{"id":9076,"date":"2025-11-07T09:57:07","date_gmt":"2025-11-07T00:57:07","guid":{"rendered":"https:\/\/www.wetch.co.jp\/note\/?p=9076"},"modified":"2025-11-25T14:46:43","modified_gmt":"2025-11-25T05:46:43","slug":"resnet50%e3%81%8b%e3%82%89efficientnetv2l%e3%81%b8%ef%bc%81%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%e3%81%ae%e6%96%b0%e7%ab%a0","status":"publish","type":"post","link":"https:\/\/www.wetch.co.jp\/note\/resnet50%e3%81%8b%e3%82%89efficientnetv2l%e3%81%b8%ef%bc%81%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%e3%81%ae%e6%96%b0%e7%ab%a0\/","title":{"rendered":"ResNet50\u304b\u3089EfficientNetV2L\u3078\uff01\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u65b0\u7ae0"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u7d04\u4e09\u30f6\u6708\u3076\u308a\u306e\u6295\u7a3f\u3067\u3059\u3002<br>\u524d\u56de\u306e\u6295\u7a3f\uff08<a href=\"https:\/\/www.wetch.co.jp\/note\/%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%ef%bc%88%ef%bc%93%ef%bc%89\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08\uff13\uff09<\/a>\uff09\u304b\u3089\u3001\u3044\u308d\u3044\u308d\u306a\u3053\u3068\u304c\u3042\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u4e00\u756a\u5927\u304d\u306a\u5909\u5316\u3068\u3057\u3066\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3092ResNet50\u304b\u3089EfficientNetV2L\u306b\u5909\u66f4\u3057\u3066\u3044\u307e\u3059\u3002<br>\u4eca\u56de\u306f\u3001\u305d\u306e\u8fba\u306b\u95a2\u3057\u3066\u89e6\u308c\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u81ea\u4f53\u306b\u95a2\u3059\u308b\u5909\u66f4\u70b9\u3068\u306f\u5225\u306b\u3001\u958b\u767a\u74b0\u5883\u306b\u95a2\u3057\u3066\u3082\u5927\u304d\u306a\u5909\u5316\u304c\u3042\u308a\u307e\u3057\u305f\u3002<br>\u4eca\u307e\u3067\u306f\u30a8\u30c7\u30a3\u30bf\u3068\u3057\u3066Vim\u3092\u4f7f\u7528\u3057\u3001Gemini\u5148\u751f\u306b\u751f\u6210\u3057\u3066\u3082\u3089\u3063\u305f\u30b3\u30fc\u30c9\u3092\u5207\u308a\u8cbc\u308a\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u73fe\u5728\u306fCursor(model=Auto)\u5148\u751f\u3092\u4f7f\u7528\u3057\u3066\u3001\u76f4\u63a5\u7684\u306b\u30b3\u30fc\u30c9\u3092\u751f\u6210\u30fb\u7de8\u96c6\u3057\u3066\u3082\u3089\u3063\u3066\u3044\u307e\u3059\u3002<br>\u305f\u3060\u3001Cursor\u5148\u751f\u3082\u8d85\u512a\u79c0\u306a\u304c\u3089\u30dd\u30ab\u3082\u591a\u3044\u306e\u3067\u3001\u602a\u3057\u3044\u90e8\u5206\u306b\u95a2\u3057\u3066\u306f\u5f15\u304d\u7d9a\u304dGemini\u5148\u751f\u306b\u30bb\u30ab\u30f3\u30c9\u30aa\u30d4\u30cb\u30aa\u30f3\u3092\u6c42\u3081\u305f\u308a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u8ffd\u52a0\uff08\u30cf\u30fc\u30c9\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cf\u30fc\u30c9\u30cd\u30ac\u30c6\u30a3\u30d6\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u56de\u306e\u6295\u7a3f\u3067\u4e88\u544a\u3057\u305f\u3088\u3046\u306b\u3001\u307e\u305a\u306f\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff11\u3064\u306e\u30e9\u30d9\u30eb\u306b\u95a2\u3059\u308b\u5225\u753b\u50cf\u30925\u679a\u7528\u610f\u3057\u3066\u3044\u307e\u3059\u3002<br>\u540c\u4e00\u30e9\u30d9\u30eb\u306e\u5225\u753b\u50cf\u306b\u95a2\u3057\u3066\u306f\u3001\u64ae\u5f71\u3054\u3068\u306b\u88ab\u5199\u4f53\u3068\u30ab\u30e1\u30e9\u306e\u8ddd\u96e2\u3092\u5909\u3048\u305f\u308a\u3001\u30d5\u30e9\u30c3\u30b7\u30e5\u306e\u4f7f\u3063\u3066\u307f\u305f\u308a\u3057\u3066\u3001\u898b\u305f\u76ee\uff08\u6b6a\u307f\u65b9\u3084\u8272\u5408\u3044\uff09\u304c\u5909\u308f\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u30e9\u30d9\u30eb\u306e\u9078\u629e\u306b\u969b\u3057\u3066\u306f\u3001\u898b\u305f\u76ee\u306e\u3088\u304f\u4f3c\u305f\u5225\u30e9\u30d9\u30eb\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3092\u524d\u63d0\u3068\u3057\u3001\u305d\u308c\u3089\u5225\u30e9\u30d9\u30eb\u306b\u95a2\u3057\u3066\u3082\u540c\u69d8\u306b5\u679a\u306e\u753b\u50cf\u3092\u7528\u610f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3064\u307e\u308a\u3001\u3088\u304f\u4f3c\u305f\u30e9\u30d9\u30ebA,B,C\u306b\u95a2\u3059\u308b\u753b\u50cf\u54045\u679a\u304c\u3042\u3063\u305f\u5834\u5408\u3001A1\u306b\u5bfe\u3057\u3066A2\u301cA5\u304c\u30cf\u30fc\u30c9\u30dd\u30b8\u30c6\u30a3\u30d6\uff08\u898b\u305f\u76ee\u304c\u9055\u3046\u540c\u3058\u30e9\u30d9\u30eb\u306e\u753b\u50cf\uff09\u3068\u306a\u308a\u3001B1\u301cB5,C1\u301cC5\u304c\u30cf\u30fc\u30c9\u30cd\u30ac\u30c6\u30a3\u30d6\uff08\u898b\u305f\u76ee\u304c\u4f3c\u3066\u3044\u308b\u5225\u306e\u30e9\u30d9\u30eb\u306e\u753b\u50cf\uff09\u306b\u306a\u308b\u3053\u3068\u3092\u72d9\u3063\u3066\u3044\u308b\u8a33\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u65b9\u91dd\u306b\u6e96\u3058\u3066112\u70b9\u306e\u30e9\u30d9\u30eb\u3092\u9078\u629e\u3057\u3001\u8a08560\uff08112&#215;5\uff09\u679a\u306e\u753b\u50cf\u3092\u7528\u610f\u3057\u307e\u3057\u305f\uff08I\u541b\u3001\u3054\u5354\u529b\u611f\u8b1d\u3057\u307e\u3059\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">F1\u30b9\u30b3\u30a2<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u78ba\u8a8d\u65b9\u6cd5\u306b\u95a2\u3057\u3066\u3082\u898b\u76f4\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u307e\u3067\u306f\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u3084\u30cd\u30ac\u30c6\u30a3\u30d6\u306e\u5206\u5e03\u72b6\u6cc1\u3092\u8868\u3084\u30b0\u30e9\u30d5\u306b\u3057\u3066\u78ba\u8a8d\u3092\u884c\u306a\u3063\u3066\u304d\u307e\u3057\u305f\u304c\u3001\u4f55\u3068\u306a\u304f\u8aac\u5f97\u529b\u306b\u6b20\u3051\u308b\u3068\u3044\u3046\u304b\u3001\u7a1a\u62d9\u306a\u5370\u8c61\u304c\u62ed\u3044\u53bb\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002<br>\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u6539\u3081\u3066\u7cbe\u5ea6\u78ba\u8a8d\u65b9\u6cd5\u306b\u95a2\u3057\u3066\u8abf\u3079\u3066\u307f\u305f\u3068\u3053\u308d\u3001F1\u30b9\u30b3\u30a2\u306a\u308b\u3082\u306e\u3092\u4f7f\u7528\u3057\u3066\u5224\u65ad\u3059\u308b\u306e\u304c\u826f\u3044\uff08\u3068\u3044\u3046\u304b\u6a19\u6e96\u7684\uff09\u3068\u3044\u3046\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001F1\u30b9\u30b3\u30a2\u306b\u95a2\u3059\u308b\u89e3\u8aac\uff08Gemini\u5148\u751f\u8ac7\uff09\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>F1\u30b9\u30b3\u30a2\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u6307\u6a19\u306e\u4e00\u3064\u3067\u3001\u7279\u306b\u5206\u985e\u554f\u984c\u3067\u4f7f\u308f\u308c\u307e\u3059\u3002\n\u3053\u308c\u306f\u300c\u9069\u5408\u7387 (Precision)\u300d\u3068\u300c\u518d\u73fe\u7387 (Recall)\u300d\u3068\u3044\u30462\u3064\u306e\u6307\u6a19\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002\n\u9069\u5408\u7387\u306f\u3001\u30e2\u30c7\u30eb\u304c\u300c\u967d\u6027\uff08\u6b63\u3057\u3044\uff09\u300d\u3068\u4e88\u6e2c\u3057\u305f\u3082\u306e\u306e\u3046\u3061\u3001\u5b9f\u969b\u306b\u6b63\u3057\u304b\u3063\u305f\u5272\u5408\u3067\u3001\u8aa4\u691c\u77e5\u306e\u5c11\u306a\u3055\u3092\u793a\u3057\u307e\u3059\u3002\n\u518d\u73fe\u7387\u306f\u3001\u5b9f\u969b\u306b\u967d\u6027\u3067\u3042\u308b\u3082\u306e\uff08\u898b\u3064\u3051\u305f\u3044\u3082\u306e\uff09\u306e\u3046\u3061\u3001\u30e2\u30c7\u30eb\u304c\u6b63\u3057\u304f\u300c\u967d\u6027\u300d\u3068\u4e88\u6e2c\u3067\u304d\u305f\u5272\u5408\u3067\u3001\u898b\u9003\u3057\u306e\u5c11\u306a\u3055\u3092\u793a\u3057\u307e\u3059\u3002\nF1\u30b9\u30b3\u30a2\u306f\u3001\u9069\u5408\u7387\u3068\u518d\u73fe\u7387\u306e\u8abf\u548c\u5e73\u5747\u3068\u3057\u3066\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002\nF1\u30b9\u30b3\u30a2 = 2 * (\u9069\u5408\u7387 * \u518d\u73fe\u7387) \/ (\u9069\u5408\u7387 + \u518d\u73fe\u7387)\n\u8abf\u548c\u5e73\u5747\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u9069\u5408\u7387\u3068\u518d\u73fe\u7387\u306e\u3069\u3061\u3089\u304b\u4e00\u65b9\u304c\u6975\u7aef\u306b\u4f4e\u3044\u3068\u3001F1\u30b9\u30b3\u30a2\u5168\u4f53\u3082\u4f4e\u304f\u306a\u308b\u305f\u3081\u3001\u4e21\u65b9\u3092\u30d0\u30e9\u30f3\u30b9\u826f\u304f\u9ad8\u3081\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u306e\u3053\u3068\u3067\u3059\u304c\u3001\u8abf\u548c\u5e73\u5747\u306b\u95a2\u3057\u3066\u88dc\u8db3\u3057\u3066\u304a\u304d\u307e\u3059\u3068\u3001<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u8abf\u548c\u5e73\u5747\u306f\u3001\u300c\u7387\u300d\u3084\u300c\u901f\u5ea6\u300d\u306e\u5e73\u5747\u3092\u6c42\u3081\u308b\u306e\u306b\u9069\u3057\u305f\u5e73\u5747\u5024\u306e\u7b97\u51fa\u65b9\u6cd5\u3067\u3059\u3002\n\u8abf\u548c\u5e73\u5747\u306f\u3001\u300c\u6570\u5024\u306e\u9006\u6570\u306e\u7b97\u8853\u5e73\u5747\u306e\u3001\u3055\u3089\u306b\u9006\u6570\u300d\u3068\u3057\u3066\u5b9a\u7fa9\u3055\u308c\u307e\u3059\u3002\nn \u500b\u306e\u5024 a1,a2,...an \u304c\u3042\u308b\u5834\u5408\u3001\u8abf\u548c\u5e73\u5747\u306f\u4ee5\u4e0b\u306e\u5f0f\u3067\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002\n\u8abf\u548c\u5e73\u5747 = n \/ (1\/a1 + 1\/a2 + ... + 1\/an)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u8a00\u3046\u3053\u3068\u3089\u3057\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">a1=\u9069\u5408\u7387\u3001a2=\u518d\u73fe\u7387\u3001n=2 \u3068\u3057\u3066\u4e0a\u8a18\u89e3\u8aac\u306b\u3042\u308b\u5f0f\u3092\u5909\u63db\u3059\u308b\u3068\u3001\u78ba\u304b\u306b\u5148\u306e\u300cF1\u30b9\u30b3\u30a2 = 2 * (\u9069\u5408\u7387 * \u518d\u73fe\u7387) \/ (\u9069\u5408\u7387 + \u518d\u73fe\u7387)\u300d\u306b\u306a\u308a\u307e\u3059\u3002<br>\u300c\u6570\u5024\u306e\u9006\u6570\u306e\u7b97\u8853\u5e73\u5747\u306e\u3001\u3055\u3089\u306b\u9006\u6570\u300d\u3092\u4f7f\u7528\u3059\u308b\u3068\u4f55\u304c\u826f\u3044\u306e\u304b\u3068\u8a00\u3046\u70b9\u306b\u95a2\u3057\u3066\u306f\u5c11\u3005\u30e2\u30e4\u30c3\u3068\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u5c11\u306a\u304f\u3068\u3082\u9069\u5408\u7387\u3068\u518d\u73fe\u7387\u304c\u6307\u6a19\u3068\u3057\u3066\u9069\u3057\u3066\u3044\u308b\u70b9\u306f\u7406\u89e3\u3067\u304d\u308b\u305f\u3081\u3001\u7cbe\u5ea6\u8a55\u4fa1\u306b\u306fF1\u30b9\u30b3\u30a2\u3092\u4f7f\u7528\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ed\u30b8\u30c3\u30af\u306e\u6539\u4fee\u3068\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8ffd\u52a0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u56de\u6295\u7a3f\u6642\u3068\u6bd4\u8f03\u3057\u3066\u3001\u640d\u5931\u8a08\u7b97\u306b\u82e5\u5e72\u306e\u6539\u4fee\u3092\u884c\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>with tf.GradientTape() as tape:\n    # 1. \u57cb\u3081\u8fbc\u307f\u306e\u53d6\u5f97 (call\u30e1\u30bd\u30c3\u30c9\u5185\u3067\u6b63\u898f\u5316\u6e08\u307f\u3092\u60f3\u5b9a)\n    anchor_embedding, positive_embedding, negative_embedding = self(inputs, training=True)\n\n    # 2. \u8ddd\u96e2\u3068\u985e\u4f3c\u5ea6\u306e\u8a08\u7b97 (\u30b3\u30b5\u30a4\u30f3\u8ddd\u96e2)\n    sim_ap = tf.reduce_sum(anchor_embedding * positive_embedding, axis=1)\n    sim_an = tf.reduce_sum(anchor_embedding * negative_embedding, axis=1)\n\n    # \u30b3\u30b5\u30a4\u30f3\u8ddd\u96e2: 1.0 - \u985e\u4f3c\u5ea6 (\u8ddd\u96e2\u304c\u5c0f\u3055\u3044\u307b\u3069\u985e\u4f3c\u5ea6\u304c\u9ad8\u3044)\n    pos_dist_cos = 1.0 - sim_ap\n    neg_dist_cos = 1.0 - sim_an\n\n    # 3. \u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u640d\u5931\u306e\u8a08\u7b97 (L_triplet) - \u6a19\u6e96\u7684\u306a\u5b9f\u88c5\n    triplet_loss_value = tf.maximum(0.0, pos_dist_cos - neg_dist_cos + self.margin)\n    triplet_loss = tf.reduce_mean(triplet_loss_value)  # \u30d0\u30c3\u30c1\u5e73\u5747\n\n    # 4. \u30da\u30a2\u640d\u5931\u306e\u8a08\u7b97 (L_pair)\n    # \u30da\u30a2\u640d\u5931\u306f\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u30da\u30a2\u306e\u8ddd\u96e2 pos_dist_cos \u3092\u76f4\u63a5\u6700\u5c0f\u5316\u3059\u308b\n    pair_loss = tf.reduce_mean(pos_dist_cos) # \u30d0\u30c3\u30c1\u5e73\u5747\n    \n    # 5. \u7dcf\u5408\u640d\u5931\u306e\u8a08\u7b97 (L_total)\n    total_loss = triplet_loss + self.pair_loss_weight * pair_loss<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u524d\u306f\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u640d\u5931\u306e\u307f\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u73fe\u5728\u306f\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u640d\u5931\u3068\u30da\u30a2\u640d\u5931\u304b\u3089\u7dcf\u5408\u7684\u306a\u640d\u5931\u3092\u5224\u65ad\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30da\u30a2\u640d\u5931\u306f\u30a2\u30f3\u30ab\u30fc\u3068\u30dd\u30b8\u30c6\u30a3\u30d6\u306e\u30b3\u30b5\u30a4\u30f3\u8ddd\u96e2\u306e\u307f\u306b\u7740\u76ee\u3057\u3066\u3044\u307e\u3059\u3002<br>\u3053\u308c\u306b\u3088\u308a\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u306b\u5bfe\u3057\u3066\u30cd\u30ac\u30c6\u30a3\u30d6\u3092\u5341\u5206\u9060\u3056\u3051\u308b\u3068\u3044\u3046\u3053\u3068\u3060\u3051\u3067\u306a\u304f\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u3068\u30a2\u30f3\u30ab\u30fc\u306e\u8ddd\u96e2\u3092\u8fd1\u3065\u3051\u308b\u3053\u3068\u306b\u5bfe\u3057\u3066\u3001\u4eca\u307e\u3067\u4ee5\u4e0a\u306b\u5727\u529b\u304c\u639b\u304b\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001\u7dcf\u5408\u7684\u306a\u640d\u5931\u306e\u8a08\u7b97\u306b\u969b\u3057\u3066\u306f\u3001\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u640d\u5931\u306b\u5bfe\u3057\u3066\u30da\u30a2\u640d\u5931\u306b\u4e00\u5b9a\u306e\u4fc2\u6570\uff080.1\u301c0.3\u7a0b\u5ea6\uff09\u3092\u639b\u3051\u305f\u3082\u306e\u3092\u52a0\u3048\u3066\u3044\u307e\u3059\u3002<br>\u91cd\u5fc3\u306f\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u640d\u5931\u5074\u306b\u7f6e\u3044\u3066\u3001\u30da\u30a2\u640d\u5931\u5074\u3067\u88dc\u6b63\u3059\u308b\u5f62\u3092\u3068\u3063\u3066\u3044\u308b\u8a33\u3067\u3059\u304c\u3001\u3053\u306e\u4fc2\u6570\uff08pair_loss_weight\uff09\u304c\u65b0\u305f\u306a\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001build_encoder\u3067\u30e2\u30c7\u30eb\uff08\u30a8\u30f3\u30b3\u30fc\u30c0\uff09\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306bDropout\u3092\u8ffd\u52a0\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>outputs = base_model(inputs)\noutputs = keras.layers.Dropout(dropout_rate)(outputs)\noutputs = keras.layers.UnitNormalization(axis=1)(outputs)\n\nencoder = tf.keras.Model(inputs, outputs, name=\"encoder\")<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306e\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u5404\u8a13\u7df4\u30b9\u30c6\u30c3\u30d7\uff081\u30d0\u30c3\u30c1\u3054\u3068\uff09\u3067\u30e9\u30f3\u30c0\u30e0\u306b\u7570\u306a\u308b\u30cb\u30e5\u30fc\u30ed\u30f3\u304c\u4e00\u6642\u7684\u306b\u7121\u52b9\u5316\u3055\u308c\u307e\u3059\u3002<br>\u4e00\u90e8\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u3092\u7121\u52b9\u5316\u3059\u308b\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u672c\u6765\u306e\uff08\u5168\u3066\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u304c\u6709\u52b9\u306a\uff09\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u5bfe\u3059\u308b\u30b5\u30d6\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u7bc9\u3059\u308b\u884c\u70ba\u3068\u8a00\u3063\u3066\u3088\u304f\u3001\u52a0\u3048\u3066\u7121\u52b9\u5316\u3055\u308c\u308b\u30cb\u30e5\u30fc\u30ed\u30f3\u304c\u30e9\u30f3\u30c0\u30e0\u306b\u6c7a\u5b9a\u3055\u308c\u308b\u3053\u3068\u304b\u3089\u30011\u30d0\u30c3\u30c1\u3054\u3068\u306b\u7570\u306a\u308b\u69cb\u9020\u306e\u30b5\u30d6\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u5bfe\u3057\u3066\u8a13\u7df4\u3092\u884c\u306a\u3063\u3066\u3044\u308b\u3088\u3046\u306a\u72b6\u614b\u306b\u306a\u308a\u307e\u3059\u3002<br>\u305d\u306e\u7d50\u679c\u3001\u6700\u7d42\u7684\u306a\u5b66\u7fd2\u7d50\u679c\u306f\u3001\u500b\u5225\u306e\u30b5\u30d6\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5b66\u7fd2\u7d50\u679c\u3092\u7d71\u5408\uff08\u5e73\u5747\u5316\uff09\u3057\u305f\u3088\u3046\u306a\u5f62\u3068\u306a\u308a\u3001\u5358\u4e00\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u3057\u3066\u5b66\u7fd2\u3057\u305f\u5834\u5408\u3088\u308a\u3082\u9ad8\u3044\u6c4e\u5316\u80fd\u529b\u3084\u7cbe\u5ea6\u306e\u5411\u4e0a\u304c\u671f\u5f85\u3067\u304d\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001Dropout\u306e\u5f15\u6570\u3068\u3057\u3066\u3001\u7121\u52b9\u5316\u3059\u308b\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u5272\u5408\u3092\u6307\u5b9a\u3067\u304d\u308b\u305f\u3081\u3001\u3053\u306e\u5024\uff08dropout_rate\uff09\u3082\u65b0\u305f\u306a\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3068\u3057\u3066\u7ba1\u7406\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">ResNet50\u3067\u306e\u5b66\u7fd2\u7d50\u679c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6539\u3081\u3066\u3001\u7d04\u4e00\u30f6\u6708\u9593\u306b\u6e21\u3063\u3066ResNet50\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3044\u307e\u3057\u305f\u3002<br>\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5bfe\u8c61\uff08\u64cd\u4f5c\u3059\u308b\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\uff09\u306f\u5f93\u6765\u306emargin\u306b\u52a0\u3048\u3066\u3001\u4eca\u56de\u8ffd\u52a0\u3057\u305fpair_loss_weight\u3068dropout_rate\u3067\u3059\u3002<br>\u4e00\u65b9\u3067\u3001\u524d\u56de\u306e\u6295\u7a3f\u3067\u306f\u8a13\u7df4\u53ef\u80fd\uff08trainable\uff09\u30ec\u30a4\u30e4\u3092\u64cd\u4f5c\u3057\u307e\u3057\u305f\u304c\u3001\u305d\u306e\u5f8c\u306e\u8a66\u884c\u932f\u8aa4\u3092\u901a\u3057\u3066\u3001\u7d50\u5c40\u306f\u300cconv5_block1_out\u300d\u3092\u6307\u5b9a\u3057\u305f\u5834\u5408\u304c\u6700\u3082\u5b89\u5b9a\u7684\u306b\u826f\u3044\u7d50\u679c\u304c\u5f97\u3089\u308c\u305d\u3046\u3060\u3063\u305f\u306e\u3067\u3001\u4eca\u56de\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u8a13\u7df4\u53ef\u80fd\u30ec\u30a4\u30e4\u306f\u300cconv5_block1_out\u300d\u306b\u623b\u3057\u3066\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u5f8c\u306e\u5404\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u306b\u95a2\u3057\u3066\u306f\u3001\u307e\u305a\u306f\u4eca\u56de\u306e\u5b66\u7fd2\u7528\u306b\u7528\u610f\u3057\u305f\u753b\u50cf\uff08560\u679a\uff09\u3092\u5168\u3066\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3057\u3001\u95be\u5024\u30920.01\u5358\u4f4d\u3067\u5909\u66f4\u3057\u3064\u3064\u3001\u5404\u753b\u50cf\uff08\u30a2\u30f3\u30ab\u30fc\uff09\u3068\u4ed6\u306e\u753b\u50cf\uff08\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\uff09\u3068\u306e\u30b3\u30b5\u30a4\u30f3\u8ddd\u96e2\u304c\u540c\u95be\u5024\u4ee5\u4e0b\u3068\u306a\u3063\u305f\u6570\u3092\u96c6\u8a08\u3057\u3001\u305d\u3053\u304b\u3089\u9069\u5408\u7387\u3001\u518d\u73fe\u7387\u3001F1\u30b9\u30b3\u30a2\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<br>\u305d\u306e\u4e0a\u3067\u3001\u6700\u826f\u306eF1\u30b9\u30b3\u30a2\u3068\u306a\u3063\u305f\u969b\u306e\u95be\u5024\u3068\u3001\u305d\u306e\u6642\u306e\u30dd\u30b8\u30c6\u30a3\u30d6\u6570\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u6570\u3001\u9069\u5408\u7387\u3001\u518d\u73fe\u7387\u3001F1\u30b9\u30b3\u30a2\u3092\u5f53\u8a72\u30e2\u30c7\u30eb\u306e\u6027\u80fd\uff08\u7cbe\u5ea6\uff09\u3092\u793a\u3059\u5024\u3068\u3057\u3066\u63a1\u7528\u3057\u307e\u3059\u3002<br>\u306a\u304a\u3001\u30a2\u30f3\u30ab\u30fc\u3068\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u305d\u308c\u305e\u308c\u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u7dcf\u6570\u306f\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u304c2240\uff08560&#215;4\uff09\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u304c310800\uff08560x111x5\uff09\u3068\u306a\u308a\u307e\u3059\u3002<br><br>\u4e0a\u8a18\u30c8\u30e9\u30a4\u30a2\u30eb\u306e\u7d50\u679c\u3001\u6700\u3082F1\u30b9\u30b3\u30a2\u304c\u9ad8\u304b\u3063\u305f\u30e2\u30c7\u30eb\u306e\u5404\u6570\u5024\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<br>\u86c7\u8db3\u306a\u304c\u3089\u3001\u6700\u826f\u306e\u7d50\u679c\u3068\u306a\u3063\u305f\u969b\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001margin=0.38\u3001pair_loss_weight=0.25\u3001dropout_rate=0.15 \u3067\u3057\u305f\u3002<br>\u53c2\u8003\u5024\u3068\u3057\u3066\u3001ResNet50\u3092\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306a\u3057\u3067\u4f7f\u7528\u3057\u305f\u5834\u5408\u306e\u6570\u5024\u3082\u4f75\u305b\u3066\u8f09\u305b\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u95be\u5024<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u30dd\u30b8\u30c6\u30a3\u30d6<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u30cd\u30ac\u30c6\u30a3\u30d6<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u9069\u5408\u7387<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u518d\u73fe\u7387<\/td><td class=\"has-text-align-center\" data-align=\"center\">F1\u30b9\u30b3\u30a2<\/td><\/tr><tr><td>\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.1<\/td><td class=\"has-text-align-center\" data-align=\"center\">1678<\/td><td class=\"has-text-align-center\" data-align=\"center\">2244<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.4278<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.7491<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.5446<\/td><\/tr><tr><td>\u5b66\u7fd2\u6e08\u30e2\u30c7\u30eb<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.13<\/td><td class=\"has-text-align-center\" data-align=\"center\">1746<\/td><td class=\"has-text-align-center\" data-align=\"center\">604<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.7430<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.7795<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.7608<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u3001\u304b\u306a\u308a\u6027\u80fd\u5411\u4e0a\u3057\u3066\u3044\u308b\u3053\u3068\u306f\u9593\u9055\u3044\u3042\u308a\u307e\u305b\u3093\u3002<br>\u305f\u3060\u3001\u500b\u4eba\u7684\u306b\u306fF1\u30b9\u30b3\u30a2\u3068\u3057\u30660.8\u4ee5\u4e0a\uff08\u7406\u60f3\u7684\u306b\u306f0.9\u4ee5\u4e0a\uff09\u3092\u671f\u5f85\u3057\u3066\u3044\u305f\u306e\u3067\u3001\u5c11\u3005\u7269\u8db3\u308a\u306a\u3044\u7d50\u679c\u3067\u3057\u305f\u3002<br>\u7279\u306b\u3001\u9069\u5408\u7387\u304c0.7430\uff08\u8aa4\u691c\u77e5\u304c25\uff05\u7a0b\u5ea6\u3042\u308b\uff09\u3068\u3044\u3046\u72b6\u6cc1\u306f\u3001\u5c11\u3005\u8a31\u5bb9\u3057\u96e3\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001\u8a66\u884c\u56de\u6570\u306f31\u56de\u3067\u3001\u5927\u534a\u306e\u7d50\u679c\u304cF1\u30b9\u30b3\u30a2\u30670.65\u304b\u30890.72\u304f\u3089\u3044\u306e\u9593\u306b\u5206\u5e03\u3057\u3066\u304a\u308a\u3001\u4e0a\u8a180.76\u306f\u6975\u3081\u3066\u30ec\u30a2\u306a\u30b1\u30fc\u30b9\u3067\u3059\u3002<br>\u73fe\u6642\u70b9\u3067\u6c17\u3065\u3044\u3066\u3044\u306a\u3044\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30dd\u30a4\u30f3\u30c8\u304c\u3042\u308c\u3070\u5225\u3067\u3059\u304c\u3001\u5c11\u306a\u304f\u3068\u3082\u73fe\u5728\u306e\u65b9\u91dd\u3067\u5b66\u7fd2\u3092\u7d9a\u3051\u3066\u3044\u3066\u3082\u5927\u5e45\u306a\u6539\u5584\u306f\u671b\u3081\u306a\u3044\u5370\u8c61\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306e\u3088\u3046\u306a\u72b6\u6cc1\u304b\u3089\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u64cd\u4f5c\u4ee5\u5916\u3082\u542b\u3081\u3066\u7cbe\u5ea6\u5411\u4e0a\u65b9\u6cd5\u3092\u76f8\u8ac7\u3057\u3066\u3044\u308b\u4e2d\u3067\u63d0\u6848\u3055\u308c\u305f\u306e\u304c\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u5909\u66f4\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">EfficientNetV2L\u3067\u306e\u5b66\u7fd2\u7d50\u679c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u521d\u3001Cursor\u5148\u751f\u306f\u300cEfficientNetB7\u300d\u3092\u63a8\u3057\u3066\u304d\u307e\u3057\u305f\u304c\u3001Gemini\u5148\u751f\u306e\u30a2\u30c9\u30d0\u30a4\u30b9\u3067\u300cEfficientNetV2L\u300d\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">EfficientNetB7\u306f\u521d\u4ee3EfficientNet\u30b7\u30ea\u30fc\u30ba\u306e\u4e2d\u3067\u3082\u6700\u4e0a\u4f4d\u306e\u30e2\u30c7\u30eb\u3067\u3001\u9ad8\u7cbe\u5ea6\u3067\u306f\u3042\u308b\u3082\u306e\u306e\u3001\u5bfe\u8c61\u753b\u50cf\u30b5\u30a4\u30ba\u304c600&#215;600\u3068\u5927\u304d\u304f\u3001\u5b66\u7fd2\u306b\u591a\u5927\u306a\u6642\u9593\u3092\u8981\u3059\u308b\u3088\u3046\u3067\u3059\uff08Mac\u30ec\u30d9\u30eb\u3067\u306f\u3001\u30e1\u30e2\u30ea\u5bb9\u91cf\u7684\u306b\u53b3\u3057\u304f\u3001\u5b66\u7fd2\u81ea\u4f53\u304c\u4e0d\u53ef\u80fd\u3068\u4e88\u60f3\uff09\u3002<br>\u4e00\u65b9\u3067\u3001EfficientNetV2L\u306f\u300cV2\u300d\u3068\u3044\u3046\u3053\u3068\u3067\u3001EfficientNet\u30b7\u30ea\u30fc\u30ba\u306e\u6b21\u4e16\u4ee3\u30e2\u30c7\u30eb\u3067\u3042\u308a\u3001\u300cL\u300d\u306fLarge\u3092\u610f\u5473\u3057\u3001EfficientNetV2\u30b7\u30ea\u30fc\u30ba\u306e\u4e0a\u4f4d\u30e2\u30c7\u30eb\uff08\u6700\u4e0a\u4f4d\u306b\u306fXL\u306a\u308b\u3082\u306e\u304c\u3042\u308b\u3089\u3057\u3044\uff09\u3092\u610f\u5473\u3057\u307e\u3059\u3002<br>EfficientNetB7\u306b\u5339\u6575\u3059\u308b\u7cbe\u5ea6\u3092\u3001\u3088\u308a\u77ed\u6642\u9593\u306e\u5b66\u7fd2\u3067\u5b9f\u73fe\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u3082\u306e\u3001\u3068\u306e\u3053\u3068\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001Gemini\u5148\u751f\u306bEfficientNetB7\u3068EfficientNetV2L\u306e\u9055\u3044\u3092\u7c21\u5358\u306b\u8aac\u660e\u3057\u3066\u3082\u3089\u3063\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<pre class=\"wp-block-code\"><code>\u4e00\u8a00\u3067\u8a00\u3048\u3070\u3001EfficientNetB7\u304c\u300c\u6642\u9593\u3092\u304b\u3051\u3066\u3067\u3082\u7a76\u6975\u306e\u7cbe\u5ea6\u3092\u76ee\u6307\u3057\u305f\u65e7\u4e16\u4ee3\u306e\u8077\u4eba\u300d\u3067\u3042\u308b\u306e\u306b\u5bfe\u3057\u3001EfficientNetV2L\u306f\u300c\u5b66\u7fd2\u306e\u901f\u3055\u3068\u9ad8\u7cbe\u5ea6\u3092\u4e21\u7acb\u3055\u305b\u305f\u6700\u65b0\u306e\u65d7\u8266\u30e2\u30c7\u30eb\u300d\u3067\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u69d8\u306b\u3001ResNet50\u3068EfficientNetV2L\u306e\u9055\u3044\u306b\u95a2\u3057\u3066\u306f\u3001<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4e00\u8a00\u3067\u8a00\u3048\u3070\u3001ResNet50\u304c\u300c\u53e4\u304d\u826f\u304d\u5b89\u5b9a\u306e\u571f\u53f0\u300d\u3067\u3042\u308b\u306e\u306b\u5bfe\u3057\u3001EfficientNetV2L\u306f\u300c\u6700\u65b0\u306e\u9ad8\u7cbe\u5ea6\u30fb\u9ad8\u52b9\u7387\u30a8\u30f3\u30b8\u30f3\u300d\u3067\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u306e\u3053\u3068\u3067\u3059\u3002<br>\u96f0\u56f2\u6c17\u3060\u3051\u306f\u4f1d\u308f\u3063\u3066\u304f\u308b\u3088\u3046\u306a\u3001\u3053\u306a\u3044\u3088\u3046\u306a\u2026<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001EfficientNetV2L\u306f\u5165\u529b\u753b\u50cf\u30b5\u30a4\u30ba\u304c384&#215;384\u306b\u306a\u308a\u307e\u3059\u3002<br>ResNet50\uff08224&#215;224\uff09\u3068\u6bd4\u8f03\u3057\u3066\u3001\u89e3\u50cf\u5ea6\u304c\u7d043\u500d\u306b\u5411\u4e0a\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u305d\u308c\u3060\u3051\u3067\u3082\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u8981\u56e0\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3067\u3001\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u7d50\u679c\u306e\u6b21\u5143\u6570\u3068\u3057\u3066\u306f\u3001ResNet50\u304c2048\u6b21\u5143\u3067\u3042\u3063\u305f\u306e\u306b\u5bfe\u3057\u3066\u3001EfficientNetV2L\u306f1280\u6b21\u5143\u3067\u3059\u3002<br>\u5b89\u76f4\u306b\u6b21\u5143\u6570\u304c\u591a\u3044\u65b9\u304c\u7cbe\u5ea6\u304c\u9ad8\u305d\u3046\u306b\u601d\u3063\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u6b21\u5143\u6570\u3068\u7cbe\u5ea6\u306b\u76f8\u95a2\u95a2\u4fc2\u306f\u306a\u3044\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a182\u70b9\u306b\u4e8b\u524d\u5bfe\u5fdc\u3057\u305f\u4e0a\u3067\u3001\u65e9\u901fEfficientNetV2L\u3067\u306e\u5b66\u7fd2\u3092\u884c\u306a\u3063\u3066\u307f\u307e\u3057\u305f\u3002<br>\u307e\u305a\u306f\u3001\u304a\u8a66\u3057\u3068\u3044\u3046\u3053\u3068\u3067\u3001Cursor\u5148\u751f\u306e\u5224\u65ad\u306b\u3088\u308a\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001margin=0.38\u3001pair_loss_weight=0.1\u3001dropout_rate=0.2 \u3068\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<br>ResNet50\u306e\u30b1\u30fc\u30b9\u3068\u540c\u69d8\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3059\u308b\u5f62\u3067\u8a18\u8f09\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u95be\u5024<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u30dd\u30b8\u30c6\u30a3\u30d6<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u30cd\u30ac\u30c6\u30a3\u30d6<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u9069\u5408\u7387<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u518d\u73fe\u7387<\/td><td class=\"has-text-align-center\" data-align=\"center\">F1\u30b9\u30b3\u30a2<\/td><\/tr><tr><td>\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.1<\/td><td class=\"has-text-align-center\" data-align=\"center\">1118<\/td><td class=\"has-text-align-center\" data-align=\"center\">1846<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.3772<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.4991<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.4297<\/td><\/tr><tr><td>\u5b66\u7fd2\u6e08\u30e2\u30c7\u30eb<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.15<\/td><td class=\"has-text-align-center\" data-align=\"center\">2084<\/td><td class=\"has-text-align-center\" data-align=\"center\">606<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.7747<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.9304<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.8454<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u4f4e\u9650\u306e\u76ee\u6a19\u3068\u3057\u3066\u3044\u305f\u300cF1\u30b9\u30b3\u30a2 0.8\u8d8a\u3048\u300d\u3092\u5446\u6c17\u306a\u304f\u9054\u6210\u3057\u307e\u3057\u305f\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3067\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u7d50\u679c\u304cResNet50\u3088\u308a\u3082\u60aa\u3044\u70b9\u3082\u8208\u5473\u6df1\u3044\u3067\u3059\u3002<br>\u5b66\u7fd2\u524d\u5f8c\u3067\u306e\u5909\u5316\u91cf\u304c\u5927\u304d\u3044\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u3084\u308a\u65b9\u6b21\u7b2c\u3067\u69d8\u3005\u306a\u30b1\u30fc\u30b9\u306b\u9ad8\u7cbe\u5ea6\u3067\u9069\u7528\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u8a33\u3067\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u9069\u3057\u305f\u30e2\u30c7\u30eb\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001\u9069\u5408\u7387\u306f0.7747\u3067\u3042\u308a\u3001\u3053\u306e\u70b9\u3060\u3051\u898b\u308c\u3070ResNet50\u306e0.7430\u3068\u5927\u304d\u304f\u306f\u5909\u308f\u308a\u307e\u305b\u3093\u3002<br>\u305f\u3060\u3001\u95be\u5024\u3092\u82e5\u5e72\u4e0b\u3052\u30010.11\u3068\u3057\u305f\u5834\u5408\u306e\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u95be\u5024<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u30dd\u30b8\u30c6\u30a3\u30d6<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u30cd\u30ac\u30c6\u30a3\u30d6<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u9069\u5408\u7387<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u518d\u73fe\u7387<\/td><td class=\"has-text-align-center\" data-align=\"center\">F1\u30b9\u30b3\u30a2<\/td><\/tr><tr><td>\u5b66\u7fd2\u6e08\u30e2\u30c7\u30eb<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.11<\/td><td class=\"has-text-align-center\" data-align=\"center\">1844<\/td><td class=\"has-text-align-center\" data-align=\"center\">340<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.8443<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.8232<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.8336<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9069\u5408\u7387\uff1d0.8443\u306f\u3001\u304b\u306a\u308a\u826f\u3044\u611f\u3058\u3067\u3059\u3002<br>\u518d\u73fe\u7387\u304c\u4f4e\u304f\u306a\u3063\u305f\u5f71\u97ff\u3067F1\u30b9\u30b3\u30a2\u3068\u3057\u3066\u306f0.8336\u3068\u82e5\u5e72\u4e0b\u304c\u308b\u306e\u3067\u3059\u304c\u3001\u305d\u308c\u3067\u3082\u518d\u73fe\u7387\uff1d0.8232\u3067\u3001\u3053\u3061\u3089\u30820.8\u3092\u8d85\u3048\u305f\u72b6\u614b\u3092\u7dad\u6301\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9069\u5408\u7387\u3068\u518d\u73fe\u7387\u306e\u3001\u3069\u3061\u3089\u304c\u91cd\u8981\u304b\u3068\u8003\u3048\u305f\u5834\u5408\u3001\u9069\u5408\u7387\u3067\u3042\u308b\u3088\u3046\u306b\u601d\u3044\u307e\u3059\u3002<br>\u30e9\u30d9\u30eb\u3092\u64ae\u5f71\u3057\u3001\u305d\u306e\u753b\u50cf\u304b\u3089\u30ef\u30a4\u30f3\u3092\u7279\u5b9a\u3059\u308b\u3088\u3046\u306a\u30a2\u30d7\u30ea\u3092\u8003\u3048\u305f\u5834\u5408\u3001\u3082\u3057\u64ae\u5f71\u3057\u305f\u30e9\u30d9\u30eb\u753b\u50cf\u3068\u65e2\u306b\u767b\u9332\u6e08\u307f\u306e\u540c\u30e9\u30d9\u30eb\u306e\u753b\u50cf\u304c\u7167\u5408\u3067\u304d\u306a\u3051\u308c\u3070\u3001\u64ae\u5f71\u3092\u30ea\u30c8\u30e9\u30a4\u3059\u308b\uff08\u5225\u306e\u753b\u50cf\u3092\u7528\u610f\u3059\u308b\uff09\u3053\u3068\u3067\u30ea\u30ab\u30d0\u30ea\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<br>\u7121\u8ad6\u3001\u30ea\u30c8\u30e9\u30a4\u304c\u983b\u7e41\u306b\u767a\u751f\u3059\u308b\u3088\u3046\u3067\u306f\u4f7f\u3044\u52dd\u624b\u304c\u60aa\u3044\u306e\u3067\u518d\u73fe\u7387\u3082\u7121\u8996\u306f\u3067\u304d\u307e\u305b\u3093\u304c\u3002<br>\u4e00\u65b9\u3067\u3001\u9069\u5408\u7387\u304c\u4f4e\u3044\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u5225\u306e\u30ef\u30a4\u30f3\u3068\u8aa4\u8a8d\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3068\u3044\u3046\u3053\u3068\u306a\u306e\u3067\u3001\u3053\u3061\u3089\u306f\u53ef\u80fd\u306a\u9650\u308a\u907f\u3051\u305f\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u3088\u3046\u306b\u8003\u3048\u308b\u3068\u3001\u5358\u306bF1\u30b9\u30b3\u30a2\u306e\u9ad8\u3044\u95be\u5024\u3092\u63a1\u7528\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u3082\u3046\u5c11\u3057\u9069\u5408\u7387\u3068\u518d\u73fe\u7387\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u8003\u3048\u3066\u3082\u826f\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5c11\u3057\u88dc\u8db3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u8ffd\u52a0\u306b\u969b\u3057\u3066\u306f\u3001\u30cf\u30fc\u30c9\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cf\u30fc\u30c9\u30cd\u30ac\u30c6\u30a3\u30d6\u3068\u306a\u308b\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u308b\u3088\u3046\u306b\u8003\u616e\u3057\u3066\u88ab\u5199\u4f53\u3084\u64ae\u5f71\u65b9\u6cd5\u3092\u9078\u629e\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u5f97\u3089\u308c\u305f\u753b\u50cf\u304c\u672c\u5f53\u306b\u300c\u30cf\u30fc\u30c9\u300d\u3067\u3042\u308b\u304b\u306f\u3001\u5b9f\u969b\u306b\u8ddd\u96e2\u3092\u6e2c\u5b9a\u3057\u3066\u307f\u306a\u3044\u3068\u308f\u304b\u308a\u307e\u305b\u3093\u3002<br>\u9006\u306b\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u306b\u95a2\u3057\u3066\u306f\u3001\u60f3\u5b9a\u3057\u3066\u3044\u306a\u304b\u3063\u305f\u3082\u306e\u304c\u30cf\u30fc\u30c9\u30cd\u30ac\u30c6\u30a3\u30d6\u3068\u306a\u308b\u5834\u5408\u3082\u3042\u308a\u5f97\u307e\u3059\u3002<br>\u3088\u3063\u3066\u3001\u5148\u306b\u793a\u3057\u305f\u3088\u3046\u306b\u3001\u307e\u305a\u306f\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3067\u5168\u753b\u50cf\u306b\u5bfe\u3057\u3066\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3092\u5b9f\u65bd\u3057\u3001F1\u30b9\u30b3\u30a2\u304b\u3089\u95be\u5024\u3092\u6c7a\u5b9a\u3057\u305f\u4e0a\u3067\u3001\u5404\u753b\u50cf\uff08\u30a2\u30f3\u30ab\u30fc\uff09\u306b\u5bfe\u3057\u3066\u8ddd\u96e2\u304c\u95be\u5024\u4ee5\u4e0a\u306e\u30dd\u30b8\u30c6\u30a3\u30d6\uff08\u30cf\u30fc\u30c9\u30dd\u30b8\u30c6\u30a3\u30d6\uff09\u3068\u95be\u5024\u4ee5\u4e0b\u306e\u30cd\u30ac\u30c6\u30a3\u30d6\uff08\u30cf\u30fc\u30c9\u30cd\u30ac\u30c6\u30a3\u30d6\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u3092\u69cb\u6210\u3057\u3066\u3044\u307e\u3059\u3002<br>\u305d\u306e\u7d50\u679c\u3001\u7d046000\u306e\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u304c\u3001\u3053\u308c\u3089\u3092\u3001\u5b66\u7fd2\u75284000\u3001\u8a55\u4fa1\u75281000\u3001\u30c6\u30b9\u30c8\u75281000\u304f\u3089\u3044\u306e\u5272\u5408\u3067\u4f7f\u3044\u5206\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u5b66\u7fd2\u306b\u8981\u3059\u308b\u6642\u9593\u306fResNet50\u30671\u30b9\u30c6\u30c3\u30d7\uff081\u30d0\u30c3\u30c1\uff09\u304c1\u79d2\u672a\u6e80\u30011EPOCH\u304c110\u301c120\u79d2\u3067\u3057\u305f\u3002<br>\u4e00\u65b9\u3067\u3001EfficientNetV2L\u3067\u306f1\u30b9\u30c6\u30c3\u30d7\u306b12\u79d2\u7a0b\u5ea6\u304b\u304b\u3063\u3066\u3044\u3066\u3001\u5168\u3066\u306e\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u306b\u95a2\u3057\u3066\u5b66\u7fd2\u3092\u5b9f\u65bd\u3059\u308b\u3068\u30011EPOCH\u306730\u5206\u7a0b\u5ea6\u8981\u3057\u307e\u3059\u3002<br>\u6628\u4eca\u306e\u5b66\u7fd2\u306b\u304a\u3044\u3066\u3001EarlyStopping\u306epatience\u306f\u6982\u306d20\u3067\u5b9f\u65bd\u3057\u3066\u3044\u308b\u306e\u3067\u30011\u56de\u306e\u5b66\u7fd2\u306b\u5c11\u306a\u304f\u3068\u308210\u6642\u9593\u4ee5\u4e0a\u306f\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<br>\u76f4\u8fd1\u3068\u3057\u3066\u306f\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u304c\u6700\u512a\u5148\u8ab2\u984c\u3067\u3059\u304c\u3001\u4e0a\u8a18\u306e\u3088\u3046\u306b\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u306f\u52b9\u7387\u304c\u60aa\u904e\u304e\u307e\u3059\u3002<br>\u3088\u3063\u3066\u3001\u30a2\u30f3\u30ab\u30fc\u5358\u4f4d\u306e\u6700\u5927\u5b66\u7fd2\u6570\uff08\u73fe\u5728\u306f5\uff09\u3092\u6307\u5b9a\u3057\u30011\u3064\u306e\u30a2\u30f3\u30ab\u30fc\u3092\u542b\u3080\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u6570\u304c\u524d\u8ff0\u306e\u5024\u3092\u8d85\u3048\u308b\u5834\u5408\u306f\u3001\u6307\u5b9a\u6570\u306e\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u9078\u629e\u3057\u3066\u3001\u305d\u308c\u3089\u306e\u307f\u3092\u5b66\u7fd2\u306b\u4f7f\u7528\u3059\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<br>\u3053\u306e\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u30011EPOCH\u3092800\u79d2\u30011\u56de\u306e\u5b66\u7fd2\u30924\u301c5\u6642\u9593\u7a0b\u5ea6\u306b\u77ed\u7e2e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a13\u7df4\u53ef\u80fd\u30ec\u30a4\u30e4\u306e\u9078\u629e\u3082\u60a9\u307e\u3057\u3044\u6240\u3067\u3001\u73fe\u5728\u306f\u300cblock7a_expand_conv\u300d\u4ee5\u964d\u3092\u8a13\u7df4\u53ef\u80fd\u3068\u3057\u3066\u3044\u307e\u3059\u3002<br>\u3053\u308c\u306fEfficientNetV2L\u3068\u3057\u3066\u6700\u3082\u6df1\u3044\uff08\u51fa\u529b\u306b\u8fd1\u3044\uff09\u5c64\u3067\u3042\u308a\u3001\u3064\u307e\u308a\u306f\u8a13\u7df4\u53ef\u80fd\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3068\u3057\u3066\u306f\u6700\u3082\u5c11\u306a\u3044\u9078\u629e\u3068\u306a\u308a\u307e\u3059\u3002<br>Gemini\u5148\u751f\u306e\u898b\u89e3\u3067\u306f\u300cblock5a_expand_conv\u300d\u304c\u9069\u5f53\u3067\u306f\u306a\u3044\u304b\u3068\u306e\u3053\u3068\u3067\u3059\u304c\u3001block7a_expand_conv\u3067\u3082\u30e1\u30e2\u30ea\u8ca0\u8377\u304c\u7d50\u69cb\u9ad8\u304f\u3001\u5148\u306b\u793a\u3057\u305f\u3088\u3046\u306b\u5b66\u7fd2\u6642\u9593\u3068\u3057\u3066\u3082\u53b3\u3057\u3044\u72b6\u6cc1\u306a\u306e\u3067\u3001\u5c64\u3092\u6d45\u304f\u3059\u308b\uff08\u8a13\u7df4\u53ef\u80fd\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3092\u5897\u3084\u3059\uff09\u9078\u629e\u306f\u614e\u91cd\u306b\u884c\u306a\u3046\u5fc5\u8981\u304c\u3042\u308a\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<h2 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