{"id":13947,"date":"2023-01-28T04:07:00","date_gmt":"2023-01-27T22:37:00","guid":{"rendered":"https:\/\/www.datalabelify.com\/en\/?p=13947"},"modified":"2023-10-28T22:43:25","modified_gmt":"2023-10-28T17:13:25","slug":"cvat-computer-vision-annotation","status":"publish","type":"post","link":"https:\/\/www.datalabelify.com\/ja\/cvat-\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3-\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\/","title":{"rendered":"2023 \u5e74\u306e CVAT: \u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7 \u30ac\u30a4\u30c9\u3067\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b"},"content":{"rendered":"<p>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf \u30d3\u30b8\u30e7\u30f3 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7528\u306e\u52b9\u7387\u7684\u3067\u5f37\u529b\u306a\u6ce8\u91c8\u30c4\u30fc\u30eb\u3092\u304a\u63a2\u3057\u3067\u3059\u304b?\u3053\u308c\u4ee5\u4e0a\u63a2\u3055\u306a\u3044\uff01 CVAT \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u753b\u50cf\u5206\u985e\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u306b\u7c21\u5358\u306b\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u4f5c\u696d\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u30ed\u30fc\u30ab\u30eb \u30de\u30b7\u30f3\u3067\u4f5c\u696d\u3059\u308b\u5834\u5408\u3067\u3082\u3001CVAT \u304c\u5bfe\u5fdc\u3057\u307e\u3059\u3002\u8907\u6570\u306e\u6ce8\u91c8\u5f62\u5f0f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30d7\u30ed\u30bb\u30b9\u3092\u9ad8\u901f\u5316\u3059\u308b\u534a\u81ea\u52d5\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>CVAT \u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4eca\u3059\u3050\u89e3\u653e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><h2>\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8<\/h2><\/p>\n<ul>\n<li>CVAT \u306f\u3001Intel \u304c\u958b\u767a\u3057\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u753b\u50cf\u304a\u3088\u3073\u30d3\u30c7\u30aa\u6ce8\u91c8\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/li>\n<li>YOLO\u3001Pascal VOC\u3001MS COCO \u306a\u3069\u306e\u8907\u6570\u306e\u6ce8\u91c8\u5f62\u5f0f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li>CVAT \u306f\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u4f7f\u7528\u3059\u308b\u3053\u3068\u3082\u3001\u30ed\u30fc\u30ab\u30eb \u30de\u30b7\u30f3\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u6ce8\u91c8\u30d7\u30ed\u30bb\u30b9\u306e\u9ad8\u901f\u5316\u3092\u652f\u63f4\u3059\u308b\u534a\u81ea\u52d5\u6ce8\u91c8\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p><h2>CVAT&#039; \u306e\u6a5f\u80fd\u306e\u6982\u8981<\/h2><\/p>\n<p>CVAT \u306e\u6a5f\u80fd\u3092\u8abf\u3079\u308b\u3068\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf \u30d3\u30b8\u30e7\u30f3 \u30bf\u30b9\u30af\u306e\u52b9\u7387\u7684\u304b\u3064\u6b63\u78ba\u306a\u6ce8\u91c8\u4ed8\u3051\u3092\u5bb9\u6613\u306b\u3059\u308b\u5305\u62ec\u7684\u306a\u30c4\u30fc\u30eb\u3068\u6a5f\u80fd\u306e\u30bb\u30c3\u30c8\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n<p>CVAT \u306f\u3001\u305d\u306e\u591a\u7528\u9014\u6027\u3068\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u306b\u3088\u308a\u3001\u4ed6\u306e\u6ce8\u91c8\u30c4\u30fc\u30eb\u306e\u4e2d\u3067\u3082\u969b\u7acb\u3063\u3066\u3044\u307e\u3059\u3002 YOLO\u3001Pascal VOC\u3001MS COCO \u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u6ce8\u91c8\u5f62\u5f0f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30cb\u30fc\u30ba\u306b\u6700\u9069\u306a\u5f62\u5f0f\u3092\u67d4\u8edf\u306b\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>CVAT \u306f\u3001\u30ad\u30fc\u30d5\u30ec\u30fc\u30e0\u9593\u306e\u88dc\u9593\u3084\u81ea\u52d5\u6ce8\u91c8\u306a\u3069\u3001\u6ce8\u91c8\u30d7\u30ed\u30bb\u30b9\u3092\u5927\u5e45\u306b\u9ad8\u901f\u5316\u3067\u304d\u308b\u81ea\u52d5\u6ce8\u91c8\u30c4\u30fc\u30eb\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>CVAT \u3092\u4f7f\u7528\u3057\u3066\u52b9\u7387\u7684\u306a\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u78ba\u5b9f\u306b\u884c\u3046\u306b\u306f\u3001\u534a\u81ea\u52d5\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u3092\u5229\u7528\u3059\u308b\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30bf\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30dd\u30ea\u30b4\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3001\u691c\u51fa\u5668\u3092\u4f7f\u7528\u3057\u3066\u30d5\u30ec\u30fc\u30e0\u306b\u6ce8\u91c8\u3092\u4ed8\u3051\u308b\u3001\u30c8\u30e9\u30c3\u30ab\u30fc\u3092\u4f7f\u7528\u3057\u3066\u5883\u754c\u30dc\u30c3\u30af\u30b9\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u6ce8\u91c8\u3092\u4ed8\u3051\u308b\u306a\u3069\u306e\u30d9\u30b9\u30c8 \u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u5f93\u3046\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n<p>CVAT \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u753b\u50cf\u3084\u30d3\u30c7\u30aa\u306b\u6b63\u78ba\u304b\u3064\u52b9\u7387\u7684\u306b\u6ce8\u91c8\u3092\u4ed8\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30bf\u30b9\u30af\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u8cb4\u91cd\u306a\u30c4\u30fc\u30eb\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><h2>CVAT \u3092\u59cb\u3081\u308b<\/h2><\/p>\n<p>CVAT \u306e\u4f7f\u7528\u3092\u958b\u59cb\u3059\u308b\u306b\u306f\u3001\u307e\u305a\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u3001\u30aa\u30f3\u30e9\u30a4\u30f3 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u304b\u3001\u30ed\u30fc\u30ab\u30eb \u30de\u30b7\u30f3\u306b\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3057\u307e\u3059\u3002\u8003\u616e\u3059\u3079\u304d\u91cd\u8981\u306a\u70b9\u306f\u6b21\u306e 3 \u3064\u3067\u3059\u3002<\/p>\n<ol>\n<li>CVAT \u30aa\u30f3\u30e9\u30a4\u30f3 \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u30ed\u30fc\u30ab\u30eb \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb:<\/li>\n<\/ol>\n<ul>\n<li>CVAT \u3092\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u4f7f\u7528\u3059\u308b\u304b\u3001\u30de\u30b7\u30f3\u306b\u30ed\u30fc\u30ab\u30eb\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u304b\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n<li>\u30aa\u30f3\u30e9\u30a4\u30f3\u6ce8\u91c8\u306b\u3088\u308a\u3001\u7c21\u5358\u306a\u30a2\u30af\u30bb\u30b9\u3068\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u304c\u53ef\u80fd\u306b\u306a\u308b\u4e00\u65b9\u3001\u30ed\u30fc\u30ab\u30eb \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u306f\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u5236\u9650\u306a\u304f\u7121\u5236\u9650\u306e\u6ce8\u91c8\u6a5f\u80fd\u304c\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<ol>\n<li>CVAT \u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u5f62\u5f0f\u306e\u6bd4\u8f03:<\/li>\n<\/ol>\n<ul>\n<li>CVAT \u306f\u3001YOLO\u3001Pascal VOC\u3001MS COCO \u306a\u3069\u306e\u8907\u6570\u306e\u6ce8\u91c8\u5f62\u5f0f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li>\u3053\u308c\u3089\u306e\u5f62\u5f0f\u3092\u6bd4\u8f03\u3057\u3066\u3001\u3069\u308c\u304c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf \u30d3\u30b8\u30e7\u30f3 \u30bf\u30b9\u30af\u306e\u8981\u4ef6\u306b\u6700\u3082\u9069\u3057\u3066\u3044\u308b\u304b\u3092\u5224\u65ad\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ul>\n<ol>\n<li>\u306f\u3058\u3081\u308b\uff1a<\/li>\n<\/ol>\n<ul>\n<li>\u30aa\u30f3\u30e9\u30a4\u30f3 \u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3057\u305f\u5834\u5408\u306f\u3001cvat.org \u3067\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u3001\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u30bf\u30b9\u30af\u306e\u8a2d\u5b9a\u3092\u69cb\u6210\u3057\u307e\u3059\u3002<\/li>\n<li>\u30e9\u30d9\u30eb\u3092\u9078\u629e\u3057\u3066\u6ce8\u91c8\u3092\u63cf\u753b\u3059\u308b\u3053\u3068\u3067\u3001\u6ce8\u91c8\u4ed8\u3051\u3092\u958b\u59cb\u3057\u307e\u3059\u3002<\/li>\n<li>\u30ed\u30fc\u30ab\u30eb \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u5e0c\u671b\u3059\u308b\u5834\u5408\u306f\u3001\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0 \u30b7\u30b9\u30c6\u30e0\u306b\u56fa\u6709\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806\u306b\u5f93\u3063\u3066\u3001\u30aa\u30f3\u30e9\u30a4\u30f3 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u5236\u9650\u306a\u3057\u3067\u81ea\u7531\u306b\u6ce8\u91c8\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ul>\n<p>CVAT \u306f\u3001\u30aa\u30f3\u30e9\u30a4\u30f3 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3059\u308b\u304b\u30ed\u30fc\u30ab\u30eb \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u304b\u306b\u95a2\u4fc2\u306a\u304f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30c7\u30fc\u30bf\u306b\u52b9\u7387\u7684\u306b\u6ce8\u91c8\u3092\u4ed8\u3051\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u67d4\u8edf\u6027\u3068\u81ea\u7531\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p><h2>\u30ed\u30fc\u30ab\u30eb \u30de\u30b7\u30f3\u3078\u306e CVAT \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2><\/p>\n<p>\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u5236\u9650\u306a\u3057\u3067\u7121\u5236\u9650\u306e\u6ce8\u91c8\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u30ed\u30fc\u30ab\u30eb \u30de\u30b7\u30f3\u306b CVAT \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002 CVAT \u3092\u30ed\u30fc\u30ab\u30eb\u306b\u8a2d\u5b9a\u3059\u308b\u3068\u3001\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306b\u5236\u9650\u306a\u304f\u6ce8\u91c8\u3092\u4ed8\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>CVAT \u3092\u30ed\u30fc\u30ab\u30eb \u30de\u30b7\u30f3\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0 \u30b7\u30b9\u30c6\u30e0\u306b\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u524d\u63d0\u6761\u4ef6\u3068\u3057\u3066\u3001WSL2\u3001Docker Desktop\u3001Git\u3001\u304a\u3088\u3073 Google Chrome \u3092\u5fc5\u305a\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>CVAT \u3092\u30ed\u30fc\u30ab\u30eb\u3067\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3059\u308b\u3068\u3001\u30aa\u30f3\u30e9\u30a4\u30f3 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u5236\u9650\u304b\u3089\u89e3\u653e\u3055\u308c\u3001\u6ce8\u91c8\u30d7\u30ed\u30bb\u30b9\u3092\u5b8c\u5168\u306b\u5236\u5fa1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb \u30d7\u30ed\u30bb\u30b9\u4e2d\u306b\u554f\u984c\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306b\u5099\u3048\u3066\u3001CVAT \u306f\u4e00\u822c\u7684\u306a\u554f\u984c\u306e\u89e3\u6c7a\u306b\u5f79\u7acb\u3064\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30ac\u30a4\u30c9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u6a5f\u4f1a\u3092\u6d3b\u7528\u3057\u3066\u3001\u6ce8\u91c8\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u5b8c\u5168\u306a\u81ea\u7531\u3068\u67d4\u8edf\u6027\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002<\/p>\n<p><h2>CVAT&#039; \u306e\u81ea\u52d5\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3 \u30c4\u30fc\u30eb<\/h2><\/p>\n<p>\u6b21\u306b\u3001CVAT \u306e\u81ea\u52d5\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3 \u30c4\u30fc\u30eb\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u54c1\u8cea\u3068\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u306a\u304c\u3089\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3 \u30d7\u30ed\u30bb\u30b9\u3092\u9ad8\u901f\u5316\u3059\u308b\u305f\u3081\u306e\u8ffd\u52a0\u306e\u652f\u63f4\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u304c\u5909\u9769\u3092\u3082\u305f\u3089\u3059 3 \u3064\u306e\u7406\u7531\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li>\u30a4\u30f3\u30bf\u30e9\u30af\u30bf\u30fc\u3068\u30c7\u30a3\u30c6\u30af\u30bf: \u3069\u3061\u3089\u306e\u81ea\u52d5\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3 \u30c4\u30fc\u30eb\u304c\u3088\u308a\u52b9\u7387\u7684\u3067\u3059\u304b? CVAT \u306f\u3001\u81ea\u52d5\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3 \u30c4\u30fc\u30eb\u3068\u3057\u3066\u30a4\u30f3\u30bf\u30e9\u30af\u30bf\u30fc\u3068\u30c7\u30a3\u30c6\u30af\u30bf\u306e\u4e21\u65b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30a4\u30f3\u30bf\u30e9\u30af\u30bf\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u30dd\u30ea\u30b4\u30f3\u3092\u534a\u81ea\u52d5\u7684\u306b\u4f5c\u6210\u3067\u304d\u3001\u30c7\u30a3\u30c6\u30af\u30bf\u306f 1 \u3064\u306e\u30d5\u30ec\u30fc\u30e0\u306b\u81ea\u52d5\u7684\u306b\u6ce8\u91c8\u3092\u4ed8\u3051\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7279\u5b9a\u306e\u6ce8\u91c8\u306e\u30cb\u30fc\u30ba\u306b\u5408\u3063\u305f\u30c4\u30fc\u30eb\u3092\u67d4\u8edf\u306b\u9078\u629e\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<li>CVAT&#039; \u306e\u81ea\u52d5\u6ce8\u91c8\u30c4\u30fc\u30eb\u3068\u4ed6\u306e\u6ce8\u91c8\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u6bd4\u8f03\u3002 CVAT \u306f\u3001\u5305\u62ec\u7684\u306a\u81ea\u52d5\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3 \u30c4\u30fc\u30eb\u306e\u30bb\u30c3\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u4ed6\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3088\u308a\u3082\u512a\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u6642\u9593\u3092\u7bc0\u7d04\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u9ad8\u54c1\u8cea\u306e\u6ce8\u91c8\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002 CVAT \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u7cbe\u5ea6\u3092\u640d\u306a\u3046\u3053\u3068\u306a\u304f\u3001\u6b63\u78ba\u304b\u3064\u52b9\u7387\u7684\u306a\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u751f\u7523\u6027\u304c\u5411\u4e0a\u3057\u3001\u8af8\u7d4c\u8cbb\u304c\u524a\u6e1b\u3055\u308c\u307e\u3059\u3002 CVAT&#039; \u306e\u81ea\u52d5\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3 \u30c4\u30fc\u30eb\u3092\u5229\u7528\u3059\u308b\u3068\u3001\u751f\u7523\u6027\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3067\u304d\u307e\u3059\u3002\u81ea\u52d5\u5316\u306b\u3088\u308a\u3001\u6ce8\u91c8\u4ed8\u3051\u306b\u5fc5\u8981\u306a\u624b\u52d5\u4f5c\u696d\u304c\u8efd\u6e1b\u3055\u308c\u3001\u3088\u308a\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6642\u9593\u304c\u7bc0\u7d04\u3055\u308c\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u6ce8\u91c8\u30d7\u30ed\u30bb\u30b9\u306e\u5168\u4f53\u7684\u306a\u30b3\u30b9\u30c8\u3082\u524a\u6e1b\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n<p>CVAT&#039; \u306e\u81ea\u52d5\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3 \u30c4\u30fc\u30eb\u306f\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3 \u30d7\u30ed\u30bb\u30b9\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u3001\u52b9\u7387\u3001\u7cbe\u5ea6\u3001\u30b3\u30b9\u30c8\u52b9\u7387\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n<p><h2>CVAT \u306e\u9577\u6240\u3068\u77ed\u6240<\/h2><\/p>\n<p>CVAT \u306b\u306f\u5229\u70b9\u3068\u6b20\u70b9\u306e\u4e21\u65b9\u304c\u3042\u308a\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30bf\u30b9\u30af\u7528\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3 \u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u306f\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>CVAT \u3092\u4f7f\u7528\u3059\u308b\u4e3b\u306a\u5229\u70b9\u306e 1 \u3064\u306f\u3001\u305d\u306e\u591a\u7528\u9014\u6027\u3067\u3059\u3002 YOLO\u3001Pascal VOC\u3001MS COCO \u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u6ce8\u91c8\u5f62\u5f0f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u306e\u4e92\u63db\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>CVAT \u306f\u3001\u30dd\u30ea\u30b4\u30f3\u3001\u30dd\u30ea\u30e9\u30a4\u30f3\u3001\u30ad\u30fc\u30dd\u30a4\u30f3\u30c8\u3001\u76f4\u65b9\u4f53\u3001\u30bf\u30b0\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u6ce8\u91c8\u30bf\u30a4\u30d7\u3082\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u6b63\u78ba\u3067\u8a73\u7d30\u306a\u30e9\u30d9\u30eb\u4ed8\u3051\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001CVAT \u306f\u3001\u30ad\u30fc\u30d5\u30ec\u30fc\u30e0\u9593\u306e\u88dc\u9593\u3084\u81ea\u52d5\u6ce8\u91c8\u306a\u3069\u306e\u534a\u81ea\u52d5\u6ce8\u91c8\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3001\u6ce8\u91c8\u30d7\u30ed\u30bb\u30b9\u3092\u5927\u5e45\u306b\u9ad8\u901f\u5316\u3057\u3066\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3001\u4ed6\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3 \u30c4\u30fc\u30eb\u3068\u6bd4\u8f03\u3059\u308b\u3068\u3001CVAT \u306f\u5b66\u7fd2\u66f2\u7dda\u304c\u6025\u5cfb\u3067\u3001\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3057\u3066\u52b9\u679c\u7684\u306b\u4f7f\u7528\u3059\u308b\u306b\u306f\u3088\u308a\u591a\u304f\u306e\u6280\u8853\u7684\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001CVAT \u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u7121\u6599\u3067\u4f7f\u7528\u3067\u304d\u307e\u3059\u304c\u3001\u5546\u7528\u306e\u6ce8\u91c8\u30c4\u30fc\u30eb\u3068\u540c\u30ec\u30d9\u30eb\u306e\u30e6\u30fc\u30b6\u30fc \u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066 CVAT \u3092\u8a55\u4fa1\u3059\u308b\u3068\u304d\u306f\u3001\u6b21\u306e\u9577\u6240\u3068\u77ed\u6240\u3092\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><h2>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3\u306b\u304a\u3051\u308b CVAT \u306e\u4f7f\u7528\u4f8b<\/h2><\/p>\n<p>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3\u3067\u306e CVAT \u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u691c\u8a0e\u3059\u308b\u5834\u5408\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u3001\u753b\u50cf\u5206\u985e\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 \u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u305d\u306e\u6c4e\u7528\u6027\u306e\u9ad8\u3044\u6ce8\u91c8\u6a5f\u80fd\u3092\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>CVAT \u306e 3 \u3064\u306e\u8208\u5473\u6df1\u3044\u4f7f\u7528\u4f8b\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li><strong>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/strong>: CVAT \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u5f62\u72b6\u3092\u64cd\u4f5c\u3057\u3066\u753b\u50cf\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3057\u3001\u7279\u5b9a\u306e\u95a2\u5fc3\u9818\u57df\u306b\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u3066\u6b63\u78ba\u306b\u8b58\u5225\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u533b\u7642\u753b\u50cf\u51e6\u7406\u3001\u81ea\u52d5\u904b\u8ee2\u3001\u30b7\u30fc\u30f3\u7406\u89e3\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u7279\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<li><strong>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8ffd\u8de1<\/strong>: CVAT \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u5883\u754c\u30dc\u30c3\u30af\u30b9\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u6ce8\u91c8\u3092\u4ed8\u3051\u3001\u30d5\u30ec\u30fc\u30e0\u9593\u3067\u306e\u52d5\u304d\u3092\u8ffd\u8de1\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d3\u30c7\u30aa\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8ffd\u8de1\u304a\u3088\u3073\u8ffd\u8de1\u3067\u304d\u308b\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u76e3\u8996\u3001\u30b9\u30dd\u30fc\u30c4\u5206\u6790\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8a8d\u8b58\u306b\u304a\u3044\u3066\u91cd\u8981\u3067\u3059\u3002<\/li>\n<li><strong>\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/strong>: CVAT&#039; \u306e\u6ce8\u91c8\u6a5f\u80fd\u306f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u307e\u3067\u62e1\u5f35\u3055\u308c\u3066\u304a\u308a\u3001\u753b\u50cf\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u500b\u3005\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u3066\u533a\u5225\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u6570\u3092\u6570\u3048\u305f\u308a\u3001\u305d\u306e\u30b5\u30a4\u30ba\u3092\u6e2c\u5b9a\u3057\u305f\u308a\u3001\u305d\u308c\u3089\u306e\u7a7a\u9593\u95a2\u4fc2\u3092\u7406\u89e3\u3057\u305f\u308a\u3059\u308b\u3088\u3046\u306a\u30b7\u30ca\u30ea\u30aa\u3067\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ol>\n<p><h2>\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2><h3>CVAT \u306f\u97f3\u58f0\u6ce8\u91c8\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u304b? \u305d\u308c\u3068\u3082\u753b\u50cf\u3068\u30d3\u30c7\u30aa\u306e\u6ce8\u91c8\u306b\u9650\u5b9a\u3055\u308c\u307e\u3059\u304b?<\/h3><\/p>\n<p>CVAT \u306f\u4e3b\u306b\u753b\u50cf\u3068\u30d3\u30c7\u30aa\u306e\u6ce8\u91c8\u7528\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u305d\u308c\u3089\u306e\u5f62\u5f0f\u306b\u9650\u5b9a\u3055\u308c\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u4ed6\u306e\u6ce8\u91c8\u30c4\u30fc\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u7cbe\u5ea6\u306e\u70b9\u3067\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u51e6\u7406\u306b\u95a2\u3057\u3066\u306f\u3001CVAT \u306b\u306f\u5236\u9650\u304c\u3042\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u30d7\u30ed\u30bb\u30b9\u3092\u9ad8\u901f\u5316\u3059\u308b\u305f\u3081\u306e\u81ea\u52d5\u6ce8\u91c8\u306a\u3069\u306e\u6a5f\u80fd\u304c\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306e\u8ab2\u984c\u3092\u514b\u670d\u3059\u308b\u306b\u306f\u3001\u30ed\u30fc\u30ab\u30eb \u30de\u30b7\u30f3\u306b CVAT \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<p><h3>Cvat \u306e\u30e9\u30d9\u30eb\u4ed8\u3051\u30bf\u30b9\u30af\u3067\u5171\u540c\u4f5c\u696d\u3067\u304d\u308b\u30e6\u30fc\u30b6\u30fc\u306e\u6570\u306b\u5236\u9650\u306f\u3042\u308a\u307e\u3059\u304b?<\/h3><\/p>\n<p>CVAT \u306e\u30e9\u30d9\u30eb\u4ed8\u3051\u30bf\u30b9\u30af\u3067\u5171\u540c\u4f5c\u696d\u3067\u304d\u308b\u30e6\u30fc\u30b6\u30fc\u306e\u6570\u306b\u5236\u9650\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u6700\u9069\u5316\u3059\u308b\u306b\u306f\u3001\u7279\u5b9a\u306e\u5236\u9650\u3092\u8003\u616e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u540c\u6642\u306b\u4f5c\u696d\u3059\u308b\u30e6\u30fc\u30b6\u30fc\u304c\u591a\u3059\u304e\u308b\u3068\u3001\u7af6\u5408\u3084\u6df7\u4e71\u304c\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3092\u514b\u670d\u3059\u308b\u306b\u306f\u3001\u660e\u78ba\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3 \u30c1\u30e3\u30cd\u30eb\u3092\u78ba\u7acb\u3057\u3001\u5404\u30e6\u30fc\u30b6\u30fc\u306b\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u5272\u308a\u5f53\u3066\u307e\u3059\u3002<\/p>\n<p><h3>CVAT \u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u304b\u3001\u305d\u308c\u3068\u3082\u30aa\u30d5\u30e9\u30a4\u30f3\u306e\u6ce8\u91c8\u306e\u307f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u304b?<\/h3><\/p>\n<p>CVAT \u306f\u30aa\u30d5\u30e9\u30a4\u30f3 \u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u6a5f\u80fd\u3082\u5099\u3048\u3066\u3044\u307e\u3059\u3002\u4ed6\u306e\u6ce8\u91c8\u30c4\u30fc\u30eb\u3068\u306f\u7570\u306a\u308a\u3001CVAT \u306f\u81ea\u52d5\u6ce8\u91c8\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u88dc\u9593\u3001\u81ea\u52d5\u6ce8\u91c8\u3001\u30c8\u30e9\u30c3\u30ab\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30d7\u30ed\u30bb\u30b9\u3092\u9ad8\u901f\u5316\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001CVAT \u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30bf\u30b9\u30af\u7528\u306e\u591a\u7528\u9014\u30c4\u30fc\u30eb\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>CVAT \u3092\u4ed6\u306e\u6ce8\u91c8\u30c4\u30fc\u30eb\u3068\u6bd4\u8f03\u3059\u308b\u3068\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u3092\u5b9f\u884c\u3059\u308b\u6a5f\u80fd\u304c\u969b\u7acb\u3063\u3066\u304a\u308a\u3001\u5236\u9650\u306a\u304f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u81ea\u7531\u306b\u6ce8\u91c8\u3092\u4ed8\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><h3>CVAT \u306f\u4ed6\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u7d71\u5408\u3067\u304d\u307e\u3059\u304b? \u305d\u308c\u3068\u3082\u30b9\u30bf\u30f3\u30c9\u30a2\u30ed\u30f3\u3067\u3059\u304b?<\/h3><\/p>\n<p>CVAT \u306f\u4ed6\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u7d71\u5408\u3067\u304d\u308b\u305f\u3081\u3001\u3088\u308a\u6c4e\u7528\u6027\u3068\u9069\u5fdc\u6027\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001CVAT&#039; \u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u3092\u4ed6\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u6a5f\u80fd\u3068\u4f75\u305b\u3066\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>CVAT \u3092\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u6ce8\u91c8\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3068\u52b9\u7387\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u597d\u307f\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u6a5f\u80fd\u3092\u5229\u7528\u3057\u306a\u304c\u3089\u3001CVAT&#039; \u306e\u5305\u62ec\u7684\u306a\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u3092\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><h3>\u30ed\u30fc\u30ab\u30eb \u30de\u30b7\u30f3\u3067 CVAT \u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u30b7\u30b9\u30c6\u30e0\u8981\u4ef6\u306f\u4f55\u3067\u3059\u304b?<\/h3><\/p>\n<p>\u30ed\u30fc\u30ab\u30eb \u30de\u30b7\u30f3\u3067 CVAT \u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u30b7\u30b9\u30c6\u30e0\u8981\u4ef6\u306f\u3001\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0 \u30b7\u30b9\u30c6\u30e0\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002 WSL2\u3001Docker Desktop\u3001Git\u3001Google Chrome \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>CVAT \u3092\u30ed\u30fc\u30ab\u30eb\u306b\u8a2d\u5b9a\u3059\u308b\u3068\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306b\u5236\u9650\u306a\u304f\u6ce8\u91c8\u3092\u4ed8\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6ce8\u91c8\u30bf\u30b9\u30af\u306e\u81ea\u7531\u5ea6\u3068\u67d4\u8edf\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n<p>CVAT 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\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u6a5f\u80fd\u3068\u8907\u6570\u306e\u6ce8\u91c8\u5f62\u5f0f\u306e\u30b5\u30dd\u30fc\u30c8\u306b\u3088\u308a\u3001\u753b\u50cf\u5206\u985e\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u52b9\u7387\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u4f5c\u696d\u3059\u308b\u304b\u30ed\u30fc\u30ab\u30eb \u30de\u30b7\u30f3\u3067\u4f5c\u696d\u3059\u308b\u304b\u306b\u95a2\u4fc2\u306a\u304f\u3001CVAT \u306f\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>\u534a\u81ea\u52d5\u6ce8\u91c8\u30c4\u30fc\u30eb\u306b\u3088\u308a\u3001\u751f\u7523\u6027\u304c\u3055\u3089\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n<p>\u5168\u4f53\u3068\u3057\u3066\u3001CVAT \u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u3088\u308a\u9ad8\u901f\u304b\u3064\u6b63\u78ba\u306b\u3057\u307e\u3059\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>Looking for an efficient and powerful annotation tool for your computer vision projects&#63; Look no further&#33; With CVAT&#44; you can easily label data for various tasks like image classification&#44; object detection&#44; and more. Whether you prefer working online or on your local machine&#44; CVAT has got you covered. It supports multiple annotation formats and offers semi-automatic tools to speed up the process. Unlock the full potential of CVAT and liberate your computer vision projects today&#33; Key Takeaways CVAT is an open-source image and video annotation tool developed by Intel. It supports multiple annotation formats like YOLO&#44; Pascal VOC&#44; and MS COCO. CVAT can be used online or installed on a [&hellip;]<\/p>","protected":false},"author":4,"featured_media":14294,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[16],"tags":[],"class_list":["post-13947","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"blocksy_meta":[],"featured_image_urls":{"full":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2023\/01\/CVAT.jpg",2240,1260,false],"thumbnail":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2023\/01\/CVAT-150x150.jpg",150,150,true],"medium":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2023\/01\/CVAT-300x169.jpg",300,169,true],"medium_large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2023\/01\/CVAT-768x432.jpg",768,432,true],"large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2023\/01\/CVAT-1024x576.jpg",1024,576,true],"1536x1536":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2023\/01\/CVAT-1536x864.jpg",1536,864,true],"2048x2048":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2023\/01\/CVAT-2048x1152.jpg",2048,1152,true],"trp-custom-language-flag":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2023\/01\/CVAT-18x10.jpg",18,10,true],"ultp_layout_landscape_large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2023\/01\/CVAT-1200x800.jpg",1200,800,true],"ultp_layout_landscape":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2023\/01\/CVAT-870x570.jpg",870,570,true],"ultp_layout_portrait":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2023\/01\/CVAT-600x900.jpg",600,900,true],"ultp_layout_square":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2023\/01\/CVAT-600x600.jpg",600,600,true],"yarpp-thumbnail":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2023\/01\/CVAT-120x120.jpg",120,120,true]},"post_excerpt_stackable":"<p>Looking for an efficient and powerful annotation tool for your computer vision projects&#63; Look no further&#33; With CVAT&#44; you can easily label data for various tasks like image classification&#44; object detection&#44; and more. Whether you prefer working online or on your local machine&#44; CVAT has got you covered. It supports multiple annotation formats and offers semi-automatic tools to speed up the process. Unlock the full potential of CVAT and liberate your computer vision projects today&#33; Key Takeaways CVAT is an open-source image and video annotation tool developed by Intel. It supports multiple annotation formats like YOLO&#44; Pascal VOC&#44; and MS&hellip;<\/p>\n","category_list":"<a href=\"https:\/\/www.datalabelify.com\/ja\/category\/artificial-intelligence\/\" rel=\"category tag\">Artificial intelligence<\/a>","author_info":{"name":"Drew Banks","url":"https:\/\/www.datalabelify.com\/ja\/author\/drewbanks\/"},"comments_num":"0 comments","_links":{"self":[{"href":"https:\/\/www.datalabelify.com\/ja\/wp-json\/wp\/v2\/posts\/13947","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.datalabelify.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.datalabelify.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/ja\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/ja\/wp-json\/wp\/v2\/comments?post=13947"}],"version-history":[{"count":1,"href":"https:\/\/www.datalabelify.com\/ja\/wp-json\/wp\/v2\/posts\/13947\/revisions"}],"predecessor-version":[{"id":14119,"href":"https:\/\/www.datalabelify.com\/ja\/wp-json\/wp\/v2\/posts\/13947\/revisions\/14119"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/ja\/wp-json\/wp\/v2\/media\/14294"}],"wp:attachment":[{"href":"https:\/\/www.datalabelify.com\/ja\/wp-json\/wp\/v2\/media?parent=13947"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.datalabelify.com\/ja\/wp-json\/wp\/v2\/categories?post=13947"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.datalabelify.com\/ja\/wp-json\/wp\/v2\/tags?post=13947"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}