\u6ce8\u91c8\u306e\u529b\u304c\u5168\u3066AI\u306e\u8aa4\u8a8d\u8b58\u3092\u6e1b\u3089\u3059\uff1d\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u306f\u62b9\u6bba<\/title>\n <style>\n body { font-family: sans-serif; line-height: 1.6; margin: 20px; }\n h1,h2,h3,h4 { color: #2c3e50; }\n pre { background: #f8f8f8; padding: 10px; border: 1px solid #ddd; overflow-x: auto; }\n a { color: #2980b9; text-decoration: none; }\n <\/style>\n<\/head>\n<body>\n \n <p>\u7686\u3055\u3093\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3084\u3063\u3066\u307e\u3059\u304b\uff01\u3000AI\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u201c\u30c7\u30fc\u30bf\u306e\u8cea\u201d\u306f\u3001\u6027\u80fd\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002\u3069\u3093\u306a\u306b\u512a\u308c\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3082\u3001\u8aa4\u8a8d\u8b58\u306e\u6e29\u5e8a\u3068\u306a\u308b\u201c\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u201d\uff08\u8cea\u306e\u4f4e\u3044\u3001\u7121\u610f\u5473\u306a\u3001\u3042\u308b\u3044\u306f\u8aa4\u3063\u305f\u6ce8\u91c8\uff09\u306f\u6392\u9664\u3055\u308c\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u306a\u305c\u6ce8\u91c8\uff08\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\uff09\u304cAI\u306e\u8aa4\u8a8d\u8b58\u3092\u6e1b\u3089\u3059\u9375\u306a\u306e\u304b\u3001\u305d\u306e\u52b9\u679c\u7684\u306a\u904b\u7528\u65b9\u6cd5\u304b\u3089\u3001Python\u306b\u3088\u308b\u5b9f\u8df5\u30b5\u30f3\u30d7\u30eb\u307e\u3067\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n <h2>\u76ee\u6b21<\/h2>\n <ol>\n <li>\u306a\u305c\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u305d\u3093\u306a\u306b\u91cd\u8981\u306a\u306e\u304b\uff1f<\/li>\n <li>\u300c\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u300d\u306e\u5177\u4f53\u4f8b\u3068\u554f\u984c\u70b9<\/li>\n <li>\u6ce8\u91c8\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e5\u3064\u306e\u30dd\u30a4\u30f3\u30c8<\/li>\n <li>\u696d\u754c\u4e8b\u4f8b\uff1a\u88fd\u9020\u30fb\u533b\u7642\u30fb\u81ea\u52d5\u904b\u8ee2\u3078\u306e\u5fdc\u7528<\/li>\n <li>Python\u5b9f\u8df5\uff1a\u6ce8\u91c8\u30c7\u30fc\u30bf\u51e6\u7406\u30b5\u30f3\u30d7\u30eb<\/li>\n <li>\u307e\u3068\u3081\uff1a\u6ce8\u91c8\u4e3b\u5c0e\u306eAI\u958b\u767a\u3067\u4fe1\u983c\u6027\u3092\u78ba\u4fdd<\/li>\n <li>\u53c2\u8003\u30ea\u30f3\u30af\u96c6<\/li>\n <\/ol>\n\n <h2>1. \u306a\u305c\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u305d\u3093\u306a\u306b\u91cd\u8981\u306a\u306e\u304b\uff1f<\/h2>\n <p>AI\u306f\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306b\u3088\u3063\u3066\u6b63\u7b54\u3092\u5b66\u3073\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u201c\u6b63\u3057\u3044\u7b54\u3048\u201d\u3092\u793a\u3059\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u306a\u3051\u308c\u3070\u4f55\u3092\u5b66\u3093\u3067\u3044\u3044\u304b\u5206\u304b\u308a\u307e\u305b\u3093\u3002\u7279\u306b\u753b\u50cf\u8a8d\u8b58\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3067\u306f\u3001\u8aa4\u3063\u305f\u30e9\u30d9\u30eb\u304c\u5b66\u7fd2\u306b\u6df7\u3056\u308a\u8fbc\u3080\u3068\u3001\u30e2\u30c7\u30eb\u306f\u201c\u305d\u306e\u8aa4\u308a\u3092\u771f\u5b9f\u201d\u3068\u3057\u3066\u899a\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u533b\u5b66\u8a3a\u65ad\u3084\u81ea\u52d5\u904b\u8ee2\u306e\u73fe\u5834\u3067\u306f\u91cd\u5927\u306a\u7d50\u679c\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n <h2>2. \u300c\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u300d\u306e\u5177\u4f53\u4f8b\u3068\u554f\u984c\u70b9<\/h2>\n <p>\u4ee5\u4e0b\u306f\u3001\u3057\u3070\u3057\u3070\u898b\u3089\u308c\u308b\u201c\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u201d\u306e\u4f8b\u3067\u3059\uff1a<\/p>\n <ul>\n <li>\u8aa4\u30e9\u30d9\u30eb\uff1a\u72ac\u3092\u300c\u732b\u300d\u3068\u8aa4\u3063\u3066\u6ce8\u91c8<\/li>\n <li>\u66d6\u6627\u306a\u6ce8\u91c8\uff1a\u8eca\u753b\u50cf\u306b\u300c\u4ea4\u901a\u300d\u3001\u8eca\u7a2e\u304c\u4e0d\u660e<\/li>\n <li>\u91cd\u8907\u30c7\u30fc\u30bf\uff1a\u540c\u3058\u5199\u771f\u304c\u8907\u6570\u56de\u542b\u307e\u308c\u3066\u3044\u308b<\/li>\n <li>\u30ce\u30a4\u30ba\u30e9\u30d9\u30eb\uff1a\u7121\u95a2\u4fc2\u306a\u30bf\u30b0\u304c\u4ed8\u4e0e\u3055\u308c\u3066\u3044\u308b<\/li>\n <\/ul>\n <p>\u3053\u3046\u3057\u305f\u30c7\u30fc\u30bf\u304c\u6df7\u5728\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u306f\u8457\u3057\u304f\u843d\u3061\u3001\u4e00\u822c\u5316\u80fd\u529b\u3082\u4f4e\u4e0b\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u3001AI\u306e\u4fe1\u983c\u6027\u3092\u652f\u3048\u308b\u6ce8\u91c8\u304c\u3001\u5b9f\u306f\u6700\u3082\u8106\u5f31\u306a\u90e8\u5206\u3067\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n <h2>3. \u6ce8\u91c8\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e5\u3064\u306e\u30dd\u30a4\u30f3\u30c8<\/h2>\n <ol>\n <li><strong>\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u7b56\u5b9a\uff1a<\/strong>\u30e9\u30d9\u30eb\u5b9a\u7fa9\u3092\u660e\u78ba\u306b\u3057\u3001\u66d6\u6627\u3055\u3092\u6392\u9664\u3057\u307e\u3059\u3002<\/li>\n <li><strong>\u76f8\u4e92\u30ec\u30d3\u30e5\u30fc\u30d7\u30ed\u30bb\u30b9\uff1a<\/strong>\u8907\u6570\u306e\u6ce8\u91c8\u8005\u304c\u76f8\u4e92\u30c1\u30a7\u30c3\u30af\u3057\u5408\u3044\u3001\u7570\u8b70\u306f\u8b70\u8ad6\u3067\u89e3\u6d88\u3002<\/li>\n <li><strong>\u30b5\u30f3\u30d7\u30eb\u691c\u8a3c\uff1a<\/strong>\u30e9\u30f3\u30c0\u30e0\u62bd\u51fa\u3067\u6570\uff05\u306e\u6ce8\u91c8\u3092\u8a73\u7d30\u30c1\u30a7\u30c3\u30af\u3002<\/li>\n <li><strong>\u54c1\u8cea\u6307\u6a19\u306e\u5c0e\u5165\uff1a<\/strong>IoU\uff08Intersection over Union\uff09\u306a\u3069\u306e\u6570\u5024\u3067\u30c1\u30a7\u30c3\u30af\u3002<\/li>\n <li><strong>\u751f\u6210AI\u306b\u3088\u308b\u88dc\u52a9\u6ce8\u91c8\uff1a<\/strong>ChatGPT\u306a\u3069\u3067\u5019\u88dc\u3092\u751f\u6210\u3057\u3001\u4eba\u9593\u304c\u7cbe\u67fb\u3059\u308b\u624b\u6cd5\u3002<\/li>\n <\/ol>\n\n <h2>4. \u696d\u754c\u4e8b\u4f8b\uff1a\u88fd\u9020\u30fb\u533b\u7642\u30fb\u81ea\u52d5\u904b\u8ee2\u3078\u306e\u5fdc\u7528<\/h2>\n <p>\u88fd\u9020\u73fe\u5834\u3067\u306f\u3001\u300c\u50b7\u3042\u308a\uff0f\u306a\u3057\u300d\u306e\u30d0\u30a4\u30ca\u30ea\u5206\u985e\u3067\u6b20\u640d\u691c\u51fa\u3092\u52b9\u7387\u5316\u3002\u66d6\u6627\u306a\u3089\u300c\u8981\u518d\u78ba\u8a8d\u300d\u3068\u3044\u3046\u30bf\u30b0\u3092\u8ffd\u52a0\u3057\u3001\u7cbe\u5ea6\u3092\u7dad\u6301\u3002\u533b\u7642\u3067\u306f\u3001\u653e\u5c04\u7dda\u533b\u304c\u75c5\u5909\u9818\u57df\u3092\u6b63\u78ba\u306b\u30a2\u30ce\u30c6\u30fc\u30c8\u3057\u306a\u3044\u3068\u8aa4\u8a3a\u306e\u30ea\u30b9\u30af\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002\u81ea\u52d5\u904b\u8ee2\u3067\u306f\u3001\u300c\u6b69\u884c\u8005\u300d\u3084\u300c\u4fe1\u53f7\u6a5f\u300d\u306e\u30e9\u30d9\u30eb\u304c\u66d6\u6627\u3060\u3068\u4e8b\u6545\u539f\u56e0\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002<\/p>\n\n <h2>5. Python\u5b9f\u8df5\uff1a\u6ce8\u91c8\u30c7\u30fc\u30bf\u51e6\u7406\u30b5\u30f3\u30d7\u30eb<\/h2>\n\n<p>\nCOCO\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u4e16\u754c\u6a19\u6e96\u306e\u753b\u50cf\u8a8d\u8b58\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u5f62\u5f0f\u3067\u3059\u304c\u3001<b>\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u91cf<\/b>\u3068<b>\u5de8\u5927\u306aJSON\u30d5\u30a1\u30a4\u30eb<\/b>\u304c\u7279\u5fb4\u3067\u3059\u3002\u30d5\u30eb\u30bb\u30c3\u30c8\u3067\u6271\u3046\u306e\u306f\u5927\u5909\u306a\u306e\u3067\u3001\u307e\u305a\u306f\u90e8\u5206\u30c7\u30fc\u30bf\u3084\u30c1\u30a7\u30c3\u30af\u30b5\u30f3\u30d7\u30eb\u3092\u4f5c\u3063\u3066\u3001\u52b9\u7387\u7684\u306aAI\u958b\u767a\u30fb\u691c\u8a3c\u3092\u9032\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\n<\/p>\n\n<p>\n\u3053\u3053\u3067\u306f\u3001COCO\u5f62\u5f0f\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e<b>\u54c1\u8cea\u30c1\u30a7\u30c3\u30af<\/b>\u3092\u81ea\u52d5\u5316\u3059\u308bPython\u30b5\u30f3\u30d7\u30eb\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 \n\u3053\u306e\u30b5\u30f3\u30d7\u30eb\u306f\u3001\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\uff08bbox\uff09\u306e\u7570\u5e38\u3084\u3001\u30e9\u30d9\u30ebID\u306e\u30df\u30b9\u3092\u7d20\u65e9\u304f\u691c\u51fa\u3067\u304d\u3001\u30c7\u30fc\u30bf\u306e\u300c\u30d0\u30ab\u306a\u90e8\u5206\u300d\u3092\u4e8b\u524d\u306b\u767a\u898b\u3067\u304d\u307e\u3059\u3002\n<\/p>\n\n<pre><code>import json\nimport os\n\ndef load_annotations(path='annotations.json'):\n if not os.path.exists(path):\n raise FileNotFoundError(f\"\u30d5\u30a1\u30a4\u30eb\u304c\u3042\u308a\u307e\u305b\u3093: {path}\")\n with open(path, 'r', encoding='utf-8') as f:\n return json.load(f)\n\ndef check_annotations(ann):\n issues = []\n # COCO\u3067\u306fcategory_id\u306fint\u578b\u3001categories\u306fid:int, name:str\u306a\u3069\u3067\u69cb\u6210\n cat_ids = set(c['id'] for c in ann.get('categories', []))\n for a in ann.get('annotations', []):\n bbox = a.get('bbox', [])\n if len(bbox) != 4:\n issues.append((a.get('id'), 'bbox length error', bbox))\n continue\n x, y, w, h = bbox\n if w < 1 or h < 1:\n issues.append((a.get('id'), 'bbox too small', bbox))\n if a.get('category_id') not in cat_ids:\n issues.append((a.get('id'), 'invalid category', a.get('category_id')))\n return issues\n\nif __name__ == \"__main__\":\n try:\n ann = load_annotations()\n issues = check_annotations(ann)\n if issues:\n print(\"\u6ce8\u91c8\u30c7\u30fc\u30bf\u306e\u554f\u984c\u70b9\u4e00\u89a7:\")\n for i in issues:\n print(i)\n else:\n print(\"\u7570\u5e38\u306a\u3057\uff01\")\n except Exception as e:\n print(\"\u30a8\u30e9\u30fc\u767a\u751f:\", e)\n<\/code><\/pre>\n\n<h3>\u3010\u30b5\u30f3\u30d7\u30eb\u306e\u30dd\u30a4\u30f3\u30c8\u89e3\u8aac\u3011<\/h3>\n<ul>\n <li>\n <b>\u30c7\u30fc\u30bf\u30ed\u30fc\u30c9\u6642\u306e\u5b89\u5168\u6027<\/b> \n \u30d5\u30a1\u30a4\u30eb\u5b58\u5728\u30c1\u30a7\u30c3\u30af\u3068\u4f8b\u5916\u51e6\u7406\u3067\u300c\u30d5\u30a1\u30a4\u30eb\u304c\u7121\u3044\u300d\u300cJSON\u58ca\u308c\u3066\u308b\u300d\u5834\u5408\u306b\u3082\u5373\u5ea7\u306b\u30a8\u30e9\u30fc\u3092\u901a\u77e5\u3057\u307e\u3059\u3002\n <\/li>\n <li>\n <b>\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u691c\u8a3c<\/b> \n <ul>\n <li>bbox\u306e4\u8981\u7d20\uff08x, y, w, h\uff09\u304c\u63c3\u3063\u3066\u3044\u308b\u304b\u78ba\u8a8d<\/li>\n <li>\u5e45\u3084\u9ad8\u3055\uff08w, h\uff09\u304c1\u672a\u6e80\u306e\u5834\u5408\u306f\u7570\u5e38\u6271\u3044\uff08\u6975\u5c0f\u30fb\u8aa4\u8a18\u306a\u3069\uff09<\/li>\n <li>category_id\u304ccategories\u5b9a\u7fa9\u306b\u5b58\u5728\u3057\u306a\u3051\u308c\u3070\u7570\u5e38<\/li>\n <\/ul>\n <\/li>\n <li>\n <b>\u5927\u898f\u6a21COCO\u30c7\u30fc\u30bf\u306b\u3082\u5bfe\u5fdc<\/b> \n <ul>\n <li>\u81a8\u5927\u306aCOCO\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u4e00\u90e8\u30b5\u30f3\u30d7\u30eb\u62bd\u51fa\u3057\u305fJSON\u3067\u3082\u3053\u306e\u30ed\u30b8\u30c3\u30af\u306f\u6d41\u7528\u3067\u304d\u307e\u3059<\/li>\n <li>category_id\u30bb\u30c3\u30c8\u30921\u56de\u3060\u3051\u4f5c\u3063\u3066\u9ad8\u901f\u5316<\/li>\n <\/ul>\n <\/li>\n <li>\n <b>\u73fe\u5834\u6d3b\u7528Tips<\/b> \n <ul>\n <li>\u7570\u5e38\u691c\u51fa\u30ea\u30b9\u30c8\u3092CSV\u3067\u51fa\u529b\u3059\u308b\u3001\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u4ed8\u4e0e\u3057\u3066\u300c\u76ee\u3067\u898b\u3066\u518d\u78ba\u8a8d\u300d\u3067\u304d\u308b\u4ed5\u7d44\u307f\u306b\u62e1\u5f35\u53ef\u80fd<\/li>\n <li>\u81ea\u5206\u306e\u30c7\u30fc\u30bf\u898f\u6a21\u306b\u5408\u308f\u305b\u3066\u3001\u30b5\u30d6\u30bb\u30c3\u30c8\u62bd\u51fa\u3082\u4f75\u7528\u3059\u308b\u3068\u826f\u3044<\/li>\n <\/ul>\n <\/li>\n<\/ul>\n\n<h3>\u3010COCO\u30c7\u30fc\u30bf\u304c\u5927\u304d\u3059\u304e\u308b\u3068\u611f\u3058\u305f\u3089\uff1f\u3011<\/h3>\n<p>\nCOCO\u30d5\u30eb\u30bb\u30c3\u30c8\u306f\u6570\u5341GB\u30fb\u6570\u5341\u4e07\u4ef6\u306b\u3082\u306a\u308a\u307e\u3059\u3002<br>\n\u307e\u305a\u306f\u4e00\u90e8\u30b5\u30f3\u30d7\u30eb\u62bd\u51fa\u3057\u3066\u300c<b>\u5c0f\u3055\u304f\u3001\u901f\u304f<\/b>\u300d\u54c1\u8cea\u78ba\u8a8d\u3092\u9032\u3081\u307e\u3057\u3087\u3046\u3002\n<\/p>\n<pre><code># \u30b5\u30d6\u30bb\u30c3\u30c8\u4f8b\nimport random\nwith open('instances_train2017.json') as f:\n coco = json.load(f)\nsubset_ids = set(random.sample([img['id'] for img in coco['images']], 1000))\nimages = [img for img in coco['images'] if img['id'] in subset_ids]\nannotations = [ann for ann in coco['annotations'] if ann['image_id'] in subset_ids]\nnew_coco = {'images': images, 'annotations': annotations, 'categories': coco['categories']}\nwith open('subset.json', 'w') as f:\n json.dump(new_coco, f)\n<\/code><\/pre>\n<p>\n\u3053\u3046\u3057\u305f\u4e0b\u6e96\u5099\uff0b\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\u3092\u7d44\u307f\u5408\u308f\u305b\u308c\u3070\u3001 \n\u300c\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u300d\u3092\u52b9\u7387\u3088\u304f\u62b9\u6bba\u3057\u3001AI\u306e\u8aa4\u8a8d\u8b58\u3092\u6839\u672c\u304b\u3089\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\n<\/p>\n\n<p>\n<a href=\"https:\/\/cocodataset.org\/#format-data\" target=\"_blank\">COCO\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u516c\u5f0f\u4ed5\u69d8\u306f\u3053\u3061\u3089<\/a><br>\n<\/p>\n\n <h2>6. \u307e\u3068\u3081\uff1a\u6ce8\u91c8\u4e3b\u5c0e\u306eAI\u958b\u767a\u3067\u4fe1\u983c\u6027\u3092\u78ba\u4fdd<\/h2>\n <p>\u6ce8\u91c8\u54c1\u8cea\u306e\u91cd\u8981\u6027\u3092\u898b\u904e\u3054\u3059\u3068\u3001\u9ad8\u6027\u80fd\u306aAI\u30e2\u30c7\u30eb\u3067\u3082\u73fe\u5834\u3067\u306e\u4fe1\u983c\u6027\u304c\u5931\u308f\u308c\u307e\u3059\u3002\u300c\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u306f\u62b9\u6bba\u300d\u3057\u3001\u8aa4\u8a8d\u8b58\u3092\u6839\u7d76\u3059\u308b\u305f\u3081\u306b\u3001\u6ce8\u91c8\u4e3b\u5c0e\u306e\u958b\u767a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u3082\u306f\u3084\u201c\u8d05\u6ca2\u54c1\u201d\u3067\u306f\u306a\u304f\u5fc5\u9808\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001AI\u306f\u672c\u6765\u306e\u76ee\u7684\u3092\u679c\u305f\u3057\u3001\u5b89\u5168\u6027\u30fb\u516c\u5e73\u6027\u306e\u9ad8\u3044\u793e\u4f1a\u5b9f\u88c5\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n <h2>7. \u53c2\u8003\u30ea\u30f3\u30af\u96c6<\/h2>\n <ul>\n <li><a href=\"https:\/\/www.cvat.ai\/\">Label CVAT\uff1a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb<\/a><\/li>\n <li><a href=\"https:\/\/labelstud.io\/\">Label Studio\uff1a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb<\/a><\/li>\n <li><a href=\"https:\/\/openai.com\/research\/chatgpt\">ChatGPT\u516c\u5f0f\u30ea\u30b5\u30fc\u30c1\uff08\u82f1\u8a9e\uff09<\/a><\/li>\n <li><a href=\"https:\/\/scale.com\/\">Scale AI\uff1a\u30c7\u30fc\u30bf\u30e9\u30d9\u30ea\u30f3\u30b0\u4f01\u696d<\/a><\/li>\n <\/ul>\n\n <footer>\n <p>\u00a9 2025 \u682a\u5f0f\u4f1a\u793e\u30d3\u30fc\u30fb\u30ca\u30ec\u30c3\u30b8\u30fb\u30c7\u30b6\u30a4\u30f3<\/p>\n <\/footer>\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>\u6ce8\u91c8\u306e\u529b\u304c\u5168\u3066AI\u306e\u8aa4\u8a8d\u8b58\u3092\u6e1b\u3089\u3059\uff1d\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u306f\u62b9\u6bba \u7686\u3055\u3093\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3084\u3063\u3066\u307e\u3059\u304b\uff01\u3000AI\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u201c\u30c7\u30fc\u30bf\u306e\u8cea\u201d\u306f\u3001\u6027\u80fd\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002\u3069\u3093\u306a\u306b\u512a\u308c\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3082\u3001\u8aa4\u8a8d\u8b58\u306e\u6e29\u5e8a\u3068\u306a\u308b\u201c\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u201d […]<\/p>\n","protected":false},"author":1,"featured_media":1331,"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_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"vkexunit_cta_each_option":"","footnotes":""},"categories":[5,6,54],"tags":[],"class_list":["post-1326","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-programing","category-54"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/beeknowledge.co.jp\/wp-content\/uploads\/2025\/06\/5dokyl5doky.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1326","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=1326"}],"version-history":[{"count":5,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1326\/revisions"}],"predecessor-version":[{"id":1332,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1326\/revisions\/1332"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/media\/1331"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1326"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1326"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1326"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

$\"\"$ <\/div>\n\n\n\n \n \u6ce8\u91c8\u306e\u529b\u304c\u5168\u3066AI\u306e\u8aa4\u8a8d\u8b58\u3092\u6e1b\u3089\u3059\uff1d\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u306f\u62b9\u6bba<\/title>\n <style>\n body { font-family: sans-serif; line-height: 1.6; margin: 20px; }\n h1,h2,h3,h4 { color: #2c3e50; }\n pre { background: #f8f8f8; padding: 10px; border: 1px solid #ddd; overflow-x: auto; }\n a { color: #2980b9; text-decoration: none; }\n <\/style>\n<\/head>\n<body>\n \n <p>\u7686\u3055\u3093\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3084\u3063\u3066\u307e\u3059\u304b\uff01\u3000AI\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u201c\u30c7\u30fc\u30bf\u306e\u8cea\u201d\u306f\u3001\u6027\u80fd\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002\u3069\u3093\u306a\u306b\u512a\u308c\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3082\u3001\u8aa4\u8a8d\u8b58\u306e\u6e29\u5e8a\u3068\u306a\u308b\u201c\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u201d\uff08\u8cea\u306e\u4f4e\u3044\u3001\u7121\u610f\u5473\u306a\u3001\u3042\u308b\u3044\u306f\u8aa4\u3063\u305f\u6ce8\u91c8\uff09\u306f\u6392\u9664\u3055\u308c\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u306a\u305c\u6ce8\u91c8\uff08\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\uff09\u304cAI\u306e\u8aa4\u8a8d\u8b58\u3092\u6e1b\u3089\u3059\u9375\u306a\u306e\u304b\u3001\u305d\u306e\u52b9\u679c\u7684\u306a\u904b\u7528\u65b9\u6cd5\u304b\u3089\u3001Python\u306b\u3088\u308b\u5b9f\u8df5\u30b5\u30f3\u30d7\u30eb\u307e\u3067\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n <h2>\u76ee\u6b21<\/h2>\n <ol>\n <li>\u306a\u305c\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u305d\u3093\u306a\u306b\u91cd\u8981\u306a\u306e\u304b\uff1f<\/li>\n <li>\u300c\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u300d\u306e\u5177\u4f53\u4f8b\u3068\u554f\u984c\u70b9<\/li>\n <li>\u6ce8\u91c8\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e5\u3064\u306e\u30dd\u30a4\u30f3\u30c8<\/li>\n <li>\u696d\u754c\u4e8b\u4f8b\uff1a\u88fd\u9020\u30fb\u533b\u7642\u30fb\u81ea\u52d5\u904b\u8ee2\u3078\u306e\u5fdc\u7528<\/li>\n <li>Python\u5b9f\u8df5\uff1a\u6ce8\u91c8\u30c7\u30fc\u30bf\u51e6\u7406\u30b5\u30f3\u30d7\u30eb<\/li>\n <li>\u307e\u3068\u3081\uff1a\u6ce8\u91c8\u4e3b\u5c0e\u306eAI\u958b\u767a\u3067\u4fe1\u983c\u6027\u3092\u78ba\u4fdd<\/li>\n <li>\u53c2\u8003\u30ea\u30f3\u30af\u96c6<\/li>\n <\/ol>\n\n <h2>1. \u306a\u305c\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u305d\u3093\u306a\u306b\u91cd\u8981\u306a\u306e\u304b\uff1f<\/h2>\n <p>AI\u306f\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306b\u3088\u3063\u3066\u6b63\u7b54\u3092\u5b66\u3073\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u201c\u6b63\u3057\u3044\u7b54\u3048\u201d\u3092\u793a\u3059\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u306a\u3051\u308c\u3070\u4f55\u3092\u5b66\u3093\u3067\u3044\u3044\u304b\u5206\u304b\u308a\u307e\u305b\u3093\u3002\u7279\u306b\u753b\u50cf\u8a8d\u8b58\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3067\u306f\u3001\u8aa4\u3063\u305f\u30e9\u30d9\u30eb\u304c\u5b66\u7fd2\u306b\u6df7\u3056\u308a\u8fbc\u3080\u3068\u3001\u30e2\u30c7\u30eb\u306f\u201c\u305d\u306e\u8aa4\u308a\u3092\u771f\u5b9f\u201d\u3068\u3057\u3066\u899a\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u533b\u5b66\u8a3a\u65ad\u3084\u81ea\u52d5\u904b\u8ee2\u306e\u73fe\u5834\u3067\u306f\u91cd\u5927\u306a\u7d50\u679c\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n <h2>2. \u300c\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u300d\u306e\u5177\u4f53\u4f8b\u3068\u554f\u984c\u70b9<\/h2>\n <p>\u4ee5\u4e0b\u306f\u3001\u3057\u3070\u3057\u3070\u898b\u3089\u308c\u308b\u201c\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u201d\u306e\u4f8b\u3067\u3059\uff1a<\/p>\n <ul>\n <li>\u8aa4\u30e9\u30d9\u30eb\uff1a\u72ac\u3092\u300c\u732b\u300d\u3068\u8aa4\u3063\u3066\u6ce8\u91c8<\/li>\n <li>\u66d6\u6627\u306a\u6ce8\u91c8\uff1a\u8eca\u753b\u50cf\u306b\u300c\u4ea4\u901a\u300d\u3001\u8eca\u7a2e\u304c\u4e0d\u660e<\/li>\n <li>\u91cd\u8907\u30c7\u30fc\u30bf\uff1a\u540c\u3058\u5199\u771f\u304c\u8907\u6570\u56de\u542b\u307e\u308c\u3066\u3044\u308b<\/li>\n <li>\u30ce\u30a4\u30ba\u30e9\u30d9\u30eb\uff1a\u7121\u95a2\u4fc2\u306a\u30bf\u30b0\u304c\u4ed8\u4e0e\u3055\u308c\u3066\u3044\u308b<\/li>\n <\/ul>\n <p>\u3053\u3046\u3057\u305f\u30c7\u30fc\u30bf\u304c\u6df7\u5728\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u306f\u8457\u3057\u304f\u843d\u3061\u3001\u4e00\u822c\u5316\u80fd\u529b\u3082\u4f4e\u4e0b\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u3001AI\u306e\u4fe1\u983c\u6027\u3092\u652f\u3048\u308b\u6ce8\u91c8\u304c\u3001\u5b9f\u306f\u6700\u3082\u8106\u5f31\u306a\u90e8\u5206\u3067\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n <h2>3. \u6ce8\u91c8\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e5\u3064\u306e\u30dd\u30a4\u30f3\u30c8<\/h2>\n <ol>\n <li><strong>\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u7b56\u5b9a\uff1a<\/strong>\u30e9\u30d9\u30eb\u5b9a\u7fa9\u3092\u660e\u78ba\u306b\u3057\u3001\u66d6\u6627\u3055\u3092\u6392\u9664\u3057\u307e\u3059\u3002<\/li>\n <li><strong>\u76f8\u4e92\u30ec\u30d3\u30e5\u30fc\u30d7\u30ed\u30bb\u30b9\uff1a<\/strong>\u8907\u6570\u306e\u6ce8\u91c8\u8005\u304c\u76f8\u4e92\u30c1\u30a7\u30c3\u30af\u3057\u5408\u3044\u3001\u7570\u8b70\u306f\u8b70\u8ad6\u3067\u89e3\u6d88\u3002<\/li>\n <li><strong>\u30b5\u30f3\u30d7\u30eb\u691c\u8a3c\uff1a<\/strong>\u30e9\u30f3\u30c0\u30e0\u62bd\u51fa\u3067\u6570\uff05\u306e\u6ce8\u91c8\u3092\u8a73\u7d30\u30c1\u30a7\u30c3\u30af\u3002<\/li>\n <li><strong>\u54c1\u8cea\u6307\u6a19\u306e\u5c0e\u5165\uff1a<\/strong>IoU\uff08Intersection over Union\uff09\u306a\u3069\u306e\u6570\u5024\u3067\u30c1\u30a7\u30c3\u30af\u3002<\/li>\n <li><strong>\u751f\u6210AI\u306b\u3088\u308b\u88dc\u52a9\u6ce8\u91c8\uff1a<\/strong>ChatGPT\u306a\u3069\u3067\u5019\u88dc\u3092\u751f\u6210\u3057\u3001\u4eba\u9593\u304c\u7cbe\u67fb\u3059\u308b\u624b\u6cd5\u3002<\/li>\n <\/ol>\n\n <h2>4. \u696d\u754c\u4e8b\u4f8b\uff1a\u88fd\u9020\u30fb\u533b\u7642\u30fb\u81ea\u52d5\u904b\u8ee2\u3078\u306e\u5fdc\u7528<\/h2>\n <p>\u88fd\u9020\u73fe\u5834\u3067\u306f\u3001\u300c\u50b7\u3042\u308a\uff0f\u306a\u3057\u300d\u306e\u30d0\u30a4\u30ca\u30ea\u5206\u985e\u3067\u6b20\u640d\u691c\u51fa\u3092\u52b9\u7387\u5316\u3002\u66d6\u6627\u306a\u3089\u300c\u8981\u518d\u78ba\u8a8d\u300d\u3068\u3044\u3046\u30bf\u30b0\u3092\u8ffd\u52a0\u3057\u3001\u7cbe\u5ea6\u3092\u7dad\u6301\u3002\u533b\u7642\u3067\u306f\u3001\u653e\u5c04\u7dda\u533b\u304c\u75c5\u5909\u9818\u57df\u3092\u6b63\u78ba\u306b\u30a2\u30ce\u30c6\u30fc\u30c8\u3057\u306a\u3044\u3068\u8aa4\u8a3a\u306e\u30ea\u30b9\u30af\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002\u81ea\u52d5\u904b\u8ee2\u3067\u306f\u3001\u300c\u6b69\u884c\u8005\u300d\u3084\u300c\u4fe1\u53f7\u6a5f\u300d\u306e\u30e9\u30d9\u30eb\u304c\u66d6\u6627\u3060\u3068\u4e8b\u6545\u539f\u56e0\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002<\/p>\n\n <h2>5. Python\u5b9f\u8df5\uff1a\u6ce8\u91c8\u30c7\u30fc\u30bf\u51e6\u7406\u30b5\u30f3\u30d7\u30eb<\/h2>\n\n<p>\nCOCO\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u4e16\u754c\u6a19\u6e96\u306e\u753b\u50cf\u8a8d\u8b58\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u5f62\u5f0f\u3067\u3059\u304c\u3001<b>\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u91cf<\/b>\u3068<b>\u5de8\u5927\u306aJSON\u30d5\u30a1\u30a4\u30eb<\/b>\u304c\u7279\u5fb4\u3067\u3059\u3002\u30d5\u30eb\u30bb\u30c3\u30c8\u3067\u6271\u3046\u306e\u306f\u5927\u5909\u306a\u306e\u3067\u3001\u307e\u305a\u306f\u90e8\u5206\u30c7\u30fc\u30bf\u3084\u30c1\u30a7\u30c3\u30af\u30b5\u30f3\u30d7\u30eb\u3092\u4f5c\u3063\u3066\u3001\u52b9\u7387\u7684\u306aAI\u958b\u767a\u30fb\u691c\u8a3c\u3092\u9032\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\n<\/p>\n\n<p>\n\u3053\u3053\u3067\u306f\u3001COCO\u5f62\u5f0f\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e<b>\u54c1\u8cea\u30c1\u30a7\u30c3\u30af<\/b>\u3092\u81ea\u52d5\u5316\u3059\u308bPython\u30b5\u30f3\u30d7\u30eb\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 \n\u3053\u306e\u30b5\u30f3\u30d7\u30eb\u306f\u3001\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\uff08bbox\uff09\u306e\u7570\u5e38\u3084\u3001\u30e9\u30d9\u30ebID\u306e\u30df\u30b9\u3092\u7d20\u65e9\u304f\u691c\u51fa\u3067\u304d\u3001\u30c7\u30fc\u30bf\u306e\u300c\u30d0\u30ab\u306a\u90e8\u5206\u300d\u3092\u4e8b\u524d\u306b\u767a\u898b\u3067\u304d\u307e\u3059\u3002\n<\/p>\n\n<pre><code>import json\nimport os\n\ndef load_annotations(path='annotations.json'):\n if not os.path.exists(path):\n raise FileNotFoundError(f\"\u30d5\u30a1\u30a4\u30eb\u304c\u3042\u308a\u307e\u305b\u3093: {path}\")\n with open(path, 'r', encoding='utf-8') as f:\n return json.load(f)\n\ndef check_annotations(ann):\n issues = []\n # COCO\u3067\u306fcategory_id\u306fint\u578b\u3001categories\u306fid:int, name:str\u306a\u3069\u3067\u69cb\u6210\n cat_ids = set(c['id'] for c in ann.get('categories', []))\n for a in ann.get('annotations', []):\n bbox = a.get('bbox', [])\n if len(bbox) != 4:\n issues.append((a.get('id'), 'bbox length error', bbox))\n continue\n x, y, w, h = bbox\n if w < 1 or h < 1:\n issues.append((a.get('id'), 'bbox too small', bbox))\n if a.get('category_id') not in cat_ids:\n issues.append((a.get('id'), 'invalid category', a.get('category_id')))\n return issues\n\nif __name__ == \"__main__\":\n try:\n ann = load_annotations()\n issues = check_annotations(ann)\n if issues:\n print(\"\u6ce8\u91c8\u30c7\u30fc\u30bf\u306e\u554f\u984c\u70b9\u4e00\u89a7:\")\n for i in issues:\n print(i)\n else:\n print(\"\u7570\u5e38\u306a\u3057\uff01\")\n except Exception as e:\n print(\"\u30a8\u30e9\u30fc\u767a\u751f:\", e)\n<\/code><\/pre>\n\n<h3>\u3010\u30b5\u30f3\u30d7\u30eb\u306e\u30dd\u30a4\u30f3\u30c8\u89e3\u8aac\u3011<\/h3>\n<ul>\n <li>\n <b>\u30c7\u30fc\u30bf\u30ed\u30fc\u30c9\u6642\u306e\u5b89\u5168\u6027<\/b> \n \u30d5\u30a1\u30a4\u30eb\u5b58\u5728\u30c1\u30a7\u30c3\u30af\u3068\u4f8b\u5916\u51e6\u7406\u3067\u300c\u30d5\u30a1\u30a4\u30eb\u304c\u7121\u3044\u300d\u300cJSON\u58ca\u308c\u3066\u308b\u300d\u5834\u5408\u306b\u3082\u5373\u5ea7\u306b\u30a8\u30e9\u30fc\u3092\u901a\u77e5\u3057\u307e\u3059\u3002\n <\/li>\n <li>\n <b>\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u691c\u8a3c<\/b> \n <ul>\n <li>bbox\u306e4\u8981\u7d20\uff08x, y, w, h\uff09\u304c\u63c3\u3063\u3066\u3044\u308b\u304b\u78ba\u8a8d<\/li>\n <li>\u5e45\u3084\u9ad8\u3055\uff08w, h\uff09\u304c1\u672a\u6e80\u306e\u5834\u5408\u306f\u7570\u5e38\u6271\u3044\uff08\u6975\u5c0f\u30fb\u8aa4\u8a18\u306a\u3069\uff09<\/li>\n <li>category_id\u304ccategories\u5b9a\u7fa9\u306b\u5b58\u5728\u3057\u306a\u3051\u308c\u3070\u7570\u5e38<\/li>\n <\/ul>\n <\/li>\n <li>\n <b>\u5927\u898f\u6a21COCO\u30c7\u30fc\u30bf\u306b\u3082\u5bfe\u5fdc<\/b> \n <ul>\n <li>\u81a8\u5927\u306aCOCO\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u4e00\u90e8\u30b5\u30f3\u30d7\u30eb\u62bd\u51fa\u3057\u305fJSON\u3067\u3082\u3053\u306e\u30ed\u30b8\u30c3\u30af\u306f\u6d41\u7528\u3067\u304d\u307e\u3059<\/li>\n <li>category_id\u30bb\u30c3\u30c8\u30921\u56de\u3060\u3051\u4f5c\u3063\u3066\u9ad8\u901f\u5316<\/li>\n <\/ul>\n <\/li>\n <li>\n <b>\u73fe\u5834\u6d3b\u7528Tips<\/b> \n <ul>\n <li>\u7570\u5e38\u691c\u51fa\u30ea\u30b9\u30c8\u3092CSV\u3067\u51fa\u529b\u3059\u308b\u3001\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u4ed8\u4e0e\u3057\u3066\u300c\u76ee\u3067\u898b\u3066\u518d\u78ba\u8a8d\u300d\u3067\u304d\u308b\u4ed5\u7d44\u307f\u306b\u62e1\u5f35\u53ef\u80fd<\/li>\n <li>\u81ea\u5206\u306e\u30c7\u30fc\u30bf\u898f\u6a21\u306b\u5408\u308f\u305b\u3066\u3001\u30b5\u30d6\u30bb\u30c3\u30c8\u62bd\u51fa\u3082\u4f75\u7528\u3059\u308b\u3068\u826f\u3044<\/li>\n <\/ul>\n <\/li>\n<\/ul>\n\n<h3>\u3010COCO\u30c7\u30fc\u30bf\u304c\u5927\u304d\u3059\u304e\u308b\u3068\u611f\u3058\u305f\u3089\uff1f\u3011<\/h3>\n<p>\nCOCO\u30d5\u30eb\u30bb\u30c3\u30c8\u306f\u6570\u5341GB\u30fb\u6570\u5341\u4e07\u4ef6\u306b\u3082\u306a\u308a\u307e\u3059\u3002<br>\n\u307e\u305a\u306f\u4e00\u90e8\u30b5\u30f3\u30d7\u30eb\u62bd\u51fa\u3057\u3066\u300c<b>\u5c0f\u3055\u304f\u3001\u901f\u304f<\/b>\u300d\u54c1\u8cea\u78ba\u8a8d\u3092\u9032\u3081\u307e\u3057\u3087\u3046\u3002\n<\/p>\n<pre><code># \u30b5\u30d6\u30bb\u30c3\u30c8\u4f8b\nimport random\nwith open('instances_train2017.json') as f:\n coco = json.load(f)\nsubset_ids = set(random.sample([img['id'] for img in coco['images']], 1000))\nimages = [img for img in coco['images'] if img['id'] in subset_ids]\nannotations = [ann for ann in coco['annotations'] if ann['image_id'] in subset_ids]\nnew_coco = {'images': images, 'annotations': annotations, 'categories': coco['categories']}\nwith open('subset.json', 'w') as f:\n json.dump(new_coco, f)\n<\/code><\/pre>\n<p>\n\u3053\u3046\u3057\u305f\u4e0b\u6e96\u5099\uff0b\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\u3092\u7d44\u307f\u5408\u308f\u305b\u308c\u3070\u3001 \n\u300c\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u300d\u3092\u52b9\u7387\u3088\u304f\u62b9\u6bba\u3057\u3001AI\u306e\u8aa4\u8a8d\u8b58\u3092\u6839\u672c\u304b\u3089\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\n<\/p>\n\n<p>\n<a href=\"https:\/\/cocodataset.org\/#format-data\" target=\"_blank\">COCO\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u516c\u5f0f\u4ed5\u69d8\u306f\u3053\u3061\u3089<\/a><br>\n<\/p>\n\n <h2>6. \u307e\u3068\u3081\uff1a\u6ce8\u91c8\u4e3b\u5c0e\u306eAI\u958b\u767a\u3067\u4fe1\u983c\u6027\u3092\u78ba\u4fdd<\/h2>\n <p>\u6ce8\u91c8\u54c1\u8cea\u306e\u91cd\u8981\u6027\u3092\u898b\u904e\u3054\u3059\u3068\u3001\u9ad8\u6027\u80fd\u306aAI\u30e2\u30c7\u30eb\u3067\u3082\u73fe\u5834\u3067\u306e\u4fe1\u983c\u6027\u304c\u5931\u308f\u308c\u307e\u3059\u3002\u300c\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u306f\u62b9\u6bba\u300d\u3057\u3001\u8aa4\u8a8d\u8b58\u3092\u6839\u7d76\u3059\u308b\u305f\u3081\u306b\u3001\u6ce8\u91c8\u4e3b\u5c0e\u306e\u958b\u767a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u3082\u306f\u3084\u201c\u8d05\u6ca2\u54c1\u201d\u3067\u306f\u306a\u304f\u5fc5\u9808\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001AI\u306f\u672c\u6765\u306e\u76ee\u7684\u3092\u679c\u305f\u3057\u3001\u5b89\u5168\u6027\u30fb\u516c\u5e73\u6027\u306e\u9ad8\u3044\u793e\u4f1a\u5b9f\u88c5\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n <h2>7. \u53c2\u8003\u30ea\u30f3\u30af\u96c6<\/h2>\n <ul>\n <li><a href=\"https:\/\/www.cvat.ai\/\">Label CVAT\uff1a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb<\/a><\/li>\n <li><a href=\"https:\/\/labelstud.io\/\">Label Studio\uff1a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb<\/a><\/li>\n <li><a href=\"https:\/\/openai.com\/research\/chatgpt\">ChatGPT\u516c\u5f0f\u30ea\u30b5\u30fc\u30c1\uff08\u82f1\u8a9e\uff09<\/a><\/li>\n <li><a href=\"https:\/\/scale.com\/\">Scale AI\uff1a\u30c7\u30fc\u30bf\u30e9\u30d9\u30ea\u30f3\u30b0\u4f01\u696d<\/a><\/li>\n <\/ul>\n\n <footer>\n <p>\u00a9 2025 \u682a\u5f0f\u4f1a\u793e\u30d3\u30fc\u30fb\u30ca\u30ec\u30c3\u30b8\u30fb\u30c7\u30b6\u30a4\u30f3<\/p>\n <\/footer>\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>\u6ce8\u91c8\u306e\u529b\u304c\u5168\u3066AI\u306e\u8aa4\u8a8d\u8b58\u3092\u6e1b\u3089\u3059\uff1d\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u306f\u62b9\u6bba \u7686\u3055\u3093\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3084\u3063\u3066\u307e\u3059\u304b\uff01\u3000AI\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u201c\u30c7\u30fc\u30bf\u306e\u8cea\u201d\u306f\u3001\u6027\u80fd\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002\u3069\u3093\u306a\u306b\u512a\u308c\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3082\u3001\u8aa4\u8a8d\u8b58\u306e\u6e29\u5e8a\u3068\u306a\u308b\u201c\u30d0\u30ab\u306a\u30c7\u30fc\u30bf\u201d […]<\/p>\n","protected":false},"author":1,"featured_media":1331,"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_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"vkexunit_cta_each_option":"","footnotes":""},"categories":[5,6,54],"tags":[],"class_list":["post-1326","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-programing","category-54"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/beeknowledge.co.jp\/wp-content\/uploads\/2025\/06\/5dokyl5doky.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1326","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=1326"}],"version-history":[{"count":5,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1326\/revisions"}],"predecessor-version":[{"id":1332,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1326\/revisions\/1332"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/media\/1331"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1326"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1326"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1326"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}