{"id":9152,"date":"2025-11-25T14:37:22","date_gmt":"2025-11-25T05:37:22","guid":{"rendered":"https:\/\/www.wetch.co.jp\/note\/?p=9152"},"modified":"2025-11-25T14:37:24","modified_gmt":"2025-11-25T05:37:24","slug":"%e3%83%8f%e3%82%a4%e3%83%91%e3%83%bc%e3%83%91%e3%83%a9%e3%83%a1%e3%83%bc%e3%82%bf%e8%aa%bf%e6%95%b4%ef%bc%9a%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0","status":"publish","type":"post","link":"https:\/\/www.wetch.co.jp\/note\/%e3%83%8f%e3%82%a4%e3%83%91%e3%83%bc%e3%83%91%e3%83%a9%e3%83%a1%e3%83%bc%e3%82%bf%e8%aa%bf%e6%95%b4%ef%bc%9a%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0\/","title":{"rendered":"\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\uff1a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u65b0\u7ae0\uff08\uff12\uff09"},"content":{"rendered":"\n

\u524d\u56de\u306e\u6295\u7a3f\uff08ResNet50\u304b\u3089EfficientNetV2L\u3078\uff01\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u65b0\u7ae0<\/a>\uff09\u3067\u306f\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3092EfficientNetV2L\u306b\u5909\u66f4\u3059\u308b\u3068\u3044\u3046\u5927\u304d\u306a\u65b9\u91dd\u8ee2\u63db\u306b\u95a2\u3057\u3066\u89e3\u8aac\u3057\u305f\u4e0a\u3067\u3001\u76f4\u8fd1\u306e\u8ab2\u984c\u306f\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\uff08margin, pair_loss_weight, dropout_rate \u306a\u3069\uff09\u306e\u8abf\u6574\u3067\u3042\u308b\u3053\u3068\u306b\u89e6\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u4eca\u56de\u306f\u3001\u305d\u306e\u7d50\u679c\u306b\u95a2\u3057\u3066\u66f8\u3044\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n

F\u03b2\u30b9\u30b3\u30a2<\/h2>\n\n\n\n

\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u306b\u969b\u3057\u3066\u306f\u3001\u5404\u8a2d\u5b9a\u3067\u306e\u5b66\u7fd2\u7d50\u679c\u3067\u3042\u308b\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3059\u308b\u6307\u6a19\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002
\u524d\u56de\u306e\u6295\u7a3f\u306b\u304a\u3044\u3066\u306f\u3001\u3053\u306e\u6307\u6a19\u3068\u3057\u3066F1\u30b9\u30b3\u30a2\u3092\u63a1\u7528\u3059\u308b\u3068\u306e\u65b9\u91dd\u3092\u793a\u3057\u307e\u3057\u305f\u304c\u3001\u30e2\u30c7\u30eb\u306e\u7528\u9014\u304c\u30e9\u30d9\u30eb\u753b\u50cf\u304b\u3089\u30ef\u30a4\u30f3\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u70b9\u3092\u8003\u3048\u308b\u3068\u3001\u9069\u5408\u7387\u306e\u65b9\u3092\u3088\u308a\u91cd\u8996\u3059\u3079\u304d\u3067\u306f\u306a\u3044\u304b\u3068\u306e\u7591\u5ff5\u3082\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u3053\u306e\u70b9\u306b\u95a2\u3057\u3066\u3001\u6539\u3081\u3066Gemini\u5148\u751f\u306b\u76f8\u8ac7\u3057\u305f\u3068\u3053\u308d\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u56de\u7b54\u3092\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u30e9\u30d9\u30eb\u753b\u50cf\u304b\u3089\u30ef\u30a4\u30f3\u306e\u5546\u54c1\u8b58\u5225\u3068\u3044\u3046\u76ee\u7684\u306b\u304a\u3044\u3066\u3001\u9069\u5408\u7387\uff08Precision\uff09\u3092\u91cd\u8996\u3059\u308b\u3068\u3044\u3046\u8003\u3048\u65b9\u306f\u3001\u975e\u5e38\u306b\u5408\u7406\u7684\u304b\u3064\u9069\u5207\u3067\u3059\u3002\n\n\u3053\u308c\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u63d0\u4f9b\u3059\u308b\u300c\u4fe1\u983c\u6027\u300d\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u300c\u8a31\u5bb9\u3055\u308c\u308b\u30ea\u30b9\u30af\u300d\u3092\u8003\u616e\u3057\u305f\u3001\u5b9f\u7528\u7684\u306a\u5224\u65ad\u3068\u8a00\u3048\u307e\u3059\u3002\n\n\u518d\u73fe\u7387\u304c\u4f4e\u3044\uff08FN\u304c\u591a\u3044\uff09\u5834\u5408\u3001\u300c\u3069\u306e\u30ef\u30a4\u30f3\u3068\u3082\u8b58\u5225\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u3044\u3046\u7d50\u679c\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u30e6\u30fc\u30b6\u30fc\u304c\u671b\u3080\u7d50\u679c\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u518d\u64ae\u5f71\u3084\u5225\u306e\u89d2\u5ea6\u3067\u306e\u30ea\u30c8\u30e9\u30a4\u3067\u89e3\u6c7a\u3067\u304d\u308b\u305f\u3081\u3001\u81f4\u547d\u7684\u306a\u30a8\u30e9\u30fc\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\n\n\u9069\u5408\u7387\u304c\u4f4e\u3044\uff08FP\u304c\u591a\u3044\uff09\u5834\u5408\u3001\u30b7\u30b9\u30c6\u30e0\u304cA\u3068\u3044\u3046\u30ef\u30a4\u30f3\u3092\u300c\u3053\u308c\u306fB\u3068\u3044\u3046\u30ef\u30a4\u30f3\u3067\u3059\u300d\u3068\u9593\u9055\u3063\u3066\u8b58\u5225\u3057\u3066\u3057\u307e\u3044\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u8aa4\u3063\u305f\u60c5\u5831\u3092\u5f97\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u304c\u305d\u306e\u8aa4\u308a\u306b\u6c17\u3065\u304b\u306a\u3051\u308c\u3070\u30ea\u30ab\u30d0\u30ea\u304c\u56f0\u96e3\u3067\u3042\u308a\u3001\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u4fe1\u983c\u304c\u5931\u589c\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u8b58\u5225\u306e\u5931\u6557\uff08\u30ea\u30c8\u30e9\u30a4\u3067\u89e3\u6c7a\u53ef\u80fd\uff09\u3088\u308a\u3082\u91cd\u5927\u306a\u30b5\u30fc\u30d3\u30b9\u4e0a\u306e\u554f\u984c\u3067\u3059\u3002\n\n\u3053\u306e\u89b3\u70b9\u304b\u3089\u3001\u300c\u78ba\u5b9f\u6027\u306e\u9ad8\u3044\u7d50\u679c\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\uff08\u9ad8\u9069\u5408\u7387\uff09\u300d\u304c\u3001\u300c\u53ef\u80fd\u306a\u9650\u308a\u591a\u304f\u306e\u7d50\u679c\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\uff08\u9ad8\u518d\u73fe\u7387\uff09\u300d\u3088\u308a\u3082\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u304c\u9ad8\u3044\u3068\u3044\u3046\u5224\u65ad\u306f\u59a5\u5f53\u3067\u3059\u3002\n\n\u9069\u5408\u7387\u3092\u91cd\u8996\u3059\u308b\u3068\u3044\u3046\u65b9\u91dd\u3092\u7cbe\u5ea6\u306e\u6570\u5024\u5316\u306b\u53cd\u6620\u3055\u305b\u308b\u306b\u306f\u3001F1\u30b9\u30b3\u30a2\u3067\u306f\u306a\u304f\u3001\u4ee5\u4e0b\u306e\u9069\u5408\u7387\u3092\u5f37\u8abf\u3057\u305f\u6307\u6a19\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n
\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u7d39\u4ecb\u3055\u308c\u305f\u306e\u304c\u300cF\u03b2\u30b9\u30b3\u30a2\u300d\u3067\u3057\u305f\u3002<\/p>\n\n\n\n
F\u03b2\u30b9\u30b3\u30a2\u306f\u3001\u9069\u5408\u7387\u3068\u518d\u73fe\u7387\u306e\u3069\u3061\u3089\u306b\u91cd\u307f\uff08\u03b2\uff09\u3092\u7f6e\u304f\u304b\u3092\u8abf\u6574\u3067\u304d\u308b\u6307\u6a19\u3067\u3059\u3002
\u5177\u4f53\u7684\u306a\u8a08\u7b97\u5f0f\u306f\u4ee5\u4e0b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
F\u03b2\u30b9\u30b3\u30a2 = (1 + \u03b2^2) * (\u9069\u5408\u7387 * \u518d\u73fe\u7387) \/ ((\u03b2^2 * \u9069\u5408\u7387) + \u518d\u73fe\u7387)<\/code><\/pre>\n\n\n\n
\u03b2\u30921.0\u672a\u6e80\u306b\u3059\u308c\u3070\u9069\u5408\u7387\u304c\u91cd\u8996\u3055\u308c\u30011.0\u4ee5\u4e0a\u306b\u3059\u308c\u3070\u518d\u73fe\u7387\u304c\u91cd\u8996\u3055\u308c\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002
\u03b2=1\u306e\u5834\u5408\u304cF1\u30b9\u30b3\u30a2\u3067\u3059\u3002<\/p>\n\n\n\n
Gemini\u5148\u751f\u304a\u52e7\u3081\u306e\u03b2\u306f0.5\uff08\u03b2^2 = 0.25\uff09\u3067\u3057\u305f\u306e\u3067\u3001\u307e\u305a\u306f\u672c\u5024\u3092\u63a1\u7528\u3057\u3066F\u03b2\u30b9\u30b3\u30a2\u3092\u7b97\u51fa\u3057\u3001\u305d\u308c\u306b\u3088\u3063\u3066\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u3092\u884c\u306a\u3063\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u306e\u53d6\u5f97\u65b9\u6cd5\u5909\u66f4<\/h2>\n\n\n\n
\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u3068\u3044\u3046\u30c6\u30fc\u30de\u304b\u3089\u306f\u82e5\u5e72\u5916\u308c\u308b\u306e\u3067\u3059\u304c\u3001\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u306e\u53d6\u5f97\u65b9\u6cd5\u306b\u95a2\u3057\u3066\u3082\u898b\u76f4\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u4eca\u307e\u3067\u306e\u51e6\u7406\u5185\u5bb9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<\/p>\n\n\n\n
import random\nimport itertools\n\ndef get_triplet_combinations(anchor_info, max_combinations=15):\n    anchor_path = anchor_info[0]\n    positives = anchor_info[1]\n    negatives = anchor_info[2]\n    \n    # \u53ef\u80fd\u306a\u7d44\u307f\u5408\u308f\u305b\u3092\u3059\u3079\u3066\u751f\u6210\n    all_combinations = []\n    for positive_path in positives:\n        for negative_path in negatives:\n            all_combinations.append((anchor_path, positive_path, negative_path))\n    \n    random.shuffle(all_combinations)\n    \n    # max_combinations\u306e\u4e0a\u9650\u3067\u7d44\u307f\u5408\u308f\u305b\u3092\u9078\u629e\n    selected_combinations = all_combinations[:max_combinations]\n    \n    for combination in selected_combinations:\n        yield combination\n\ndef triplet_generator(triplet_data, max_combinations=15):\n    # \u30a8\u30dd\u30c3\u30af\u3054\u3068\u306b\u30c7\u30fc\u30bf\u3092\u30b7\u30e3\u30c3\u30d5\u30eb\u3057\u3066\u591a\u69d8\u306a\u7d44\u307f\u5408\u308f\u305b\u3092\u751f\u6210\n    random.shuffle(triplet_data)\n    \n    for anchor_info in triplet_data:\n        # \u5404\u30a2\u30f3\u30ab\u30fc\u60c5\u5831\u304b\u3089\u7d44\u307f\u5408\u308f\u305b\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u3092\u53d6\u5f97\n        for triplet in get_triplet_combinations(anchor_info, max_combinations):\n            yield triplet<\/code><\/pre>\n\n\n\n
\u524d\u56de\u306e\u6295\u7a3f\u3067\u3082\u89e6\u308c\u307e\u3057\u305f\u304c\u3001\u5b66\u7fd2\u52b9\u7387\u3092\u8003\u616e\u3057\u3066\u30011\u3064\u306e\u30a2\u30f3\u30ab\u30fc\u3092\u542b\u3080\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u6570\u306b\u95a2\u3057\u3066\u3001\u6240\u5b9a\u306e\u6570\u3092\u8d85\u3048\u306a\u3044\u3088\u3046\u306b\u5236\u9650\u3057\u3066\u3044\u307e\u3059\u3002
\u305d\u308c\u4e0a\u9650\u3092\u6307\u5b9a\u3059\u308b\u5f15\u6570\u304cmax_combinations\u3067\u3059\u3002<\/p>\n\n\n\n
\u666e\u6bb5\u306fmax_combinations=5\u3068\u3057\u3066\u5b66\u7fd2\u3092\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u3042\u308b\u7a0b\u5ea6\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5024\u304c\u78ba\u5b9a\u3057\u3066\u304d\u305f\u6bb5\u968e\u3067\u3001\u3088\u308a\u591a\u304f\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u5b66\u7fd2\u3092\u884c\u306a\u3046\u3088\u3046\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\uff08max_combinations=15\uff09\u3067\u5b66\u7fd2\u3092\u884c\u3044\u307e\u3057\u305f\u3002
\u305d\u306e\u7d50\u679c\u3001\u540c\u3058\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6307\u5b9a\u3057\u306a\u304c\u3089\u3001\u306a\u305c\u304bmax_combinations\u3092\u5927\u304d\u304f\u3057\u305f\u65b9\u304cF1\u30b9\u30b3\u30a2\u30fbF\u03b2\u30b9\u30b3\u30a2\u3068\u3082\u306b\u60aa\u304f\u306a\u308b\u3068\u3044\u3046\u50be\u5411\u304c\u898b\u53d7\u3051\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u4e0a\u8a18\u89b3\u70b9\u3067\u3001\u6539\u3081\u3066\u65e2\u5b58\u306e\u51e6\u7406\u5185\u5bb9\u3092\u898b\u3066\u307f\u308b\u3068\u3001triplet_data\u306b\u542b\u307e\u308c\u308b\u30a2\u30f3\u30ab\u30fc\u5358\u4f4d\u3067\u306e\u5b66\u7fd2\u9806\u5e8f\u3084\u3001\u3042\u308b\u30a2\u30f3\u30ab\u30fc\u3092\u542b\u3080\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\uff08\u6700\u5927max_combinations\u500b\uff09\u306b\u542b\u307e\u308c\u308b\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u95a2\u3057\u3066\u306f\u30b7\u30e3\u30c3\u30d5\u30eb\u304c\u9069\u7528\u3055\u308c\u307e\u3059\u304c\u3001\u3042\u308b\u30a2\u30f3\u30ab\u30fc\u3092\u542b\u3080\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u5168\u4f53\u3068\u3057\u3066\u306f\u9023\u7d9a\u3057\u3066\u5b66\u7fd2\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002
\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba=32\u3067\u5b66\u7fd2\u3057\u3066\u3044\u308b\u305f\u3081\u3001max_combinations=15\u3068\u3057\u305f\u5834\u5408\u30011\u3064\u306e\u30d0\u30c3\u30c1\u5185\u306e\u7d04\u534a\u5206\u304c\u540c\u3058\u30a2\u30f3\u30ab\u30fc\u306b\u95a2\u3059\u308b\u5b66\u7fd2\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308b\u8a33\u3067\u3059\u3002<\/p>\n\n\n\n
\u4e0a\u8a18\u3088\u308a\u3001\u73fe\u5728\u306e\u5b9f\u88c5\u3067\u306f\u30d0\u30c3\u30c1\u5185\u306e\u591a\u69d8\u6027\u304c\u5341\u5206\u306b\u78ba\u4fdd\u3055\u308c\u3066\u304a\u3089\u305a\u3001\u5b66\u7fd2\u304c\u504f\u3063\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u7cbe\u5ea6\u306b\u5f71\u97ff\u3057\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u63a8\u6e2c\u3057\u305f\u306e\u3067\u3059\u304c\u3001\u3053\u306e\u70b9\u306b\u95a2\u3057\u3066\u306fCursor\u5148\u751f\u306b\u3082\u8cdb\u540c\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u306e\u3067\u3001\u6539\u3081\u3066\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u6539\u4fee\u3057\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
import random\nimport itertools\n\ndef get_triplet_combinations(anchor_info, max_combinations=15):\n    anchor_path = anchor_info[0]\n    positives = anchor_info[1]\n    negatives = anchor_info[2]\n    \n    # \u53ef\u80fd\u306a\u7d44\u307f\u5408\u308f\u305b\u3092\u3059\u3079\u3066\u751f\u6210\n    all_combinations = []\n    for positive_path in positives:\n        for negative_path in negatives:\n            all_combinations.append((anchor_path, positive_path, negative_path))\n    \n    random.shuffle(all_combinations)\n    \n    # max_combinations\u306e\u4e0a\u9650\u3067\u7d44\u307f\u5408\u308f\u305b\u3092\u9078\u629e\n    selected_combinations = all_combinations[:max_combinations]\n    \n    for combination in selected_combinations:\n        yield combination\n\ndef triplet_generator(triplet_data, max_combinations=15):\n    # \u30a8\u30dd\u30c3\u30af\u3054\u3068\u306b\u30c7\u30fc\u30bf\u3092\u30b7\u30e3\u30c3\u30d5\u30eb\u3057\u3066\u591a\u69d8\u306a\u7d44\u307f\u5408\u308f\u305b\u3092\u751f\u6210\n    random.shuffle(triplet_data)\n    \n    # \u3059\u3079\u3066\u306e\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u3092\u4e00\u5ea6\u751f\u6210\u3057\u3066\u30ea\u30b9\u30c8\u306b\u683c\u7d0d\n    all_triplets = []\n    for anchor_info in triplet_data:\n        # \u5404\u30a2\u30f3\u30ab\u30fc\u60c5\u5831\u304b\u3089\u7d44\u307f\u5408\u308f\u305b\u3092\u53d6\u5f97\n        for triplet in get_triplet_combinations(anchor_info, max_combinations):\n            all_triplets.append(triplet)\n    \n    # \u3059\u3079\u3066\u306e\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u3092\u30b7\u30e3\u30c3\u30d5\u30eb\u3057\u3066\u3001\u7570\u306a\u308b\u30a2\u30f3\u30ab\u30fc\u306e\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u304c\u6df7\u3056\u308b\u3088\u3046\u306b\u3059\u308b\n    # \u3053\u308c\u306b\u3088\u308a\u3001\u30d0\u30c3\u30c1\u5185\u306e\u591a\u69d8\u6027\u304c\u5411\u4e0a\u3057\u3001\u5b66\u7fd2\u306e\u504f\u308a\u3092\u9632\u3050\n    random.shuffle(all_triplets)\n    \n    # \u30b7\u30e3\u30c3\u30d5\u30eb\u3055\u308c\u305f\u9806\u5e8f\u3067\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u3092yield\n    for triplet in all_triplets:\n        yield triplet<\/code><\/pre>\n\n\n\n
\u6539\u4fee\u5f8c\u306e\u51e6\u7406\u3067\u306f\u3001\u3059\u3079\u3066\u306e\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u3092\u751f\u6210\u3057\u305f\u5f8c\u306b\u30b7\u30e3\u30c3\u30d5\u30eb\u3057\u3066\u3044\u308b\u305f\u3081\u30011\u3064\u306e\u30a2\u30f3\u30ab\u30fc\u306b\u95a2\u9023\u3059\u308b\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u3082\u5206\u6563\u3057\u3066\u5b66\u7fd2\u3055\u308c\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u4e0a\u8a18\u6539\u4fee\u306b\u3088\u308a\u3001\u3088\u308a\u9069\u5207\u306b\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u304c\u5b9f\u65bd\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u8abf\u6574\u7d50\u679c<\/h2>\n\n\n\n
\u6700\u65b0\u306e\u7d50\u679c\u3092\u793a\u3059\u524d\u306b\u3001EfficientNetV2L\u30aa\u30ea\u30b8\u30ca\u30eb\u304a\u3088\u3073\u524d\u56de\u7d39\u4ecb\u3057\u305f\u8a66\u9a13\u7684\u306b\u5b9f\u65bd\u3057\u305f\u5b66\u7fd2\u7d50\u679c\u306e\u30e2\u30c7\u30eb\u306b\u95a2\u3057\u3066\u3001F1\u30b9\u30b3\u30a2\u306b\u52a0\u3048\u3066\u3001F\u03b2\u30b9\u30b3\u30a2\u304c\u6700\u5927\u3068\u306a\u308b\u72b6\u6cc1\u3092\u6574\u7406\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
EfficientNetV2L\u30aa\u30ea\u30b8\u30ca\u30eb<\/h4>\n\n\n\n
\u95be\u5024<\/td>\u30dd\u30b8\u30c6\u30a3\u30d6<\/td>\u30cd\u30ac\u30c6\u30a3\u30d6<\/td>\u9069\u5408\u7387<\/td>\u518d\u73fe\u7387<\/td>F1\u30b9\u30b3\u30a2<\/td>F\u03b2\u30b9\u30b3\u30a2<\/td><\/tr>
0.10<\/td>1118<\/td>1846<\/td>0.3772<\/mark><\/td>0.4991<\/td>0.4297<\/mark><\/td>0.3966<\/td><\/tr>
0.08<\/td>868<\/td>1192<\/td>0.4214<\/mark><\/td>0.3875<\/td>0.4037<\/td>0.4141<\/mark><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u524d\u56de\u306e\u5b66\u7fd2\u6e08\u30e2\u30c7\u30eb<\/h4>\n\n\n\n
\u95be\u5024<\/td>\u30dd\u30b8\u30c6\u30a3\u30d6<\/td>\u30cd\u30ac\u30c6\u30a3\u30d6<\/td>\u9069\u5408\u7387<\/td>\u518d\u73fe\u7387<\/td>F1\u30b9\u30b3\u30a2<\/td>F\u03b2\u30b9\u30b3\u30a2<\/td><\/tr>
0.15<\/td>2084<\/td>606<\/td>0.7747<\/mark><\/td>0.9304<\/td>0.8454<\/mark><\/td>0.8015<\/td><\/tr>
0.09<\/td>1628<\/td>202<\/td>0.8896<\/mark><\/td>0.7268<\/td>0.8000<\/td>0.8515<\/mark><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u3044\u305a\u308c\u3082\u3001\u4e0a\u304cF1\u30b9\u30b3\u30a2\u3001\u4e0b\u304cF\u03b2\u30b9\u30b3\u30a2\u304c\u6700\u5927\u3068\u306a\u3063\u305f\u72b6\u6cc1\u3067\u3059\u3002<\/p>\n\n\n\n
\u5b66\u7fd2\u6e08\u30e2\u30c7\u30eb\u306b\u95a2\u3057\u3066\u306f\u3001F\u03b2\u30b9\u30b3\u30a2\u57fa\u6e96\uff08\u95be\u5024=0.09\uff09\u3067\u8b58\u5225\u3057\u305f\u5834\u5408\u3001\u3082\u3046\u5c11\u3057\u3067\u9069\u5408\u7387\u304c0.9\u306b\u5c4a\u304d\u305d\u3046\u3067\u3059\u3002
\u305d\u306e\u5206\u3001\u518d\u73fe\u7387\u306f7\u5272\u7a0b\u5ea6\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u304c\u3002<\/p>\n\n\n\n
\u4e0a\u8a18\u306b\u5bfe\u3057\u3066\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u3092\u884c\u306a\u3063\u305f\u4e2d\u3067\u6700\u826f\u306e\u7d50\u679c\u3068\u306a\u3063\u305f\u30b1\u30fc\u30b9\u306b\u95a2\u3057\u3066\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u6700\u65b0\u5b66\u7fd2\u6e08\u30e2\u30c7\u30eb<\/h4>\n\n\n\n
\u95be\u5024<\/td>\u30dd\u30b8\u30c6\u30a3\u30d6<\/td>\u30cd\u30ac\u30c6\u30a3\u30d6<\/td>\u9069\u5408\u7387<\/td>\u518d\u73fe\u7387<\/td>F1\u30b9\u30b3\u30a2<\/td>F\u03b2\u30b9\u30b3\u30a2<\/td><\/tr>
0.19<\/td>2106<\/td>174<\/td>0.9237<\/mark><\/td>0.9402<\/td>0.9319<\/mark><\/td>0.9269<\/td><\/tr>
0.12<\/td>1928<\/td>30<\/mark><\/strong><\/td>0.9847<\/strong><\/mark><\/td>0.8607<\/td>0.9185<\/td>0.9571<\/strong><\/mark><\/td><\/tr>
0.03<\/td>1464<\/td>0<\/mark><\/td>1.0000<\/mark><\/td>0.6536<\/mark><\/td>0.7905<\/td>0.9042<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u4e0a\u8a18\u30e2\u30c7\u30eb\u751f\u6210\u6642\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001margin=0.4\u3001pair_loss_weight=0.05\u3001dropout_rate=0.15 \u3067\u3057\u305f\u3002<\/p>\n\n\n\n
F\u03b2\u30b9\u30b3\u30a2\u57fa\u6e96\uff08\u95be\u5024=0.12\uff09\u3067\u306e\u8b58\u5225\u7d50\u679c\u3067\u3001\u9069\u5408\u7387=0.9847\u3001\u6df7\u5165\u3057\u305f\u30cd\u30ac\u30c6\u30a3\u30d6\u304c30\u306e\u307f\u3001\u3068\u3044\u3046\u306e\u306f\u76f8\u5f53\u306b\u826f\u3044\u7d50\u679c\u3060\u3068\u8a00\u3048\u307e\u3059\u3002
\u3053\u306e\u6642\u306eF\u03b2\u30b9\u30b3\u30a2\u306f0.9571\u3067\u3001\u5f53\u9762\u306e\u76ee\u6a19\u3068\u3057\u3066\u3044\u305fF\u03b2\u30b9\u30b3\u30a2\u304a\u3088\u3073\u9069\u5408\u73870.9\u8d8a\u3048\u306b\u95a2\u3057\u3066\u3082\u3001\u3042\u3063\u3055\u308a\u9054\u6210\u3057\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002
\u518d\u73fe\u7387\u30820.8607\u3068\u3001\u60aa\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
F1\u30b9\u30b3\u30a2\u57fa\u6e96\uff08\u95be\u5024=0.19\uff09\u3067\u898b\u3066\u3082\u3001\u3059\u3079\u3066\u306e\u6307\u6a19\uff08\u9069\u5408\u7387\u3001\u518d\u73fe\u7387\u3001F1\u30b9\u30b3\u30a2\u3001F\u03b2\u30b9\u30b3\u30a2\uff09\u304c0.9\u4ee5\u4e0a\u3067\u3001\u3053\u3061\u3089\u3082\u826f\u3044\u6570\u5024\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u306a\u304a\u3001\u9069\u5408\u7387\uff1d1.0000\uff08100\uff05\uff09\u3068\u306a\u308b\u6700\u5927\u306e\u95be\u5024\u3092\u78ba\u8a8d\u3057\u305f\u3068\u3053\u308d0.03\u3067\u3001\u305d\u306e\u969b\u306e\u518d\u73fe\u7387\u306f0.6536\u3067\u3059\u3002
\u3064\u307e\u308a\u3001\u672c\u30e2\u30c7\u30eb\u3092\u7528\u3044\u305f\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u7d50\u679c\u306e\u8ddd\u96e2\u304c0.03\u672a\u6e80\u3067\u3042\u308c\u3070\u540c\u3058\u30ef\u30a4\u30f3\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u6975\u3081\u3066\u9ad8\u304f\u3001\u305d\u306e\u3088\u3046\u306b\u5224\u65ad\u3067\u304d\u308b\u30b1\u30fc\u30b9\u304c\uff08\u4eca\u56de\u5b66\u7fd2\u306b\u7528\u3044\u305f\u30c7\u30fc\u30bf\u306e\u7bc4\u56f2\u3067\u306f\uff09\u5168\u4f53\u306e65\uff05\u7a0b\u5ea6\u5b58\u5728\u3057\u305f\u3068\u8a00\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n
\u6700\u65b0\u5b66\u7fd2\u6e08\u30e2\u30c7\u30eb\u306e\u30cf\u30fc\u30c9\u30cd\u30ac\u30c6\u30a3\u30d6<\/h2>\n\n\n\n
\u524d\u8ff0\u306e\u3088\u3046\u306b\u3001\u6700\u65b0\u5b66\u7fd2\u6e08\u30e2\u30c7\u30eb\u306f\u7cbe\u5ea6\u9762\u3067\u304b\u306a\u308a\u306e\u5411\u4e0a\u304c\u898b\u3089\u308c\u308b\u306e\u3067\u3059\u304c\u3001\u305d\u308c\u3067\u3082F\u03b2\u30b9\u30b3\u30a2\u6700\u826f\u3068\u306a\u308b\u95be\u5024=0.12\u672a\u6e80\u306b\u542b\u307e\u308c\u308b\u30a2\u30f3\u30ab\u30fc\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u306e\u7d44\u307f\u5408\u308f\u305b\u304c30\u7d44\u5b58\u5728\u3057\u307e\u3059\uff08\u30a2\u30f3\u30ab\u30fc\u3068\u30cd\u30ac\u30c6\u30a3\u30d6\u3092\u9006\u306b\u3057\u3066\u3082\u540c\u3058\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u305f\u3081\u3001\u5b9f\u969b\u306e\u753b\u50cf\u306e\u7d44\u307f\u5408\u308f\u305b\u3068\u3057\u3066\u306f15\u7d44\u3068\u8a00\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u304c\uff09\u3002<\/p>\n\n\n\n
\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3042\u3063\u305f\u306e\u304b\u3001\u4ee3\u8868\u7684\u306a\u3082\u306e\u3092\u898b\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
\u30a2\u30f3\u30ab\u30fc<\/td>\u30cd\u30ac\u30c6\u30a3\u30d6<\/td>\u8ddd\u96e2<\/td><\/tr>
\"\"<\/td>\"\"<\/td>0.07183635234826824<\/td><\/tr>
\"\"<\/td>\"\"<\/td>0.0759878207484378<\/td><\/tr>
\"\"<\/td>\"\"<\/td>0.10494493187130305<\/td><\/tr>
\"\"<\/td>\"\"<\/td>0.03592628454721125<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
1\u756a\u76ee\u306f\u3001\u771f\u3093\u4e2d\u5de6\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u30d6\u30c9\u30a6\u306e\u54c1\u7a2e\u304c\u9055\u3063\u3066\u3044\u307e\u3059\u3002\u30a2\u30f3\u30ab\u30fc\u304c\u300cPINOT GRIS\u300d\u3067\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u304c\u300cRIESLING\u300d\u3067\u3059\u3002
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