{"id":7217,"date":"2025-07-30T11:09:03","date_gmt":"2025-07-30T02:09:03","guid":{"rendered":"https:\/\/support.digion.com\/blog\/?p=7217"},"modified":"2025-10-01T10:33:35","modified_gmt":"2025-10-01T01:33:35","slug":"yolov8","status":"publish","type":"post","link":"https:\/\/support.digion.com\/blog\/2025\/07\/yolov8\/","title":{"rendered":"\u5b87\u5b99\u304b\u3089\u30af\u30eb\u30de\u3092\u6570\u3048\u3066\u307f\u305f\u3089\u3001\u201c\u65e5\u5e38\u201d\u3068\u3044\u3046\u540d\u306e\u98a8\u666f\u304c\u898b\u3048\u3066\u304d\u305f"},"content":{"rendered":"<p><strong>40\u5ea6\u306b\u8feb\u308b\u731b\u6691\u304c\u7d9a\u304f\u4e2d\u30fb\u30fb\u30fb\u8857\u306f\u30a2\u30b9\u30d5\u30a1\u30eb\u30c8\u304b\u3089\u967d\u708e\u304c\u7acb\u3061\u306e\u307c\u308a\u3001\u8eca\u306e\u30dc\u30f3\u30cd\u30c3\u30c8\u3082\u89e6\u308c\u306a\u3044\u307b\u3069\u306e\u71b1\u3055\u3002<\/strong><br \/>\n<strong>\u305d\u3093\u306a\u73fe\u5b9f\u3092\u3088\u305d\u306b\u3001\u5199\u771f\u306e\u4e2d\u3067\u306f\u3001\u6574\u5217\u3057\u305f\u8eca\u305f\u3061\u304c\u307e\u308b\u3067\u6d77\u8fba\u3067\u3072\u3068\u3068\u304d\u306e\u30d0\u30ab\u30f3\u30b9\u3092\u697d\u3057\u3093\u3067\u3044\u308b\u3088\u3046\u306b\u3082\u898b\u3048\u307e\u3057\u305f\u3002<\/strong><br \/>\n<strong>\u300c\u8eca\u306b\u3082\u3001\u3053\u3093\u306a\u5922\u304c\u3042\u3063\u3066\u3082\u3044\u3044\u3088\u306d\u300d\u2014\u2014\u305d\u3046\u601d\u3048\u308b\u3088\u3046\u306a\u3001\u9759\u304b\u3067\u3069\u3053\u304b\u8a69\u7684\u306a1\u679a\u304b\u3089\u3001\u4eca\u56de\u306e\u5b9f\u9a13\u306f\u59cb\u307e\u308a\u307e\u3057\u305f\u3002<\/strong><\/p>\n<p class=\"p1\">\u4eca\u3001\u885b\u661f\u30c7\u30fc\u30bf\u3068AI\u306e\u878d\u5408\u304c\u3069\u3093\u3069\u3093\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u300c\u5730\u4e0a\u306b\u3042\u308b\u5c0f\u3055\u306a\u7269\u4f53\u3092\u3001\u5b87\u5b99\u304b\u3089\u3069\u3046\u8a8d\u8b58\u3059\u308b\u304b\uff1f\u300d\u3068\u3044\u3046\u30c6\u30fc\u30de\u306f\u3001\u30a4\u30f3\u30d5\u30e9\u76e3\u8996\u3084\u9632\u707d\u3001\u90fd\u5e02\u8a08\u753b\u306a\u3069\u591a\u304f\u306e\u5206\u91ce\u3067\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p class=\"p1\">\u3068\u3044\u3046\u3053\u3068\u3067\u4eca\u56de\u306f\u3001<span class=\"s1\"><b>AI\u3092\u4f7f\u3063\u3066\u885b\u661f\u5199\u771f\u304b\u3089\u201c\u81ea\u52d5\u8eca\u201d\u3092\u691c\u51fa\u3059\u308b\u5b9f\u9a13<\/b><\/span>\u3092\u884c\u3063\u3066\u307f\u307e\u3057\u305f\uff01\u4f7f\u7528\u3057\u305f\u306e\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u7269\u4f53\u691c\u51fa\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u300cYOLOv8 OBB\u300d\u3002\u5b9f\u969b\u306e\u885b\u661f\u753b\u50cf\u3092\u4f7f\u3063\u305f\u691c\u51fa\u7d50\u679c\u3084\u3001\u305d\u3053\u3067\u5206\u304b\u3063\u305f\u610f\u5916\u306a\u8ab2\u984c\u3082\u7d39\u4ecb\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3 style=\"border-left: 4px solid #000000;\">\u3000\u306a\u305c\u885b\u661f\u5199\u771f\u3067\u8eca\u3092\u691c\u51fa\u3059\u308b\u306e\u304b\uff1f<\/h3>\n<p class=\"p1\">\u4e00\u898b\u3059\u308b\u3068\u300c\u305d\u3093\u306a\u7d30\u304b\u3044\u3082\u306e\u898b\u3048\u308b\u306e\uff1f\u300d\u3068\u601d\u3046\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u4eca\u306e\u9ad8\u89e3\u50cf\u5ea6\u306a\u885b\u661f\u5199\u771f\u306a\u3089<span class=\"s1\"><b>50cm\u672a\u6e80\u306e\u5206\u89e3\u80fd<\/b><\/span>\u3067\u5730\u4e0a\u3092\u89b3\u6e2c\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p class=\"p1\">\u305f\u3068\u3048\u3070\u3001\u65bd\u8a2d\u306a\u3069\u306e\u99d0\u8eca\u5834\u306b\u505c\u307e\u3063\u3066\u3044\u308b\u8eca\u3084\u9053\u8def\u3092\u8d70\u884c\u4e2d\u306e\u8eca\u3092\u30ab\u30a6\u30f3\u30c8\u3059\u308b\u3053\u3068\u3067\u3001\u300c\u6df7\u96d1\u72b6\u6cc1\u300d\u300c\u8eca\u4e21\u306e\u50be\u5411\u300d\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30a4\u30f3\u30b5\u30a4\u30c8\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n<p class=\"p3\"><span class=\"s2\">\u305f\u3060\u3057\u3001<\/span><b>\u4eba\u306e\u76ee\u3067\u6570\u3048\u308b\u306e\u306f\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002<\/b><span class=\"s2\"> \u305d\u3053\u3067\u767b\u5834\u3059\u308b\u306e\u304cAI\u3002<\/span><b>\u5927\u91cf\u306e\u885b\u661f\u753b\u50cf\u3092\u81ea\u52d5\u3067\u89e3\u6790\u3057\u3001\u5fc5\u8981\u306a\u7269\u4f53\u3060\u3051\u3092\u691c\u51fa\u3067\u304d\u308c\u3070\u3001\u696d\u52d9\u306e\u52b9\u7387\u5316\u3084\u65b0\u305f\u306a\u4fa1\u5024\u5275\u51fa\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/b><\/p>\n<p>&nbsp;<\/p>\n<h3 style=\"border-left: 4px solid #000000;\">\u3000\u307e\u305a\u306f\u7269\u4f53\u691c\u51fa\u306e\u57fa\u672c\u304b\u3089<\/h3>\n<p>\u7269\u4f53\u691c\u51fa\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u6709\u540d\u306a\u306e\u304c\u3001YOLO\uff08You Only Look Once\uff09\u3068\u3044\u3046\u753b\u50cf\u4e2d\u306e\u7269\u4f53\u3092\u9ad8\u901f\u304b\u3064\u6b63\u78ba\u306b\u691c\u51fa\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u3042\u308b\u3002<br \/>\n\u3053\u308c\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u4e00\u7a2e\u3067\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u57fa\u3065\u3044\u3066\u3044\u3066\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7279\u5fb4\u304c\u3042\u308b\u3002<\/p>\n<ul>\n<li>\u51e6\u7406\u901f\u5ea6\uff1a\u753b\u50cf\u3092\u4e00\u5ea6\u30b9\u30ad\u30e3\u30f3\u3059\u308b\u3068\u691c\u51fa\u3068\u8b58\u5225\u306e\u51e6\u7406\u3092\u540c\u6642\u306b\u884c\u3046\u305f\u3081\u3001\u9ad8\u901f\u3067\u52d5\u4f5c\u53ef\u80fd<\/li>\n<li>\u691c\u51fa\u7cbe\u5ea6\uff1a\u8907\u6570\u306e\u30a2\u30f3\u30ab\u30fc\u30dc\u30c3\u30af\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u7570\u306a\u308b\u5f62\u72b6\u306e\u7269\u4f53\u306b\u5bfe\u3057\u3066\u3082\u9069\u5207\u306b\u53cd\u5fdc<\/li>\n<li>\u5fdc\u7528\u7bc4\u56f2\uff1a\u81ea\u52d5\u904b\u8ee2\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3001\u533b\u7642\u5206\u91ce\u306e\u753b\u50cf\u8a3a\u65ad\u306a\u3069\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067\u6d3b\u7528<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/yolo_algorithm-1024x640.png\" alt=\"\" width=\"640\" height=\"400\" class=\"aligncenter size-large wp-image-7208\" srcset=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/yolo_algorithm-1024x640.png 1024w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/yolo_algorithm-300x187.png 300w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/yolo_algorithm-768x480.png 768w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/yolo_algorithm-1536x959.png 1536w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/yolo_algorithm-2048x1279.png 2048w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p style=\"text-align: center;\"><a target=\"_self\" href=\"https:\/\/www.cv-foundation.org\/openaccess\/content_cvpr_2016\/papers\/Redmon_You_Only_Look_CVPR_2016_paper.pdf\" data-has-link=\"true\" rel=\"noopener\">You Only Look Once: Unified, Real-Time Object\u00a0Detection<\/a><span>\u3088\u308a\u5f15\u7528<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>\u3053\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u81ea\u52d5\u904b\u8ee2\u8eca\u306e\u7269\u4f53\u691c\u77e5\u3001\u76e3\u8996\u30ab\u30e1\u30e9\u306e\u4eba\u691c\u77e5\u306a\u3069\u306b\u3082\u5fdc\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u898b\u305f\u3053\u3068\u3042\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3046\u3002<br \/>\n\u4eca\u56de\u306f\u300cYOLOv8 OBB\u300d\u3001\u300cDOTA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u300d\u3092\u4f7f\u3063\u3066\u3001\u885b\u661f\u753b\u50cf\u304b\u3089\u30af\u30eb\u30de\u3092\u6570\u3048\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3 style=\"border-left: 4px solid #000000;\">\u3000YOLOv8 OBB\u3068DOTA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3063\u3066\u4f55\uff1f<\/h3>\n<p class=\"p1\">\u7269\u4f53\u691c\u51fa\u300cYOLO\uff08You Only Look Once\uff09\u300d\u3067\u3059\u304c\u3001\u4eca\u56de\u4f7f\u7528\u3059\u308b\u306e\u306f<span style=\"font-weight: 400;\">Ultralytics\u793e\u304c\u958b\u767a\u3057\u305fYOLOv8 OBB\u7248\u3067\u3059\u3002<br \/>\n<\/span><span style=\"font-weight: 400;\">OBB\uff08Oriented Bounding Box\uff09\u306f\u3001\u691c\u51fa\u3057\u305f\u7269\u4f53\u306e\u89d2\u5ea6\u304c\u691c\u51fa\u53ef\u80fd\u306a<\/span>\u56de\u8ee2\u30dc\u30c3\u30af\u30b9\u306b\u5bfe\u5fdc\u3057\u305f\u30e2\u30c7\u30eb\u3067\u3001\u822a\u7a7a\u30fb\u885b\u661f\u5199\u771f\u306e\u3088\u3046\u306b\u3001\u7269\u4f53\u304c\u771f\u4e0a\u304b\u3089\u7dba\u9e97\u306b\u4e26\u3093\u3067\u3044\u306a\u3044\u753b\u50cf\u3067\u3082\u3001<strong>\u7269\u4f53\u306e<\/strong><span class=\"s1\"><b>\u5411\u304d\u3092\u8003\u616e\u3057\u3066\u6b63\u78ba\u306b\u691c\u51fa\u3067\u304d\u308b\u306e\u304c\u7279\u5fb4<\/b><\/span>\u3067\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/yolov8obb-1024x538.png\" alt=\"\" width=\"640\" height=\"336\" class=\"aligncenter size-large wp-image-7210\" srcset=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/yolov8obb-1024x538.png 1024w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/yolov8obb-300x158.png 300w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/yolov8obb-768x403.png 768w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/yolov8obb-1536x806.png 1536w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/yolov8obb-2048x1075.png 2048w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/docs.ultralytics.com\/ja\/tasks\/obb\/\">https:\/\/docs.ultralytics.com\/ja\/tasks\/obb\/<\/a><\/p>\n<p>&nbsp;<\/p>\n<p class=\"p1\">\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u3001DOTA\uff08Dataset for Object deTection in Aerial images\uff09\u3068\u3044\u3046\u885b\u661f\u753b\u50cf\u5411\u3051\u306e\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u3092\u30d9\u30fc\u30b9\u306b\u3057\u305f\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u300c\u885b\u661f\u753b\u50cf\u306b\u5199\u3063\u305f\u8eca\u300d\u3092\u52b9\u7387\u3088\u304f\u691c\u51fa\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/dota-1024x565.png\" alt=\"\" width=\"640\" height=\"353\" class=\"aligncenter size-large wp-image-7214\" srcset=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/dota-1024x565.png 1024w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/dota-300x165.png 300w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/dota-768x423.png 768w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/dota.png 1306w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/docs.ultralytics.com\/ja\/datasets\/obb\/dota-v2\/\">https:\/\/docs.ultralytics.com\/ja\/datasets\/obb\/dota-v2\/<\/a><\/p>\n<p>&nbsp;<\/p>\n<h3 style=\"border-left: 4px solid #000000;\">\u3000\u4eca\u56de\u3082M3 Mac\u3067\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5b9f\u884c<\/h3>\n<p class=\"p1\">Ultralytics \u306e YOLOv8 OBB \u30e2\u30c7\u30eb\u306b\u3088\u308a\u7269\u4f53\u691c\u51fa\u5f8c\u306b\u4ee5\u4e0b\u306e\u51fa\u529b\u3092\u5b9f\u65bd\u3001YOLOv8-OBB\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3002M3 Mac (Apple Silicon) \u3067GPU\u51e6\u7406\u3092\u884c\u3063\u305f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><b>DOTA\u5b66\u7fd2\u6e08\u307fYOLOv5\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u624b\u9806\uff08Mac M1\/M2\/M3\u5bfe\u5fdc\uff09<\/b><b><\/b><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Python 3.8\u301c3.10\uff083.11\u4ee5\u4e0a\u3060\u3068Torch\u3067\u4e0d\u5177\u5408\u304c\u51fa\u3084\u3059\u3044\uff09<\/span><\/li>\n<li><span style=\"font-weight: 400;\">torch \u3068 opencv-python \u306f\u65e2\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6e08\u307f\u3068\u4eee\u5b9a<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><b>\u30b9\u30c6\u30c3\u30d71\uff1aYOLOv5\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u30af\u30ed\u30fc\u30f3<\/b><\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\" data-lang=\"Plain Text\"><code><span style=\"color: #999999;\"><span style=\"color: #000000;\">git clone https:\/\/github.com\/ultralytics\/yolov5.git<\/span>\r\n<span style=\"font-weight: 400; color: #000000;\">cd yolov5\r\npip install -r requirements.txt<\/span><\/span><\/code><\/pre>\n<\/div>\n<p><b>\u30b9\u30c6\u30c3\u30d72\uff1aUltralytics YOLOv8 OBB \u30e2\u30c7\u30eb\u306e\u4f7f\u7528\u65b9\u6cd5<\/b><\/p>\n<p><b>Ultralytics \u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/b><\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\" data-lang=\"Plain Text\"><code><span style=\"font-weight: 400;\">pip install ultralytics<\/span><\/code><\/pre>\n<\/div>\n<p><b>\u30b9\u30c6\u30c3\u30d73\uff1a\u5b9f\u884c\u30b3\u30de\u30f3\u30c9<\/b><\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\" data-lang=\"Plain Text\"><code><span style=\"font-weight: 400;\">python detect_vehicle_obb.py &lt;\u753b\u50cf\u30d5\u30a1\u30a4\u30eb&gt;<\/span><\/code><\/pre>\n<\/div>\n<p><span style=\"font-weight: 400;\">\u203b\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u306f\u3001\u30b9\u30af\u30ea\u30d7\u30c8\u5185\u306e YOLO(&#8216;yolov8x-obb.pt&#8217;) \u306b\u3066<\/span><span style=\"font-weight: 400;\">\u81ea\u52d5\u7684\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u30b9\u30af\u30ea\u30d7\u30c8\u30b3\u30fc\u30c9(<span style=\"font-weight: 400;\">detect_vehicle_obb.py<\/span>)<\/strong><\/p>\n<ul>\n<li>\u691c\u51fa\u7d50\u679c\u306e\u30dd\u30ea\u30b4\u30f3\u60c5\u5831,ID\u3092\u5143\u753b\u50cf\u306b\u63cf\u753b\u3057\u3066\u30a4\u30e1\u30fc\u30b8\u51fa\u529b<\/li>\n<li>\u691c\u51fa\u7d50\u679c\u3092JSON\u5f62\u5f0f\u3067\u51fa\u529b<\/li>\n<li>\u691c\u51fa\u7d50\u679c\u3092GeoJSON\u5f62\u5f0f\uff08<span style=\"font-weight: 400;\">\u7def\u5ea6\u7d4c\u5ea6\u306f\u753b\u50cf\u306e<\/span>\u76f8\u5bfe\u5024\uff09\u306b\u5909\u63db\u51fa\u529b<\/li>\n<\/ul>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import sys\r\nimport os\r\nimport json\r\nfrom PIL import Image, ImageDraw, ImageFont\r\nfrom ultralytics import YOLO\r\nfrom pathlib import Path\r\n\r\ndef save_json(boxes, base_filename):\r\n    results = []\r\n    for i in range(len(boxes)):\r\n        polygon = boxes.xyxyxyxy[i].tolist()\r\n        results.append({\r\n            \"id\": i + 1,\r\n            \"class\": int(boxes.cls[i]),\r\n            \"confidence\": float(boxes.conf[i]),\r\n            \"polygon\": polygon\r\n        })\r\n    with open(f\"{base_filename}_result.json\", \"w\") as f:\r\n    json.dump(results, f, indent=2)\r\n\r\ndef save_geojson(boxes, base_filename):\r\n    features = []\r\n    for i in range(len(boxes)):\r\n        polygon = boxes.xyxyxyxy[i].tolist()\r\n        coords = polygon + [polygon[0]] # \u9589\u3058\u308b\u305f\u3081\u306b\u59cb\u70b9\u3092\u8ffd\u52a0\r\n        feature = {\r\n            \"type\": \"Feature\",\r\n            \"properties\": {\r\n            \"id\": i + 1,\r\n            \"class\": int(boxes.cls[i]),\r\n            \"confidence\": float(boxes.conf[i])\r\n        },\r\n        \"geometry\": {\r\n            \"type\": \"Polygon\",\r\n            \"coordinates\": [[ [x, y] for x, y in coords ]]\r\n        }\r\n    }\r\n    features.append(feature)\r\n\r\n    geojson = {\r\n        \"type\": \"FeatureCollection\",\r\n        \"features\": features\r\n    }\r\n\r\n    with open(f\"{base_filename}_result.geojson\", \"w\") as f:\r\n        json.dump(geojson, f, indent=2)\r\n\r\ndef draw_polygons(image_path, boxes, output_path):\r\n    image = Image.open(image_path).convert(\"RGB\")\r\n    draw = ImageDraw.Draw(image)\r\n    try:\r\n        font = ImageFont.truetype(\"arial.ttf\", 16)\r\n    except:\r\n        font = ImageFont.load_default()\r\n\r\n    for i in range(len(boxes)):\r\n        polygon = boxes.xyxyxyxy[i].tolist()\r\n        draw.polygon(polygon, outline=\"red\", width=2)\r\n        draw.text((polygon[0][0], polygon[0][1] - 10), str(i + 1), fill=\"red\", font=font)\r\n\r\n    image.save(output_path)\r\n\r\ndef main(image_path):\r\n    base_filename = os.path.splitext(os.path.basename(image_path))[0]\r\n    output_img_path = f\"{base_filename}_result.png\"\r\n\r\n    print(\"\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u4e2d...\")\r\n    model = YOLO(\"yolov8x-obb.pt\") # \u9ad8\u7cbe\u5ea6 OBB \u30e2\u30c7\u30eb\r\n\r\n    print(\"\u63a8\u8ad6\u3092\u5b9f\u884c\u4e2d...\", image_path)\r\n    results = model(image_path)\r\n    boxes = results[0].obb\r\n\r\n    if boxes is None or len(boxes) == 0:\r\n    print(\"\u26a0\ufe0f \u7d50\u679c\u753b\u50cf\u304c\u4fdd\u5b58\u3055\u308c\u3066\u3044\u307e\u305b\u3093\uff08\u691c\u51fa\u306a\u3057\u306e\u53ef\u80fd\u6027\u3042\u308a\uff09\")\r\n    print(\"\u2705 \u691c\u51fa\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6570: 0\")\r\n    return\r\n\r\n    print(\"\u2705 \u691c\u51fa\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6570:\", len(boxes))\r\n\r\n    # \u753b\u50cf\u4fdd\u5b58\uff08\u30dd\u30ea\u30b4\u30f3\u3067\u63cf\u753b\uff09\r\n    draw_polygons(image_path, boxes, output_img_path)\r\n    print(\"\ud83d\uddbc\ufe0f \u7d50\u679c\u753b\u50cf\u3092\u4fdd\u5b58\u3057\u307e\u3057\u305f:\", output_img_path)\r\n\r\n    # JSON\u4fdd\u5b58\r\n    save_json(boxes, base_filename)\r\n    print(\"\ud83d\udcdd JSON\u3092\u4fdd\u5b58\u3057\u307e\u3057\u305f:\", f\"{base_filename}_result.json\")\r\n\r\n    # GeoJSON\u4fdd\u5b58\r\n    save_geojson(boxes, base_filename)\r\n    print(\"\ud83c\udf0d GeoJSON\u3092\u4fdd\u5b58\u3057\u307e\u3057\u305f:\", f\"{base_filename}_result.geojson\")\r\n\r\nif __name__ == \"__main__\":\r\n    if len(sys.argv) &lt; 2:\r\n        print(\"\u4f7f\u3044\u65b9: python detect_vehicle_obb.py &lt;\u753b\u50cf\u30d5\u30a1\u30a4\u30eb&gt;\")\r\n    else:\r\n        main(sys.argv[1])<\/code><\/pre>\n<\/div>\n<p>&nbsp;<\/p>\n<h3 style=\"border-left: 4px solid #000000;\">\u3000\u5b9f\u969b\u306b\u3084\u3063\u3066\u307f\u305f\uff01\u81ea\u52d5\u8eca\u691c\u51fa\u30c6\u30b9\u30c8<\/h3>\n<p class=\"p1\">\u4eca\u56de\u306f\u3001\u4f7f\u7528\u53ef\u80fd\u306a\u885b\u661f\u30c7\u30fc\u30bf\u306e\u95a2\u4fc2\u4e0a\u3001\u822a\u7a7a\u5199\u771f\u3092\u64ec\u4f3c\u7684\u306b\u5206\u89e3\u80fd\u3092\u843d\u3068\u3057\u3066\u3001\u885b\u661f\u30c7\u30fc\u30bf\u7a0b\u5ea6\u306e\u5206\u89e3\u80fd\u306b\u3057\u3066\u30af\u30eb\u30de\u306e\u691c\u51fa\u3092\u8a66\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/car.png\" alt=\"\" width=\"640\" height=\"480\" class=\"aligncenter size-full wp-image-7215\" srcset=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/car.png 640w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/car-300x225.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p class=\"p1\" style=\"text-align: center;\">\u753b\u50cf\u306e\u5206\u89e3\u80fd\u306f\u3001\u304a\u304a\u3088\u305d<span class=\"s1\"><b>50cm\u7a0b\u5ea6<\/b><\/span>\u3002\u3067\u306f\u3001\u691c\u51fa\u5b9f\u9a13\u30b9\u30bf\u30fc\u30c8\uff01<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\" data-lang=\"Plain Text\"><code>python detect_vehicle_obb.py car.png\r\n\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u4e2d...\r\n\u63a8\u8ad6\u3092\u5b9f\u884c\u4e2d... car.png\r\n\r\nimage 1\/1 \/Users\/habe\/car\/yolov5\/car.png: 768x1024 1021.3ms\r\nSpeed: 3.7ms preprocess, 1021.3ms inference, 10.8ms postprocess per image at shape (1, 3, 768, 1024)\r\n\u2705 \u691c\u51fa\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6570: 133\r\n\ud83d\uddbc\ufe0f \u7d50\u679c\u753b\u50cf\u3092\u4fdd\u5b58\u3057\u307e\u3057\u305f: car_result.png\r\n\ud83d\udcdd JSON\u3092\u4fdd\u5b58\u3057\u307e\u3057\u305f: car_result.json\r\n\ud83c\udf0d GeoJSON\u3092\u4fdd\u5b58\u3057\u307e\u3057\u305f: car_result.geojson<\/code><\/pre>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/car_result.png\" alt=\"\" width=\"640\" height=\"480\" class=\"aligncenter size-full wp-image-7224\" srcset=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/car_result.png 640w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/car_result-300x225.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p style=\"text-align: center;\">\u691c\u51fa\u3055\u308c\u305f\u30af\u30eb\u30de\u306e\u53f0\u6570\u306f\u3001133\u53f0\u2026<br \/>\n\u610f\u5916\u3068\u53d6\u308a\u3053\u307c\u3057\u304c\u591a\u3044\u611f\u3058\u3067\u3059\u306d\u3002<br \/>\n\u73fe\u72b6\u306e\u885b\u661f\u30c7\u30fc\u30bf\u306e\u5206\u89e3\u80fd\u3067\u306f\u3001\u30af\u30eb\u30de\u306e\u6b63\u78ba\u306a\u691c\u51fa\u306f\u96e3\u3057\u3044\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8a66\u3057\u306b\u5143\u306e\u822a\u7a7a\u5199\u771f\u3067\u30af\u30eb\u30de\u306e\u691c\u51fa\u3092\u8a66\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/car_hd.png\" alt=\"\" width=\"640\" height=\"480\" class=\"aligncenter size-full wp-image-7228\" srcset=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/car_hd.png 640w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/car_hd-300x225.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-plain\" data-lang=\"Plain Text\"><code>python detect_vehicle_obb.py car_original.png \r\n\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u4e2d...\r\n\u63a8\u8ad6\u3092\u5b9f\u884c\u4e2d... car_original.png\r\n\r\nimage 1\/1 \/Users\/habe\/car\/yolov5\/car_original.png: 768x1024 1029.7ms\r\nSpeed: 4.7ms preprocess, 1029.7ms inference, 55.1ms postprocess per image at shape (1, 3, 768, 1024)\r\n\u2705 \u691c\u51fa\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6570: 217\r\n\ud83d\uddbc\ufe0f \u7d50\u679c\u753b\u50cf\u3092\u4fdd\u5b58\u3057\u307e\u3057\u305f: car_original_result.png\r\n\ud83d\udcdd JSON\u3092\u4fdd\u5b58\u3057\u307e\u3057\u305f: car_original_result.json\r\n\ud83c\udf0d GeoJSON\u3092\u4fdd\u5b58\u3057\u307e\u3057\u305f: car_original_result.geojson<\/code><\/pre>\n<\/div>\n<h3><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/car_hd_result.png\" alt=\"\" width=\"640\" height=\"480\" class=\"aligncenter size-full wp-image-7229\" srcset=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/car_hd_result.png 640w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/car_hd_result-300x225.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/h3>\n<p style=\"text-align: center;\">\u691c\u51fa\u3055\u308c\u305f\u30af\u30eb\u30de\u306e\u53f0\u6570\u306f\u3001217\u53f0\uff01<br \/>\n\u30d1\u30c3\u3068\u898b\u305f\u611f\u3058\u691c\u51fa\u6f0f\u308c\u3082\u306a\u304f\u9ad8\u7cbe\u5ea6\u306b\u691c\u51fa\u3055\u308c\u3066\u307e\u3059\u3002<br \/>\n\u5206\u89e3\u80fd\u304c4\u500d\u306e15cm\u7a0b\u5ea6\u3042\u308c\u3070\u554f\u984c\u306a\u304f\u691c\u51fa\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u305d\u3046\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3 style=\"border-left: 4px solid #000000;\">\u3000\u691c\u51fa\u7387\u306e\u30ab\u30ae\u306f\u300c\u9ad8\u89e3\u50cf\u5ea6\u5316\u300d\u306b\u3042\u308a\uff01<\/h3>\n<p class=\"p1\">\u5b9f\u9a13\u306e\u4e2d\u3067\u5370\u8c61\u7684\u3060\u3063\u305f\u306e\u306f\u3001\u89e3\u50cf\u5ea6\u304c\u4f4e\u304f\u3066\u3082YOLO\u30e2\u30c7\u30eb\u3067\u691c\u51fa\u304c\u3067\u304d\u308b\u3068\u3044\u3046\u3068\u3053\u308d\u3067\u3057\u305f\u3002<br \/>\n\u3082\u3061\u308d\u3093\u3001\u4f4e\u5206\u89e3\u80fd\u306e\u885b\u661f\u5199\u771f\u3067\u306f\u30af\u30eb\u30de\u306e\u53f0\u6570\u76e3\u8996\u306a\u3069\u5546\u7528\u3067\u6d3b\u7528\u3059\u308b\u306b\u306f\u7cbe\u5ea6\u304c\u30a4\u30de\u30a4\u30c1\u306a\u3068\u3053\u308d\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p class=\"p1\">\u4eca\u56de\u306e\u5b9f\u9a13\u3067\u306f\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u822a\u7a7a\u5199\u771f\u306e\u89e3\u50cf\u5ea6\u3092\u4e0b\u3052\u3066\u885b\u661f\u30c7\u30fc\u30bf\u7a0b\u5ea6\u306e\u5206\u89e3\u80fd\u306b\u3057\u307e\u3057\u305f\u304c\u3001\u9006\u306b\u5206\u89e3\u80fd\u304c\u4f4e\u3044\u885b\u661f\u30c7\u30fc\u30bf\u3092AI\u3067\u9ad8\u89e3\u50cf\u5ea6\u5316\u3059\u308b\u3053\u3068\u3067\u691c\u51fa\u7cbe\u5ea6\u304c\u4e0a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u611f\u3058\u307e\u3057\u305f\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3 style=\"border-left: 4px solid #000000;\">\u3000\u81ea\u52d5\u8eca\u691c\u51fa\u306e\u3053\u308c\u304b\u3089\u306e\u53ef\u80fd\u6027<\/h3>\n<p class=\"p1\">\u4eca\u56de\u306e\u3088\u3046\u306a\u300c\u9759\u6b62\u753b\u50cf\u30d9\u30fc\u30b9\u306e\u8eca\u691c\u51fa\u300d\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\uff1a<\/p>\n<ul>\n<li>\n<p class=\"p1\">\u99d0\u8eca\u5834\u306e\u6df7\u96d1\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/p>\n<\/li>\n<li>\n<p class=\"p1\">\u4e0d\u6cd5\u99d0\u8eca\u3084\u9577\u671f\u99d0\u8eca\u306e\u53ef\u8996\u5316<\/p>\n<\/li>\n<li>\n<p class=\"p1\">\u707d\u5bb3\u6642\u306e\u907f\u96e3\u72b6\u6cc1\u30c1\u30a7\u30c3\u30af<\/p>\n<\/li>\n<li>\n<p class=\"p1\">\u9ad8\u901f\u9053\u8def\u306e\u4ea4\u901a\u91cf\u628a\u63e1<\/p>\n<\/li>\n<li>\n<p class=\"p1\">\u8857\u306e\u8cd1\u308f\u3044\u3092\u898b\u3048\u308b\u5316\uff08\u30a4\u30d9\u30f3\u30c8\u30fb\u89b3\u5149\u5730\u306a\u3069\uff09<\/p>\n<\/li>\n<\/ul>\n<p class=\"p4\"><span class=\"s2\">\u7279\u306b\u3001<\/span><b>\u81ea\u6cbb\u4f53\u3084\u30a4\u30f3\u30d5\u30e9\u4e8b\u696d\u8005\u306b\u3068\u3063\u3066\u306f\u201c\u7701\u4eba\u5316\u201d\u3084\u201c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u201d\u304c\u5927\u304d\u306a\u6b66\u5668<\/b><span class=\"s2\">\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3 style=\"border-left: 4px solid #000000;\">\u3000\u307e\u3068\u3081\uff1a\u885b\u661f\u304b\u3089\u5730\u4e0a\u306e\u300c\u4eca\u300d\u3092\u8aad\u307f\u53d6\u308b\u6642\u4ee3\u3078<\/h3>\n<p class=\"p1\"><span class=\"s1\">\u4eca\u56de\u7d39\u4ecb\u3057\u305f\u3088\u3046\u306b\u3001<\/span><b>AI\u3068\u885b\u661f\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u308c\u3070\u3001\u5730\u4e0a\u306e\u69d8\u5b50\u3092\u81ea\u52d5\u3067\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd<\/b><span class=\"s1\">\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n<p class=\"p3\">\u305d\u3057\u3066\u3001\u79c1\u305f\u3061\u30c7\u30b8\u30aa\u30f3\u3067\u306f\u3001\u3055\u3089\u306b\u305d\u306e\u5148\u3078\u3002<\/p>\n<p class=\"p3\">\u73fe\u5728\u9032\u3081\u3066\u3044\u308b<span class=\"s2\"><b>SpaceVision\u4e8b\u696d<\/b><\/span>\u3067\u306f\u3001\u72ec\u81ea\u751f\u6210AI\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u9ad8\u7cbe\u7d30\u306b\u3059\u308b\u8d85\u89e3\u50cf\u5316\u6280\u8853\u306b\u3088\u308a\u3001\u4f4e\u5206\u89e3\u80fd\u306e\u885b\u661f\u5199\u771f\u3067\u3082\u7d30\u90e8\u307e\u3067\u8a73\u7d30\u306b\u89b3\u5bdf\u3067\u304d\u308b\u753b\u50cf\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/09\/dixim-imagingai-1024x502.png\" alt=\"\" width=\"640\" height=\"314\" class=\"aligncenter wp-image-7352 size-large\" srcset=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/09\/dixim-imagingai-1024x502.png 1024w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/09\/dixim-imagingai-300x147.png 300w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/09\/dixim-imagingai-768x376.png 768w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/09\/dixim-imagingai.png 1080w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/imagingai-image02-1024x600.png\" alt=\"\" width=\"640\" height=\"375\" class=\"aligncenter size-large wp-image-7236\" srcset=\"https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/imagingai-image02-1024x600.png 1024w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/imagingai-image02-300x176.png 300w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/imagingai-image02-768x450.png 768w, https:\/\/support.digion.com\/wordpress4\/wp-content\/uploads\/2025\/07\/imagingai-image02.png 1280w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p><a href=\"https:\/\/www.digion.com\/business\/space\/\">https:\/\/www.digion.com\/business\/space\/<\/a><\/p>\n<p>&nbsp;<\/p>\n<p class=\"p1\">\u3053\u306e\u4e8b\u696d\u3067\u306f\u3001\u4eba\u5de5\u885b\u661f\u3092\u6d3b\u7528\u3057\u305f\u30c7\u30fc\u30bf\u89e3\u6790\u3084\u3001AI\u3092\u7528\u3044\u305f\u753b\u50cf\u89e3\u6790\u6280\u8853\u3092\u99c6\u4f7f\u3057\u3001\u5730\u7403\u89b3\u6e2c\u3084\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u3001\u74b0\u5883\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u306e\u5206\u91ce\u306b\u8ca2\u732e\u3057\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001<b>\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u30c7\u30fc\u30bf\u89e3\u6790<\/b>\u306b\u3088\u308a\u3001\u5f93\u6765\u306e\u624b\u6cd5\u3067\u306f\u96e3\u3057\u304b\u3063\u305f\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3084\u7570\u5e38\u691c\u77e5\u3092\u3001\u3088\u308a\u7cbe\u5ea6\u9ad8\u304f\u30fb\u9ad8\u901f\u306b\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p class=\"p1\">\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u885b\u661f\u3068AI\u306e\u529b\u3067\u201c\u5730\u7403\u3092\u898b\u5b88\u308b\u201d\u53d6\u308a\u7d44\u307f\u306f\u3001\u4eca\u307e\u3055\u306b\u9032\u5316\u306e\u771f\u3063\u53ea\u4e2d\uff01\u6b21\u56de\u306f\u3001\u3082\u3046\u4e00\u6b69\u5148\u306e\u6280\u8853\u306b\u3064\u3044\u3066\u3082\u6398\u308a\u4e0b\u3052\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p class=\"p1\">\u304a\u697d\u3057\u307f\u306b\uff01<\/p>\n<div class=\"right habe_box\"><\/div>\n<p style=\"text-align: right; padding: 5px 90px;\">Hiroshi Abe<br \/>\nPublished on <span>Jul<\/span>, 2025<\/p>\n","protected":false},"excerpt":{"rendered":"<p>40\u5ea6\u306b\u8feb\u308b\u731b\u6691\u304c\u7d9a\u304f\u4e2d\u30fb\u30fb\u30fb\u8857\u306f\u30a2\u30b9\u30d5\u30a1\u30eb\u30c8\u304b\u3089\u967d\u708e\u304c\u7acb\u3061\u306e\u307c\u308a\u3001\u8eca\u306e\u30dc\u30f3\u30cd\u30c3\u30c8\u3082\u89e6\u308c\u306a\u3044\u307b\u3069\u306e\u71b1\u3055\u3002 \u305d\u3093\u306a\u73fe\u5b9f\u3092\u3088\u305d\u306b\u3001\u5199\u771f\u306e\u4e2d\u3067\u306f\u3001\u6574\u5217\u3057\u305f\u8eca\u305f\u3061\u304c\u307e\u308b\u3067\u6d77\u8fba\u3067\u3072\u3068\u3068\u304d\u306e\u30d0\u30ab\u30f3\u30b9\u3092\u697d\u3057\u3093\u3067\u3044\u308b\u3088\u3046\u306b\u3082\u898b\u3048\u307e\u3057\u305f\u3002 &#8230; <a class=\"more-link\" href=\"https:\/\/support.digion.com\/blog\/2025\/07\/yolov8\/\">\u7d9a\u304d\u3092\u8aad\u3080&#8230;<\/a><\/p>\n","protected":false},"author":12,"featured_media":7251,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[70,61],"tags":[],"class_list":{"0":"entry","1":"post","2":"publish","3":"author-abe","4":"post-7217","6":"format-standard","7":"has-post-thumbnail","8":"category-tech-blog","9":"category-top-slider"},"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/support.digion.com\/blog\/wp-json\/wp\/v2\/posts\/7217","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/support.digion.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/support.digion.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/support.digion.com\/blog\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/support.digion.com\/blog\/wp-json\/wp\/v2\/comments?post=7217"}],"version-history":[{"count":41,"href":"https:\/\/support.digion.com\/blog\/wp-json\/wp\/v2\/posts\/7217\/revisions"}],"predecessor-version":[{"id":7354,"href":"https:\/\/support.digion.com\/blog\/wp-json\/wp\/v2\/posts\/7217\/revisions\/7354"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/support.digion.com\/blog\/wp-json\/wp\/v2\/media\/7251"}],"wp:attachment":[{"href":"https:\/\/support.digion.com\/blog\/wp-json\/wp\/v2\/media?parent=7217"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/support.digion.com\/blog\/wp-json\/wp\/v2\/categories?post=7217"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/support.digion.com\/blog\/wp-json\/wp\/v2\/tags?post=7217"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}