30df\u30cb\u30c1\u30e5\u30a2\u5236\u4f5c\u3068\u9632\u707d\u30a4\u30f3\u30d5\u30e9\u70b9\u691c<\/title>\n <style>\n body { font-family: Arial, sans-serif; line-height: 1.6; margin: 20px; }\n h1, h2, h3 { color: #333; }\n a { color: #0066cc; text-decoration: none; }\n a:hover { text-decoration: underline; }\n code { background: #f5f5f5; padding: 2px 4px; }\n .section { margin-bottom: 40px; }\n <\/style>\n<\/head>\n<body>\n\n \n\n <p>\u3053\u306e\u30da\u30fc\u30b8\u3067\u306f\u30013D\u70b9\u7fa4\u30c7\u30fc\u30bf\u3068AI\uff08\u6df1\u5c64\u5b66\u7fd2\u30fb\u753b\u50cf\u89e3\u6790\u30fb\u7279\u5fb4\u62bd\u51fa\uff09\u3092\u6d3b\u7528\u3057\u305f<br>\n \u2013 <strong>DIY\u30df\u30cb\u30c1\u30e5\u30a2\u5236\u4f5c<\/strong><br>\n \u2013 <strong>\u9632\u707d\u30a4\u30f3\u30d5\u30e9\u70b9\u691c\u306e\u81ea\u52d5\u5316<\/strong><br>\n \u306e2\u5927\u30c6\u30fc\u30de\u3092\u7db2\u7f85\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u5404\u624b\u9806\u306e\u5b9f\u88c5\u4f8b\u3068\u53c2\u8003\u30ea\u30f3\u30af\u4ed8\u304d\u3002<\/p>\n\n<div class=\"section\">\n <h2>1. DIY\u30df\u30cb\u30c1\u30e5\u30a2\u5236\u4f5c\uff08\u5b9f\u8df5\u30ac\u30a4\u30c9\uff1a\u81ea\u5b85\u3084\u516c\u5712\u3092\u672c\u5f53\u306b\u30df\u30cb\u30c1\u30e5\u30a2\u5316\uff09<\/h2>\n <h3>\u306a\u305c\u4eca\u3001\u70b9\u7fa4\u3067DIY\u30df\u30cb\u30c1\u30e5\u30a2\uff1f<\/h3>\n <p>\n \u30b9\u30de\u30db\u3084\u5b89\u4fa1\u306aLiDAR\u3001\u30c9\u30ed\u30fc\u30f3\u304c\u624b\u306b\u5165\u308b\u6642\u4ee3\u3002\u73fe\u5b9f\u4e16\u754c\u306e\u300c\u81ea\u5206\u3060\u3051\u306e\u98a8\u666f\u300d\u3092\u3001\u305d\u306e\u307e\u307e3D\u3067\u30b3\u30d4\u30fc\u3057\u3066\u3001\u624b\u306e\u3072\u3089\u30b5\u30a4\u30ba\u306e\u6a21\u578b\u3092\u4f5c\u308b\u697d\u3057\u307f\u306f\u3001\u307e\u3055\u306b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u00d7\u8da3\u5473\u306e\u6700\u524d\u7dda\u3067\u3059\u3002<br>\n \u5b50\u3069\u3082\u3068\u306e\u5de5\u4f5c\u3084\u3001\u81ea\u5206\u306e\u90e8\u5c4b\u30fb\u5ead\u306e\u6a21\u578b\u3001\u601d\u3044\u51fa\u306e\u5834\u6240\u3092\u7acb\u4f53\u3067\u6b8b\u3057\u305f\u3044\u4eba\u306b\u304a\u3059\u3059\u3081\u3002<br>\n \uff08\u30a2\u30a4\u30c7\u30a2\uff1a\u53e4\u6c11\u5bb6\u3001\u30ac\u30fc\u30c7\u30f3\u3001\u611b\u8eca\u3001\u516c\u5712\u904a\u5177\u3001\u753a\u5185\u306e\u8def\u5730\u88cf\u3001\u306a\u3069\u7121\u9650\uff09\n <\/p>\n\n <h3>\u7d76\u5bfe\u5931\u6557\u3057\u306a\u3044\uff01\u624b\u9806\u30ac\u30a4\u30c9<\/h3>\n <ol>\n <li>\n <b>\u73fe\u5730\u30b9\u30ad\u30e3\u30f3\uff08\u70b9\u7fa4\u53d6\u5f97\uff09<\/b><br>\n <ul>\n <li>\u30b9\u30de\u30db\u306e3D\u30b9\u30ad\u30e3\u30f3\u30a2\u30d7\u30ea\uff08\u4f8b\uff1aiPhone\u306a\u3089\u300c3D Scanner App\u300d<a href=\"https:\/\/apps.apple.com\/jp\/app\/3d-scanner-app\/id1419913995\">\u516c\u5f0f<\/a>\u3001Android\u306a\u3089\u300cPolycam\u300d<a href=\"https:\/\/poly.cam\/\">\u516c\u5f0f<\/a>\uff09\u3092\u4f7f\u3046<\/li>\n <li>\u5b89\u3044LiDAR\u30b9\u30ad\u30e3\u30ca\u30fc\uff08Raspberry Pi\uff0bLIDAR\u30bb\u30f3\u30b5\u30fc\u306eDIY\u30ad\u30c3\u30c8\uff09\u3084\u3001\u4ef2\u9593\u306e\u30c9\u30ed\u30fc\u30f3\uff08DJI Mini\u30b7\u30ea\u30fc\u30ba\u3067\u3082\u53ef\uff09\u3067\u3082OK<\/li>\n <li>\u30dd\u30a4\u30f3\u30c8\uff1a\u3050\u308b\u3063\u30681\u5468\u3001\u5c11\u3057\u305a\u3064\u91cd\u306a\u308b\u3088\u3046\u306b\u3086\u3063\u304f\u308a\u64ae\u5f71<\/li>\n <\/ul>\n <span style=\"color:#666;font-size:small\">\uff08\u64ae\u308a\u5fd8\u308c\u304c\u3042\u308b\u3068\u7a74\u304c\u958b\u304f\u306e\u3067\u3001\u5168\u4f53\u304c\u5165\u308b\u307e\u3067\u30b9\u30ad\u30e3\u30f3\u3002\u7269\u9670\u3084\u7a93\u3001\u8eca\u306e\u4e0b\u306f\u6ce8\u610f\uff09<\/span>\n <\/li>\n <li>\n <b>\u30c7\u30fc\u30bf\u6574\u7406\u30fb\u30ce\u30a4\u30ba\u9664\u53bb<\/b><br>\n <ul>\n <li>\u70b9\u7fa4\uff08.ply, .las, .pcd, .obj\u306a\u3069\uff09\u3092PC\u306b\u53d6\u308a\u8fbc\u3080<\/li>\n <li><a href=\"https:\/\/www.cloudcompare.org\/\">CloudCompare<\/a>\u3092\u4f7f\u3063\u3066\u4f59\u8a08\u306a\u70b9\uff08\u5730\u9762\u3084\u80cc\u666f\u306e\u30b4\u30df\u3001\u901a\u884c\u4eba\u3084\u72ac\u306a\u3069\uff09\u3092\u7c21\u5358\u524a\u9664<\/li>\n <li>\u30bd\u30d5\u30c8\u306e\u300c\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u300d\u30c4\u30fc\u30eb\u3067\u4e0d\u8981\u90e8\u5206\u3092\u30af\u30ea\u30c3\u30af\uff06\u6d88\u53bb\u3002\u3084\u308a\u76f4\u3057\u3082\u7c21\u5358<\/li>\n <\/ul>\n <span style=\"color:#666;font-size:small\">\uff08\u64cd\u4f5c\u306f\u610f\u5916\u3068\u76f4\u611f\u7684\u3002\u5931\u6557\u3057\u3066\u3082Undo\u3067\u3059\u3050\u623b\u305b\u308b\u306e\u3067\u5b89\u5fc3\uff09<\/span>\n <\/li>\n <li>\n <b>\u70b9\u7fa4\u304b\u3089\u30e1\u30c3\u30b7\u30e5\u5316\u2192\u6a21\u578b\u7528STL\u30d5\u30a1\u30a4\u30eb\u751f\u6210<\/b><br>\n <ul>\n <li>CloudCompare\u3084MeshLab\uff08<a href=\"https:\/\/www.meshlab.net\/\">\u516c\u5f0f<\/a>\uff09\u3067\u300c\u70b9\u7fa4\u2192\u4e09\u89d2\u30e1\u30c3\u30b7\u30e5\u5316\u300d\u30dc\u30bf\u30f3\u3092\u62bc\u3059\u3060\u3051<\/li>\n <li>\u5c0f\u3055\u306a\u51f9\u51f8\u306f\u300c\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u300d\u3084\u300c\u30af\u30ea\u30fc\u30f3\u30a2\u30c3\u30d7\u300d\u6a5f\u80fd\u3067\u6ed1\u3089\u304b\u306b\u88dc\u6b63<\/li>\n <li>STL\u5f62\u5f0f\u3067\u30a8\u30af\u30b9\u30dd\u30fc\u30c8<\/li>\n <\/ul>\n <span style=\"color:#666;font-size:small\">\uff08\u5206\u304b\u3089\u306a\u3051\u308c\u3070YouTube\u300c\u70b9\u7fa4 MeshLab STL\u300d\u691c\u7d22\u63a8\u5968\u3002\u52d5\u753b\u304c\u8c4a\u5bcc\uff09<\/span>\n <\/li>\n <li>\n <b>3D\u30d7\u30ea\u30f3\u30bf\u3067\u51fa\u529b<\/b><br>\n <ul>\n <li>\u81ea\u5b85\u306b\u30d7\u30ea\u30f3\u30bf\u304c\u306a\u304f\u3066\u3082DMM.make\u3084\u30ab\u30e1\u30e9\u306e\u30ad\u30bf\u30e0\u30e9\u306a\u3069\u306e\u300c3D\u30d7\u30ea\u30f3\u30c8\u4ee3\u884c\u300d\u30b5\u30fc\u30d3\u30b9\u304c\u591a\u6570<\/li>\n <li>\u30ab\u30e9\u30fc\u3067\u51fa\u529b\u3057\u305f\u3044\u5834\u5408\u306f\u300c\u30d5\u30eb\u30ab\u30e9\u30fc\u30d7\u30ea\u30f3\u30c8\u300d\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u3076\uff08\u5024\u6bb5\u306f\u767d\u4e00\u8272\u3088\u308a\u9ad8\u3044\uff09<\/li>\n <li>\u81ea\u5206\u306e\u30d7\u30ea\u30f3\u30bf\u3092\u6301\u3063\u3066\u3044\u308b\u306a\u3089STL\u3092\u305d\u306e\u307e\u307e\u30b9\u30e9\u30a4\u30b9\u2192\u30d7\u30ea\u30f3\u30c8<\/li>\n <\/ul>\n <span style=\"color:#666;font-size:small\">\uff08\u6a21\u578b\u306e\u5927\u304d\u3055\u306f\u5b9f\u7269\u6bd41\/100\uff5e1\/500\u63a8\u5968\u3002\u5927\u304d\u3059\u304e\u308b\u3068\u30b3\u30b9\u30c8\u304c\u8df3\u306d\u4e0a\u304c\u308b\u306e\u3067\u6ce8\u610f\uff09<\/span>\n <\/li>\n <li>\n <b>\u5857\u88c5\uff06\u30c7\u30a3\u30c6\u30fc\u30eb\u8ffd\u52a0\u3001\u697d\u3057\u307f\u65b9\u306f\u7121\u9650<\/b><br>\n <ul>\n <li>\u6a21\u578b\u7528\u5857\u6599\u3084\u7b46\u3067\u8272\u4ed8\u3051\uff08\u81ea\u5206\u306e\u5bb6\u306e\u58c1\u8272\u3084\u829d\u751f\u3082\u5fe0\u5b9f\u306b\uff01\uff09<\/li>\n <li>\u597d\u304d\u306a\u30d5\u30a3\u30ae\u30e5\u30a2\u3084\u30df\u30cb\u30c1\u30e5\u30a2\u5bb6\u5177\u3092\u7f6e\u3051\u3070\u30b8\u30aa\u30e9\u30de\u5316\u3082\u53ef\u80fd<\/li>\n <li>\u5bb6\u65cf\u3084\u53cb\u4eba\u306b\u30d7\u30ec\u30bc\u30f3\u30c8\u3057\u3066\u3082\u76db\u308a\u4e0a\u304c\u308b<\/li>\n <\/ul>\n <span style=\"color:#666;font-size:small\">\uff08\u30b9\u30b1\u30fc\u30eb\u611f\u304c\u30ea\u30a2\u30eb\u306a\u306e\u3067\u3001100\u5747\u306e\u6750\u6599\u3067\u5468\u56f2\u306e\u30d1\u30fc\u30c4\u3082\u81ea\u4f5c\u53ef\u80fd\uff09<\/span>\n <\/li>\n <\/ol>\n\n <h3>\u3084\u3063\u3066\u307f\u3066\u5206\u304b\u308b\u300c\u697d\u3057\u3044\u30dd\u30a4\u30f3\u30c8\u300d<\/h3>\n <ul>\n <li>\u666e\u6bb5\u898b\u6163\u308c\u305f\u5834\u6240\u304c\u3001\u6a21\u578b\u3067\u898b\u308b\u3068\u307e\u3063\u305f\u304f\u9055\u3046\u4e16\u754c\u306b\uff01<\/li>\n <li>\u300c\u81ea\u5206\u3060\u3051\u306e\u753a\u300d\u3084\u300c\u6614\u4f4f\u3093\u3067\u3044\u305f\u5bb6\u300d\u3092\u7acb\u4f53\u3067\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u304d\u308b<\/li>\n <li>\u5bb6\u65cf\u3084\u5b50\u3069\u3082\u3068\u4e00\u7dd2\u306b\u300c\u5de5\u4f5c\u306e\u65e5\u300d\u3068\u3057\u3066\u76db\u308a\u4e0a\u304c\u308b<\/li>\n <li>DIY\u5931\u6557\u3057\u3066\u3082\u3084\u308a\u76f4\u3057\u81ea\u7531\u3002\u81ea\u5206\u306e\u300c\u30c7\u30b8\u30bf\u30eb\u30b3\u30d4\u30fc\u300d\u304c\u4f55\u56de\u3067\u3082\u4f5c\u308c\u308b<\/li>\n <li>\u5efa\u7bc9\u3084\u90fd\u5e02\u30c7\u30b6\u30a4\u30f3\u306e\u5165\u9580\u6559\u6750\u3068\u3057\u3066\u3082\u512a\u79c0<\/li>\n <\/ul>\n\n <h3>\u5931\u6557\u3057\u3084\u3059\u3044\u6ce8\u610f\u70b9\uff08\u6b63\u76f4\u30c8\u30fc\u30af\uff09<\/h3>\n <ul>\n <li>\u30b9\u30ad\u30e3\u30f3\u7cbe\u5ea6\u306f\u300c\u660e\u308b\u3044\u5c4b\u5916\u300d\u300c\u5468\u56f2\u306b\u4eba\u304c\u3044\u306a\u3044\u300d\u300c\u624b\u3076\u308c\u3057\u306a\u3044\u300d\u3067\u5927\u5e45\u30a2\u30c3\u30d7\u3002\u591c\u9593\u3084\u96e8\u5929\u306f\u5931\u6557\u3057\u3084\u3059\u3044<\/li>\n <li>\u70b9\u7fa4\u7de8\u96c6\u30bd\u30d5\u30c8\u306f\u6700\u521d\u5c11\u3057\u3060\u3051\u64cd\u4f5c\u3092\u899a\u3048\u308b\u5fc5\u8981\u3042\u308a\u3002YouTube\u306e\u77ed\u3044\u52d5\u753b\u3092\u898b\u306a\u304c\u3089\u89e6\u308b\u3068\u3059\u3050\u6163\u308c\u308b<\/li>\n <li>\u30e1\u30c3\u30b7\u30e5\u5316\u5f8c\u306b\u300c\u7a74\u300d\u3084\u300c\u6d6e\u3044\u3066\u3044\u308b\u70b9\u300d\u304c\u6b8b\u308b\u5834\u5408\u306f\u3001\u30b9\u30ad\u30e3\u30f3\u3057\u76f4\u3059\u306e\u304c\u6700\u901f\uff08\u4fee\u6b63\u306f\u610f\u5916\u3068\u9762\u5012\uff09<\/li>\n <li>3D\u30d7\u30ea\u30f3\u30c8\u306f\u300c\u898b\u7a4d\u308a\u300d\u3057\u3066\u304b\u3089\u6b63\u5f0f\u6ce8\u6587\u3002\u30b5\u30a4\u30ba\u3084\u8272\u3067\u6599\u91d1\u304c\u5927\u304d\u304f\u5909\u52d5\u3059\u308b<\/li>\n <\/ul>\n\n <h3>\u30b5\u30f3\u30d7\u30eb\u4f5c\u54c1\u30ae\u30e3\u30e9\u30ea\u30fc\uff08\u5916\u90e8\u30ea\u30f3\u30af\uff09<\/h3>\n <ul>\n <li><a href=\"https:\/\/poly.cam\/explore\">Polycam\u30ae\u30e3\u30e9\u30ea\u30fc\uff1a\u30b9\u30de\u30db\u30b9\u30ad\u30e3\u30f3\u4f5c\u54c1\u96c6<\/a><\/li>\n <li><a href=\"https:\/\/www.youtube.com\/watch?v=dPOldb5yTdg\">YouTube\u52d5\u753b\uff1a\u5b9f\u969b\u306e\u70b9\u7fa4\u30b9\u30ad\u30e3\u30f3<\/a><\/li>\n <li><a href=\"https:\/\/www.youtube.com\/watch?v=RGaG-mWl8hg\">YouTube\u52d5\u753b\uff1a\u3010\u30c9\u30ed\u30fc\u30f3\u6e2c\u91cf\u3011\u6e2c\u91cf\u3057\u30663D\u30d7\u30ea\u30f3\u30bf\u30fc\u3067\u6a21\u578b\u5316\u3057\u305f<\/a><\/li>\n <\/ul>\n\n <h3>\u5fdc\u7528\u30a2\u30a4\u30c7\u30a2<\/h3>\n <ul>\n <li>\u53e4\u3044\u795e\u793e\u3084\u5bfa\u3001\u5730\u5143\u306e\u6b74\u53f2\u7684\u5efa\u7269\u306e\u4fdd\u5b58\u30fb\u8a18\u9332\u306b<\/li>\n <li>\u30da\u30c3\u30c8\u3084\u5bb6\u65cf\u306e\u300c\u601d\u3044\u51fa\u306e\u5834\u6240\u300d\u30df\u30cb\u30c1\u30e5\u30a2\u5316\uff08\u72ac\u5c0f\u5c4b\u30fb\u5ead\u30fb\u904a\u6b69\u9053\u306a\u3069\uff09<\/li>\n <li>\u707d\u5bb3\u524d\u306e\u666f\u89b3\u3092\u300c\u601d\u3044\u51fa\u30a2\u30fc\u30ab\u30a4\u30d6\u300d\u3068\u3057\u3066\u6b8b\u3059<\/li>\n <\/ul>\n<\/div>\n\n\n <div class=\"section\">\n <h2>2. \u9632\u707d\u30a4\u30f3\u30d5\u30e9\u70b9\u691c\u306e\u81ea\u52d5\u5316<\/h2>\n\n <h3>\u80cc\u666f\u30fb\u76ee\u7684<\/h3>\n <p>\u6a4b\u6881\u3001\u30c8\u30f3\u30cd\u30eb\u3001\u6cb3\u5ddd\u5824\u9632\u306a\u3069\u30a4\u30f3\u30d5\u30e9\u70b9\u691c\u306b\u306f<br>\n \u2013 \u76ee\u8996\u306b\u3088\u308b\u5de1\u56de\u70b9\u691c<br>\n \u2013 \u30e9\u30a4\u30d5\u30eb\u30b9\u30ad\u30e3\u30ca\u30fc\u306a\u3069\u4eba\u6d77\u6226\u8853<br>\n \u304c\u591a\u304f\u3001\u5371\u967a\u30fb\u30b3\u30b9\u30c8\u9ad8\u30fb\u5c5e\u4eba\u6027\u304c\u554f\u984c\u3002<\/p>\n\n <h3>\u6700\u65b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/h3>\n <ul>\n <li><strong>UC Davis\uff08Caltrans\uff09<\/strong>\uff1a\u70b9\u7fa4\uff0bDL\u3067\u7e01\u77f3\u7b49\u306e\u30b8\u30aa\u30e1\u30c8\u30ea\u81ea\u52d5\u8a55\u4fa1 :contentReference[oaicite:8]{index=8}<\/li>\n <li><strong>NeRF\uff0b\u30c9\u30ed\u30fc\u30f3<\/strong>\uff1a\u30c7\u30b8\u30bf\u30eb\u30c4\u30a4\u30f3\u3068\u70b9\u7fa4\u6bd4\u8f03\u306b\u3088\u308b\u6b20\u9665\u691c\u51fa :contentReference[oaicite:9]{index=9}<\/li>\n <li><strong>\u696d\u754c\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/strong>\uff1aFlyPix\uff0fAgileLab\uff0fgNextLabs\uff1a3D\u70b9\u7fa4\uff0b360\u00b0\u5199\u771f\uff0bAI\u89e3\u6790 :contentReference[oaicite:10]{index=10}<\/li>\n <\/ul>\n\n <h3>\u30d7\u30ed\u30bb\u30b9\u30d5\u30ed\u30fc<\/h3>\n <ol>\n <li>\u30c9\u30ed\u30fc\u30f3\uff0bLiDAR\u3067\u70b9\u7fa4\u3068\u5199\u771f\u30c7\u30fc\u30bf\u53d6\u5f97<\/li>\n <li>\u70b9\u7fa4\u30fb\u753b\u50cf\u3092\u30af\u30e9\u30a6\u30c9\u8ee2\u9001<\/li>\n <li>AI\u304c\u6b20\u640d\u30fb\u5909\u5f62\u30fb\u4e80\u88c2\u3092\u691c\u51fa\u3057\u30bf\u30b0\u4ed8\u3051<\/li>\n <li>\u6df1\u5ea6\u30fbNeRF\u30e2\u30c7\u30eb\u3067\u53c2\u7167\u72b6\u614b\u3068\u6bd4\u8f03<\/li>\n <li>\u62c5\u5f53\u8005\u304cAI\u691c\u51fa\u7d50\u679c\u3092\u627f\u8a8d\u2192\u4fee\u7e55\u6307\u793a<\/li>\n <\/ol>\n\n <h3>\u30e1\u30ea\u30c3\u30c8<\/h3>\n <ul>\n <li>\u4eba\u547d\u30ea\u30b9\u30af\u4f4e\u6e1b<\/li>\n <li>\u5de1\u56de\u983b\u5ea6\u5897\u30fb\u65e9\u671f\u691c\u77e5<\/li>\n <li>\u70b9\u691c\u30b3\u30b9\u30c840%\u524a\u6e1b\uff08\u7c73\u81ea\u6cbb\u4f53\u5b9f\u7e3e\uff09 :contentReference[oaicite:11]{index=11}<\/li>\n <li>\u6a19\u6e96\u5316\u30fb\u7701\u529b\u5316\u306b\u3088\u308b\u8a08\u753b\u5316\u306e\u5e73\u6e96\u5316<\/li>\n <\/ul>\n\n <h3>\u5c0e\u5165\u4e8b\u4f8b\u30fb\u30ea\u30f3\u30af<\/h3>\n <ul>\n <li><a href=\"https:\/\/arxiv.org\/abs\/2505.05752\">Automating Infrastructure Surveying\uff08UC Davis\u7d19\uff09<\/a> :contentReference[oaicite:12]{index=12}<\/li>\n <li><a href=\"https:\/\/arxiv.org\/abs\/2504.00270\">NeRF-Based defect detection\uff08NeRF\uff0b\u70b9\u7fa4\u6bd4\u8f03\uff09<\/a> :contentReference[oaicite:13]{index=13}<\/li>\n <li><a href=\"https:\/\/flypix.ai\/blog\/infrastructure-inspection-tools-ai\/\">FlyPix AI\u70b9\u7fa4\u7ba1\u7406\uff0b360\u00b0\u5199\u771f<\/a> :contentReference[oaicite:14]{index=14}<\/li>\n <li><a href=\"https:\/\/www.agilelab.it\/use-cases\/utilities-infrastructure-inspections-with-ai\">AgileLab \u30a4\u30f3\u30d5\u30e9\u691c\u67fb\u4e8b\u4f8b<\/a> :contentReference[oaicite:15]{index=15}<\/li>\n <li><a href=\"https:\/\/www.gnextlabs.com\/blog\/infrastructure-inspection-is-evolving-with-drones-and-ai\/\">gNext Labs \u30c9\u30ed\u30fc\u30f3\uff0bAI\u691c\u67fb<\/a> :contentReference[oaicite:16]{index=16}<\/li>\n <li><a href=\"https:\/\/www.wired.com\/story\/poop-drones-are-keeping-sewers-running-so-humans-dont-have-to\/\">\u7c73\u81ea\u6cbb\u4f53\u4e0b\u6c34\u30c9\u30ed\u30fc\u30f3\uff0bAI\u70b9\u691c<\/a> :contentReference[oaicite:17]{index=17}<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"section\">\n <h2>3. \u70b9\u7fa4\u00d7AI\uff1a\u5171\u901a\u6280\u8853\u8981\u7d20<\/h2>\n <ul>\n <li><strong>\u53d6\u5f97\u30c4\u30fc\u30eb<\/strong>\uff1a\u30c9\u30ed\u30fc\u30f3\uff08RGB\uff0bLiDAR\uff09\u3001\u30cf\u30f3\u30c7\u30a3\u30fc\u30b9\u30ad\u30e3\u30ca\u30fc\u3001360\u00b0\u30b9\u30ad\u30e3\u30ca\u30fc<\/li>\n <li><strong>\u524d\u51e6\u7406<\/strong>\uff1aCloudCompare\u3001PCL\u3001Flai \u7b49\u3067\u30ce\u30a4\u30ba\u9664\u53bb\uff0f\u767b\u9332\uff0fDown\u2011sampling :contentReference[oaicite:18]{index=18}<\/li>\n <li><strong>AI\u51e6\u7406<\/strong>\uff1a\u7279\u5fb4\u62bd\u51fa\u30fb\u7269\u4f53\u691c\u51fa\u30fb\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\uff08CNN\uff0fDL\uff09\u2192 \u81ea\u52d5\u5206\u985e\u30fb\u7570\u5e38\u691c\u77e5<\/li>\n <li><strong>\u30e1\u30c3\u30b7\u30e5\u5316<\/strong>\uff1aMeshlab\uff0fBlender\u306a\u3069\u3067\u4e09\u89d2\u30e1\u30c3\u30b7\u30e5\u30fbSTL\u5909\u63db<\/li>\n <li><strong>\u53ef\u8996\u5316\u30fb\u8a55\u4fa1<\/strong>\uff1a\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u30fb\u30ec\u30dd\u30fc\u30c8\u751f\u6210\u30fb\u30af\u30e9\u30a6\u30c9\u5171\u6709<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"section\">\n <h2>4. \u307e\u3068\u3081<\/h2>\n <p>DIY\u30df\u30cb\u30c1\u30e5\u30a2\u3067\u306f\u3001\u5c0f\u898f\u6a21\u30fb\u500b\u4eba\u7528\u9014\u5411\u3051\u306b\u70b9\u7fa4\u3092\u624b\u8efd\u306b\u4f7f\u3044\u3001\u5275\u4f5c\u30fb\u8da3\u5473\u5316\u3092\u4fc3\u9032\u3002<br>\n \u4e00\u65b9\u3001\u9632\u707d\u30fb\u30a4\u30f3\u30d5\u30e9\u3067\u306f\u3001\u5927\u898f\u6a21\u70b9\u7fa4\u3068AI\u3067\u793e\u4f1a\u8ab2\u984c\u89e3\u6c7a\u3092\u76ee\u6307\u3057\u3001\u5b89\u5168\u30fb\u30b3\u30b9\u30c8\u30fb\u54c1\u8cea\u306e\u98db\u8e8d\u7684\u6539\u5584\u306b\u5bc4\u4e0e\u3002<\/p>\n\n <p>\u4e21\u8005\u306e\u63a5\u70b9\u306f\u3001<strong>\u70b9\u7fa4\u306eAI\u51e6\u7406\u306b\u3088\u308b\u7279\u5fb4\u62bd\u51fa\u30fb\u5206\u985e\u30fb\u6b20\u9665\u691c\u77e5\u306e\u81ea\u52d5\u5316<\/strong>\u3068\u3044\u3046\u5171\u901a\u57fa\u76e4\u3002<br>\n \u8da3\u5473\u3067\u3082\u793e\u4f1a\u5b9f\u88c5\u3067\u3082\u3001\u540c\u3058\u6280\u8853\u304c\u5225\u30b9\u30b1\u30fc\u30eb\u3067\u6d3b\u304b\u305b\u308b\u70b9\u304c\u9b45\u529b\u3067\u3059\u3002<\/p>\n\n <p>\u3055\u3089\u306b\u8a73\u3057\u3044\u5b9f\u88c5\u652f\u63f4\u3084\u6280\u8853\u76f8\u8ac7\u304c\u5fc5\u8981\u3067\u3042\u308c\u3070\u3001\u304a\u6c17\u8efd\u306b\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\u3002<\/p>\n <\/div>\n\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>\u70b9\u7fa4\u00d7AI\uff1aDIY\u30df\u30cb\u30c1\u30e5\u30a2\u5236\u4f5c\u3068\u9632\u707d\u30a4\u30f3\u30d5\u30e9\u70b9\u691c \u3053\u306e\u30da\u30fc\u30b8\u3067\u306f\u30013D\u70b9\u7fa4\u30c7\u30fc\u30bf\u3068AI\uff08\u6df1\u5c64\u5b66\u7fd2\u30fb\u753b\u50cf\u89e3\u6790\u30fb\u7279\u5fb4\u62bd\u51fa\uff09\u3092\u6d3b\u7528\u3057\u305f \u2013 DIY\u30df\u30cb\u30c1\u30e5\u30a2\u5236\u4f5c \u2013 \u9632\u707d\u30a4\u30f3\u30d5\u30e9\u70b9\u691c\u306e\u81ea\u52d5\u5316 \u306e2\u5927\u30c6\u30fc\u30de\u3092\u7db2\u7f85\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059 […]<\/p>\n","protected":false},"author":1,"featured_media":1408,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"sns_share_botton_hide":"","vkExUnit_sns_title":"","_vk_print_noindex":"","sitemap_hide":"","vkExUnit_EyeCatch_disable":"","_veu_custom_css":"","veu_display_promotion_alert":"common","vkexunit_cta_each_option":"","_jetpack_memberships_contains_paid_content":false,"_lightning_design_setting":{"layout":"default"},"footnotes":"","jetpack_post_was_ever_published":false},"categories":[5,59,24],"tags":[],"class_list":["post-1404","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-59","category-24"],"aioseo_notices":[],"veu_head_title_object":{"title":"","add_site_title":""},"jetpack_featured_media_url":"https:\/\/beeknowledge.co.jp\/wp-content\/uploads\/2025\/06\/j5a96bj5a96.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1404","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1404"}],"version-history":[{"count":3,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1404\/revisions"}],"predecessor-version":[{"id":1407,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1404\/revisions\/1407"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/media\/1408"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1404"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1404"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1404"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}