{"id":9194,"date":"2026-02-27T12:01:47","date_gmt":"2026-02-27T03:01:47","guid":{"rendered":"https:\/\/www.wetch.co.jp\/note\/?p=9194"},"modified":"2026-08-12T11:59:16","modified_gmt":"2026-08-12T02:59:16","slug":"%e3%80%90%e3%83%af%e3%82%a4%e3%83%b3%e7%94%bb%e5%83%8f%e8%ad%98%e5%88%a52026%e3%80%91siglip2","status":"publish","type":"post","link":"https:\/\/www.wetch.co.jp\/note\/%e3%80%90%e3%83%af%e3%82%a4%e3%83%b3%e7%94%bb%e5%83%8f%e8%ad%98%e5%88%a52026%e3%80%91siglip2\/","title":{"rendered":"\u3010\u30ef\u30a4\u30f3\u753b\u50cf\u8b58\u52252026\u3011SigLIP2"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u524d\u56de\u306e\u6295\u7a3f\uff08<strong>\u3010<\/strong><a href=\"https:\/\/www.wetch.co.jp\/note\/%e3%80%90%e3%83%af%e3%82%a4%e3%83%b3%e7%94%bb%e5%83%8f%e8%ad%98%e5%88%a52026%e3%80%91lora-arcface\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30ef\u30a4\u30f3\u753b\u50cf\u8b58\u52252026\u3011LoRA + ArcFace<\/a>\uff09\u3067\u4e88\u544a\u3057\u305f\u3088\u3046\u306b\u3001\u4eca\u56de\u306f\u65b0\u305f\u306b\u9078\u5b9a\u3057\u305f\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u300cSigLIP2\u300d\u306b\u95a2\u3057\u3066\u66f8\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u304a\u305d\u3089\u304f\u306f\u3001\u3053\u306e\u300cSigLIP2\u300d\u304c\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u9078\u5b9a\u306e\u30d5\u30a1\u30a4\u30ca\u30eb\u30a2\u30f3\u30b5\u30fc\u306b\u306a\u308b\u304b\u3068\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">SigLIP2<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7136\u306a\u304c\u3089\u3001AI\u5148\u751f\u304c\u63a8\u85a6\u3057\u3066\u304d\u305f\u30e2\u30c7\u30eb\u3067\u3059\u3002<br>DINOv2\u3067\u632b\u6298\u3057\u305d\u3046\u306b\u306a\u3063\u3066\u3044\u305f\u969b\u306b\u3001\u6b21\u306e\u5019\u88dc\u3068\u3057\u3066\u7d39\u4ecb\u3057\u3066\u3082\u3089\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e9\u901f\u3067\u3059\u304c\u3001SigLIP2\u306b\u95a2\u3057\u3066AI\u5148\u751f\u306b\u89e3\u8aac\u3057\u3066\u3082\u3089\u3044\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>2025\u5e742\u6708\u306b\u767a\u8868\u3055\u308c\u305fSigLIP2\u306f\u3001Google\u304c\u958b\u767a\u3057\u305f\u6b21\u4e16\u4ee3\u306e\u30d3\u30b8\u30e7\u30f3\u30fb\u8a00\u8a9e\u30a8\u30f3\u30b3\u30fc\u30c0\u30e2\u30c7\u30eb\u3067\u3059\u3002\n\n\u6700\u5927\u306e\u7279\u5fb4\u306f\u3001\u5f93\u6765\u306eCLIP\u304c\u62b1\u3048\u3066\u3044\u305f\u300c\u5de8\u5927\u306a\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u3078\u306e\u4f9d\u5b58\u300d\u3068\u3044\u3046\u8ab2\u984c\u3092\u3001\u72ec\u81ea\u306eSigmoid Loss\u306b\u3088\u3063\u3066\u89e3\u6c7a\u3057\u3066\u3044\u308b\u70b9\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u8a08\u7b97\u52b9\u7387\u3092\u7dad\u6301\u3057\u3064\u3064\u3001\u6700\u65b0\u7248\u3067\u306f\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\uff08Distillation\u7b49\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u753b\u50cf\u7406\u89e3\u306e\u7cbe\u5ea6\u3092\u3055\u3089\u306b\u5f15\u304d\u4e0a\u3052\u307e\u3057\u305f\u3002\n\n\u307e\u305f\u3001\u591a\u8a00\u8a9e\u5bfe\u5fdc\u306e\u5f37\u5316\u306b\u52a0\u3048\u3001\u52d5\u7684\u306a\u89e3\u50cf\u5ea6\u3078\u306e\u5bfe\u5fdc\u306b\u3088\u308a\u3001\u691c\u7d22\u3001\u5206\u985e\u3001\u3055\u3089\u306b\u306f\u9ad8\u5ea6\u306aAI\u30e2\u30c7\u30eb\uff08LMM\uff09\u306e\u8996\u899a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u3057\u3066\u4e16\u754c\u6700\u9ad8\u6c34\u6e96\u306e\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306b\u3042\u308b\u3088\u3046\u306b\u3001\u300cSigLIP\u300d\u306f\u300cCLIP\uff08<strong>C<\/strong>ontrastive <strong>L<\/strong>anguage-<strong>I<\/strong>mage <strong>P<\/strong>re-training\uff09\u300d\u306a\u308b\u30e2\u30c7\u30eb\u306e\u9032\u5316\u7cfb\u3067\u3001CLIP\u304c\u640d\u5931\u95a2\u6570\u306bSoftmax\u3092\u4f7f\u7528\u3057\u3066\u3044\u305f\u306e\u306b\u5bfe\u3057\u3001SigLIP\u3067\u306fSigmoid\u3092\u4f7f\u7528\u3059\u308b\u3088\u3046\u306b\u3057\u305f\u3088\u3046\u3067\u3059\u3002<br>\u300c<strong>Sig<\/strong>moid Loss\u300d\u3092\u4f7f\u7528\u3057\u305f\u300c<strong>L<\/strong>anguage-<strong>I<\/strong>mage <strong>P<\/strong>re-training\u300d\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u300cSigLIP\u300d\u306a\u3093\u3067\u3059\u306d\u3002<br>\u6700\u5f8c\u306e2\u306f\u3001\u5f53\u7136\u306a\u304c\u3089\u300cVersion 2\u300d\u306e\u610f\u5473\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3067\u3001\u305d\u3082\u305d\u3082LIP\u3063\u3066\u4f55\uff1f\u3068\u3044\u3046\u70b9\u306b\u95a2\u3057\u3066\u3082\u89e3\u8aac\u3057\u3066\u3082\u3089\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>LIP\uff08Language-Image Pre-training\uff09\u306f\u3001\u4e00\u8a00\u3067\u8a00\u3048\u3070\u300c\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u3092\u540c\u3058\u300e\u610f\u5473\u306e\u7a7a\u9593\u300f\u3067\u7406\u89e3\u3055\u305b\u308b\u300d\u305f\u3081\u306e\u5b66\u7fd2\u624b\u6cd5\u3067\u3059\u3002\n\n\u5f93\u6765\u306eAI\u306f\u300c\u753b\u50cf\u306f\u753b\u50cf\uff08\u30d4\u30af\u30bb\u30eb\uff09\u300d\u300c\u30c6\u30ad\u30b9\u30c8\u306f\u30c6\u30ad\u30b9\u30c8\uff08\u5358\u8a9e\uff09\u300d\u3068\u5225\u3005\u306b\u51e6\u7406\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001LIP\u306f\u3053\u306e\u4e8c\u3064\u3092\u7d50\u3073\u3064\u3051\u308b\u753b\u671f\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3068\u3063\u3066\u3044\u307e\u3059\u3002\n\nLIP\u306e\u6700\u5927\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u3092\u305d\u308c\u305e\u308c\u30d9\u30af\u30c8\u30eb\uff08\u6570\u5024\u306e\u5217\uff09\u306b\u5909\u63db\u3057\u3001\u300c\u732b\u306e\u753b\u50cf\u300d\u3068\u300c\u300e\u732b\u300f\u3068\u3044\u3046\u5358\u8a9e\u300d\u306e\u30d9\u30af\u30c8\u30eb\u304c\u3001\u8a08\u7b97\u7a7a\u9593\u4e0a\u3067\u8fd1\u304f\u306b\u914d\u7f6e\u3055\u308c\u308b\u3088\u3046\u306b\u8a13\u7df4\u3059\u308b\u3053\u3068\u3067\u3059\u3002\n\n\u30fb\u753b\u50cf\u30a8\u30f3\u30b3\u30fc\u30c0: \u753b\u50cf\u3092\u7279\u5fb4\u91cf\uff08\u30d9\u30af\u30c8\u30eb\uff09\u306b\u5909\u63db\u3002\n\u30fb\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0: \u30c6\u30ad\u30b9\u30c8\u3092\u7279\u5fb4\u91cf\uff08\u30d9\u30af\u30c8\u30eb\uff09\u306b\u5909\u63db\u3002\n\n\u3053\u306e\u4e8c\u3064\u3092\u4e00\u3064\u306e\u7a7a\u9593\u306b\u653e\u308a\u8fbc\u307f\u3001\u6b63\u3057\u3044\u30da\u30a2\uff08\u4e00\u81f4\u3059\u308b\u753b\u50cf\u3068\u8aac\u660e\u6587\uff09\u3092\u8fd1\u3065\u3051\u3001\u6b63\u3057\u304f\u306a\u3044\u30da\u30a2\u3092\u9060\u3056\u3051\u307e\u3059\u3002\n\n\u300c\u4e8b\u524d\u5b66\u7fd2\uff08Pre-training\uff09\u300d\u3068\u547c\u3070\u308c\u308b\u306e\u306f\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\uff08\u4f8b\uff1a\u72ac\u306e\u7a2e\u985e\u3092\u5f53\u3066\u308b\uff09\u306e\u305f\u3081\u3060\u3051\u306b\u5b66\u7fd2\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u81a8\u5927\u306a\u753b\u50cf\u3068\u8aac\u660e\u6587\u306e\u30da\u30a2\u3092\u4f7f\u3063\u3066\u3001\u4e16\u754c\u4e2d\u306e\u3042\u3089\u3086\u308b\u6982\u5ff5\u3092\u3042\u3089\u304b\u3058\u3081\u5b66\u3093\u3067\u304a\u304f\u304b\u3089\u3067\u3059\u3002\n\n\u3053\u308c\u306b\u3088\u308a\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u7279\u5b9a\u306e\u6b63\u89e3\u30e9\u30d9\u30eb\uff08\u4f8b\uff1a\u300c\u30b7\u30d0\u72ac\u300d\u3068\u3044\u3046\u7279\u5b9a\u306e\u5206\u985e\uff09\u304c\u542b\u307e\u308c\u3066\u3044\u306a\u304f\u3066\u3082\u3001\u753b\u50cf\u306e\u7279\u5fb4\u3092\u30e2\u30c7\u30eb\u304c\u5185\u90e8\u306b\u6301\u3064\u5e83\u7bc4\u306a\u8a00\u8449\u306e\u6982\u5ff5\u3068\u7167\u3089\u3057\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u672a\u77e5\u306e\u7269\u4f53\u306b\u5bfe\u3057\u3066\u3082\u300c\u3053\u308c\u306f\u3007\u3007\uff08\u3068\u3044\u3046\u6982\u5ff5\uff09\u306b\u8fd1\u3044\u300d\u3068\u81ea\u5f8b\u7684\u306b\u5224\u65ad\u3059\u308b\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\uff08Zero-shot Learning\uff09\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f93\u6765\u306f\u753b\u50cf\u306e\u30d9\u30af\u30c8\u30eb\u3068\u30c6\u30ad\u30b9\u30c8\u306e\u30d9\u30af\u30c8\u30eb\u306f\u5225\u306e\u51e6\u7406\u5bfe\u8c61\u3067\u3042\u3063\u305f\u3082\u306e\u304c\u3001LIP\u3067\u306f\u4e21\u8005\u3092\u540c\u3058\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u5185\u3067\u6bd4\u8f03\u5bfe\u8c61\u3068\u306a\u308b\u3088\u3046\u306b\u3057\u305f\u3088\u3046\u3067\u3059\u3002<br>\u4eba\u9593\u306e\u982d\u306e\u4e2d\u3067\u3082\u3001\u300c\u72ac\u300d\u3068\u8a00\u3046\u8a00\u8449\u3092\u805e\u3051\u3070\u4f55\u3068\u306a\u304f\u72ac\u306e\u753b\u50cf\u7684\u30a4\u30e1\u30fc\u30b8\u304c\u601d\u3044\u6d6e\u304b\u3093\u3060\u308a\u3057\u307e\u3059\u304c\u3001\u305d\u3093\u306a\u611f\u3058\u306a\u3093\u3067\u3059\u304b\u306d\uff1f<br>\u3059\u3054\u3044\u8a71\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001SigLIP2\u306e\u5165\u529b\u753b\u50cf\u89e3\u50cf\u5ea6\u306f512&#215;512\u3067\u3001DINOv2\uff08518&#215;518\uff09\u3068\u307b\u307c\u540c\u7b49\u3067\u3042\u308a\u3001EfficientNetV2L\uff08384\u00d7384\uff09\u306e1.78\u500d\u7a0b\u5ea6\u3042\u308a\u307e\u3059\u3002<br>\u3053\u308c\u3067\u3042\u308c\u3070\u3001\u6587\u5b57\u306a\u3069\u306e\u7d30\u304b\u306a\u5dee\u7570\u3082\u3001\u3088\u308a\u7684\u78ba\u306b\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u305d\u3046\u306a\u5370\u8c61\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ef\u30a4\u30f3\u753b\u50cf\u8b58\u5225\u3068\u306e\u76f8\u6027<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">SigLIP2\u304c\u826f\u3055\u3052\u3067\u3042\u308b\u3053\u3068\u306f\u5206\u304b\u308a\u307e\u3057\u305f\u304c\u3001ResNet50\u306e\u6642\u3082\u3001EfficientNetV2L\u306e\u6642\u3082\u3001\u305d\u3057\u3066DINOv2\u306e\u6642\u3082\u3001\u6700\u521d\u306f\u300c\u4e00\u63a8\u3057\uff01\u300d\u3068\u8a00\u3046\u611f\u3058\u3060\u3063\u305f\u306e\u3067\u3001\u307e\u3060\u307e\u3060\u624b\u653e\u3057\u3067\u306f\u4fe1\u7528\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u305c\u3001SigLIP2\u304c\u826f\u3044\u306e\u304b\u3002<br>\u7279\u306b\u76ee\u7684\u3067\u3042\u308b\u30ef\u30a4\u30f3\u753b\u50cf\u306b\u3088\u308b\u8b58\u5225\u3068\u3044\u3046\u89b3\u70b9\u3067\u89e3\u8aac\u3057\u3066\u3082\u3089\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u30ef\u30a4\u30f3\u30e9\u30d9\u30eb\u306e\u8b58\u5225\u306f\u3001\u753b\u50cf\u8a8d\u8b58\u306e\u4e2d\u3067\u3082\u300c\u7d30\u7c92\u5ea6\u8b58\u5225\uff08Fine-grained Classification\uff09\u300d\u3068\u547c\u3070\u308c\u308b\u975e\u5e38\u306b\u96e3\u6613\u5ea6\u306e\u9ad8\u3044\u30bf\u30b9\u30af\u3067\u3059\u3002\n\n<strong>ResNet50 \/ EfficientNetV2L<\/strong>\n\u3053\u308c\u3089\u306f\u4e3b\u306b\u300cImageNet\uff081000\u7a2e\u985e\uff09\u300d\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5f7c\u3089\u306e\u300c\u76ee\u300d\u306f\u3001\u72ac\u3068\u732b\u3001\u8eca\u3068\u8239\u3092\u898b\u5206\u3051\u308b\u306e\u306b\u306f\u9069\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u300c\u30ef\u30a4\u30f3\u30e9\u30d9\u30eb\u5185\u306e\u7d30\u304b\u3044\u6587\u5b57\u60c5\u5831\u306e\u9055\u3044\u300d\u3084\u300c\u5fae\u5999\u306a\u30ed\u30b4\u306e\u30c7\u30b6\u30a4\u30f3\u5dee\u300d\u3092\u8b58\u5225\u3059\u308b\u8a13\u7df4\u304c\u4e0d\u8db3\u3057\u3066\u3044\u307e\u3059\u3002\n\n<strong>DINOv2 (\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2)<\/strong>\n\u753b\u50cf\u306e\u307f\u304b\u3089\u300c\u7269\u4f53\u306e\u5f62\u3084\u8cea\u611f\u300d\u3092\u6349\u3048\u308b\u80fd\u529b\u306f\u975e\u5e38\u306b\u9ad8\u3044\u3067\u3059\u304c\u3001\u305d\u3053\u306b\u300c\u610f\u5473\uff08\u3053\u306e\u30ed\u30b4\u306f\u30b7\u30e3\u30c8\u30fc\u30fb\u30de\u30eb\u30b4\u30fc\u3067\u3042\u308b\u3001\u3068\u3044\u3063\u305f\u77e5\u8b58\uff09\u300d\u304c\u7d10\u4ed8\u3044\u3066\u3044\u307e\u305b\u3093\u3002\u8996\u899a\u7684\u306a\u7279\u5fb4\u3060\u3051\u3067\u5224\u5225\u3057\u3088\u3046\u3068\u3059\u308b\u305f\u3081\u3001\u4f3c\u305f\u3088\u3046\u306a\u8272\u306e\u30e9\u30d9\u30eb\u3084\u69cb\u56f3\u306b\u60d1\u308f\u3055\u308c\u3084\u3059\u3044\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002\n\nSigLIP2\u304c\u30ef\u30a4\u30f3\u30e9\u30d9\u30eb\u8b58\u5225\u3067\u529b\u3092\u767a\u63ee\u3059\u308b\u306e\u306f\u3001\u4ee5\u4e0b\u306eLIP\u7279\u6709\u306e\u5f37\u307f\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002\n\n<strong>\u300c\u6587\u5b57\u300d\u3068\u300c\u610f\u5473\u300d\u306e\u5f37\u529b\u306a\u7d10\u4ed8\u3051<\/strong>\n\u30ef\u30a4\u30f3\u30e9\u30d9\u30eb\u306b\u306f\u3001\u7523\u5730\u3001\u30ef\u30a4\u30ca\u30ea\u30fc\u540d\u3001\u3076\u3069\u3046\u54c1\u7a2e\u306a\u3069\u306e\u300c\u6587\u5b57\u60c5\u5831\u300d\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002SigLIP2\u306f\u5b66\u7fd2\u904e\u7a0b\u3067\u3001\u4f55\u5341\u5104\u3082\u306e\u300c\u753b\u50cf\u3068\u8aac\u660e\u6587\u300d\u306e\u30da\u30a2\u3092\u898b\u3066\u3044\u307e\u3059\u3002 \u305d\u306e\u7d50\u679c\u3001\u300c\u30e9\u30d9\u30eb\u4e0a\u306e\u7279\u5b9a\u306e\u30d5\u30a9\u30f3\u30c8\u3084\u914d\u7f6e\uff08\u8996\u899a\uff09\u300d\u304c\u300c\u7279\u5b9a\u306e\u9298\u67c4\u540d\uff08\u8a00\u8a9e\uff09\u300d\u3068\u5f37\u529b\u306b\u7d50\u3073\u3064\u3044\u3066\u3044\u307e\u3059\u3002 \u3064\u307e\u308a\u3001\u30e2\u30c7\u30eb\u304c\u30e9\u30d9\u30eb\u3092\u300c\u7d75\u300d\u3068\u3057\u3066\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u610f\u5473\u306e\u3042\u308b\u60c5\u5831\u300d\u3068\u3057\u3066\u8aad\u3093\u3067\u3044\u308b\u306b\u8fd1\u3044\u72b6\u614b\u3067\u3059\u3002\n\n<strong>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u30fb\u30dc\u30ad\u30e3\u30d6\u30e9\u30ea\u30fc\u306e\u5e83\u3055<\/strong>\n\u5f93\u6765\u306e\u30e2\u30c7\u30eb\u306f\u3001\u5b66\u7fd2\u3057\u305f1000\u7a2e\u985e\u306a\u3069\u306e\u67a0\u306b\u56da\u308f\u308c\u307e\u3059\u304c\u3001LIP\u306f\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u81a8\u5927\u306a\u30c6\u30ad\u30b9\u30c8\u6982\u5ff5\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002 \u30de\u30a4\u30ca\u30fc\u306a\u30ef\u30a4\u30ca\u30ea\u30fc\u3084\u7279\u5b9a\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\uff08\u5e74\u53f7\uff09\u3068\u3044\u3063\u305f\u3001\u901a\u5e38\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u306f\u73fe\u308c\u306b\u304f\u3044\u6982\u5ff5\u306b\u5bfe\u3057\u3066\u3082\u3001\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u5074\u304c\u6301\u3064\u77e5\u8b58\u3092\u7dcf\u52d5\u54e1\u3057\u3066\u30d9\u30af\u30c8\u30eb\u5316\u3067\u304d\u308b\u305f\u3081\u3001\u8b58\u5225\u7cbe\u5ea6\u304c\u8df3\u306d\u4e0a\u304c\u308a\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3082\u3068\u3082\u3068\u30cf\u30fc\u30c9\u30cd\u30ac\u30c6\u30a3\u30d6\u306e\u591a\u304f\u306f\u8461\u8404\u306e\u54c1\u7a2e\u3084\u30d3\u30f3\u30c6\u30fc\u30b8\u306e\u3088\u3046\u306a\u7d30\u304b\u306a\u6587\u5b57\u5217\u306e\u9055\u3044\u3067\u3057\u304b\u533a\u5225\u3067\u304d\u306a\u3044\u3082\u306e\u3060\u3063\u305f\u306e\u3067\u3001\u305d\u306e\u8fba\u306b\u5f37\u3044\u30e2\u30c7\u30eb\u3068\u8a00\u3046\u3053\u3068\u3067\u7d39\u4ecb\u3057\u3066\u3082\u3089\u3063\u305fSigLIP2\u304c\u4e0a\u8a18\u306e\u3088\u3046\u306a\u7279\u5fb4\u3092\u6301\u3064\u306e\u306f\u5f53\u7136\u3068\u8a00\u3048\u3070\u5f53\u7136\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u3001\u4eca\u307e\u3067\u306e\u30e2\u30c7\u30eb\u9078\u5b9a\u6642\u3082\u540c\u3058\u3088\u3046\u306a\u8981\u6c42\u306f\u3057\u3066\u304d\u305f\u3093\u3067\u3059\u3051\u3069\u306d\u3002<br>\u5c11\u5e74\u8a8c\u306b\u3042\u308a\u304c\u3061\u306a\u3001\u300c\u5974\u306f\u56db\u5929\u738b\u3067\u3082\u6700\u5f31\uff01\u300d\u7684\u306a\u300c\u5f37\u3055\u306e\u30a4\u30f3\u30d5\u30ec\u300d\u73fe\u8c61\u306f\u4f55\u3068\u304b\u306a\u3089\u306a\u3044\u3082\u3093\u3067\u3057\u3087\u3046\u304b\u2026<br>\u306a\u305c\u3001\u6700\u521d\u304b\u3089\u6700\u5f37\u3092\u51fa\u3055\u306a\u3044!?<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b66\u7fd2\u7d50\u679c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u767e\u805e\u306f\u4e00\u898b\u306b\u5982\u304b\u305a\u3002<br>\u898b\u305b\u3066\u3082\u3089\u304a\u3046\u304b\u3001SigLIP2\u306e\u6027\u80fd\u3068\u3084\u3089\u3092\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u8a00\u3046\u3053\u3068\u3067\u3001\u5b66\u7fd2\u7d50\u679c\u3092\u898b\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u8f03\u306e\u305f\u3081\u306b\u3001\u904e\u53bb\u306e\u6295\u7a3f\u3067\u6700\u5f8c\u306b\u8a18\u9332\u304c\u6b8b\u3063\u3066\u3044\u308b\uff08\u3064\u307e\u308a\u4e00\u756a\u6570\u5024\u304c\u826f\u304b\u3063\u305f\uff09\u3001\u300c<a href=\"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\/\" target=\"_blank\" rel=\"noreferrer noopener\">\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<\/a>\u300d\u306b\u304a\u3051\u308bEfficientNetV2L\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u3092\u5f15\u7528\u3057\u3066\u304a\u304d\u307e\u3059\u3002<br>\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u306e\u6570\u5024\u304c\u524d\u8ff0\u306e\u6295\u7a3f\u6642\u306e\u534a\u5206\u306e\u5024\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u308c\u306f\u753b\u50cfA,B\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u95a2\u3057\u3066\u3001\u4ee5\u524d\u306fA,B\u305d\u308c\u305e\u308c\u3092\u30a2\u30f3\u30ab\u30fc\u3068\u3057\u305f\u5834\u5408\u3092\u4e8c\u91cd\u306b\u30ab\u30a6\u30f3\u30c8\u3057\u3066\u3044\u305f\u306e\u306b\u5bfe\u3057\u3001\u6628\u4eca\u3067\u306f\u540c\u4e00\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u95a2\u3059\u308b\u591a\u91cd\u30ab\u30a6\u30f3\u30c8\u3092\u6392\u9664\u3057\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u6bd4\u8f03\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u6570\u5024\u3092\u88dc\u6b63\u3057\u305f\u7d50\u679c\u3067\u3059\u3002<br>\u86c7\u8db3\u306a\u304c\u3089\u3001DINOv2\u3067\u306f\u4e0b\u8a18\u3092\u8d85\u3048\u308b\u6570\u5024\u306f\u51fa\u305b\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><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><td class=\"has-text-align-center\" data-align=\"center\">F\u03b2\u30b9\u30b3\u30a2<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">0.19<\/td><td class=\"has-text-align-center\" data-align=\"center\">1053<\/td><td class=\"has-text-align-center\" data-align=\"center\">87<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.9237<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.9402<\/td><td class=\"has-text-align-center\" data-align=\"center\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">0.9319<\/mark><\/td><td class=\"has-text-align-center\" data-align=\"center\">0.9269<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">0.12<\/td><td class=\"has-text-align-center\" data-align=\"center\">964<\/td><td class=\"has-text-align-center\" data-align=\"center\">15<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.9847<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.8607<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.9185<\/td><td class=\"has-text-align-center\" data-align=\"center\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">0.9571<\/mark><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">0.03<\/td><td class=\"has-text-align-center\" data-align=\"center\">732<\/td><td class=\"has-text-align-center\" data-align=\"center\">0<\/td><td class=\"has-text-align-center\" data-align=\"center\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">1.0000<\/mark><\/td><td class=\"has-text-align-center\" data-align=\"center\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">0.6536<\/mark><\/td><td class=\"has-text-align-center\" data-align=\"center\">0.7905<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.9042<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3067\u306f\u3001SigLIP2\u3092\u30d9\u30fc\u30b9\u3068\u3057\u3066\u3001\u73fe\u6642\u70b9\u3067\u6700\u826f\u306e\u7d50\u679c\u3068\u306a\u3063\u3066\u3044\u308b\u30e2\u30c7\u30eb\u306e\u6570\u5024\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><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><td class=\"has-text-align-center\" data-align=\"center\">F\u03b2\u30b9\u30b3\u30a2<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">0.19<\/td><td class=\"has-text-align-center\" data-align=\"center\">1112<\/td><td class=\"has-text-align-center\" data-align=\"center\">1<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.9991<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.9929<\/td><td class=\"has-text-align-center\" data-align=\"center\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">0.9960<\/mark><\/td><td class=\"has-text-align-center\" data-align=\"center\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">0.9978<\/mark><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u95be\u5024=0.19 \u3067\u3001F1, F\u03b2\u30b9\u30b3\u30a2\u5171\u306b\u6700\u826f\u306e\u6570\u5024\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br>\u30cd\u30ac\u30c6\u30a3\u30d6\u30821\u3064\u306e\u307f\u3067\u3001\u9069\u5408\u7387=0.9991 \u3068\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u5b9f\u306f\u3053\u306e\u30cd\u30ac\u30c6\u30a3\u30d6\u304c\u554f\u984c\u3067\u3059\u3002<br>\u5177\u4f53\u7684\u306b\u306f\u4ee5\u4e0b\u306e\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter is-style-regular\"><table><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" class=\"wp-image-9196\" style=\"width: 300px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_3_cropped.jpeg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_3_cropped.jpeg 384w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_3_cropped-300x300.jpeg 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_3_cropped-150x150.jpeg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" class=\"wp-image-9197\" style=\"width: 300px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0059_3_cropped.jpeg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0059_3_cropped.jpeg 384w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0059_3_cropped-300x300.jpeg 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0059_3_cropped-150x150.jpeg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><br>0.1101<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" class=\"wp-image-9198\" style=\"width: 300px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_1_cropped.jpeg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_1_cropped.jpeg 384w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_1_cropped-300x300.jpeg 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_1_cropped-150x150.jpeg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" class=\"wp-image-9199\" style=\"width: 300px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0059_1_cropped.jpeg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0059_1_cropped.jpeg 384w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0059_1_cropped-300x300.jpeg 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0059_1_cropped-150x150.jpeg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\">&#8211;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">1\u884c\u76ee\u304c\u554f\u984c\u3068\u306a\u308b\u3001\u6700\u3082\u8ddd\u96e2\u304c\u8fd1\u3044\u30cd\u30ac\u30c6\u30a3\u30d6\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u3059\uff08\u8ddd\u96e2=0.1101\uff09\u3002<br>\u5b9f\u306f\u30e9\u30d9\u30eb\u306e\u4e0a\u306e\u65b9\u304c\u5207\u308c\u3066\u3057\u307e\u3063\u3066\u3044\u3066\u3001\u91cd\u8981\u306a\u90e8\u5206\u304c\u5199\u3063\u3066\u3044\u307e\u305b\u3093\u3002<br>\u6bd4\u8f03\u7528\u306b\u5168\u4f53\u304c\u5199\u3063\u305f\u30b1\u30fc\u30b9\uff082\u884c\u76ee\uff09\u3092\u8f09\u305b\u3066\u304a\u304d\u307e\u3057\u305f\u306e\u3067\u3001\u305d\u3061\u3089\u3068\u898b\u6bd4\u3079\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<br>\u5207\u308c\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u4e0a\u306e\u90e8\u5206\u306b\u30aa\u30ec\u30f3\u30b8\u8272\u306e\u6587\u5b57\u3067\u9055\u3046\u6587\u5b57\u5217\uff08\u8461\u8404\u306e\u54c1\u7a2e\u304b\u4f55\u304b\uff09\u304c\u66f8\u304b\u308c\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u305d\u308c\u304c\u542b\u307e\u308c\u3066\u304a\u3089\u305a\u3001\u305d\u306e\u4ed6\u306e\u6587\u5b57\u5217\u306f\u4eba\u9593\u306e\u76ee\u3067\u898b\u308b\u9650\u308a\u306f\u9055\u3044\u304c\u306a\u3044\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u3002<br>\u3064\u307e\u308a\u3001\u3053\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u95a2\u3057\u3066\u306f\u3001\u4eba\u9593\u304c\u898b\u3066\u3082\u540c\u3058\u304b\u9055\u3046\u304b\u306e\u5224\u65ad\u304c\u3067\u304d\u306a\u3044\uff08\u304b\u306a\u308a\u96e3\u3057\u3044\uff09\u3082\u306e\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br>\u3080\u3057\u308d\u3001\u4eca\u307e\u3067\u4e0a\u8a18\u30b1\u30fc\u30b9\u304c\u554f\u984c\u306b\u306a\u3063\u3066\u3053\u306a\u304b\u3063\u305f\u65b9\u304c\u4e0d\u601d\u8b70\u3067\u3059\u3002<br>\u8272\u5408\u3044\u304c\u82e5\u5e72\u9055\u3063\u3066\u3044\u308b\uff08\u9055\u3063\u3066\u898b\u3048\u308b\uff09\u306e\u3067\u3001\u904e\u53bb\u306e\u30e2\u30c7\u30eb\u3067\u306f\u3001\u305d\u306e\u8fba\u306e\u9055\u3044\u3067\u8ddd\u96e2\u3092\u7a3c\u3044\u3067\u3044\u305f\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<br>\u3057\u304b\u3057\u3001\u8272\u306b\u904e\u654f\u306b\u53cd\u5fdc\u3057\u3066\u3057\u307e\u3046\u3068\u3001\u64ae\u5f71\u6761\u4ef6\uff08\u7279\u306b\u7167\u660e\uff09\u306b\u3088\u3063\u3066\u30dd\u30b8\u30c6\u30a3\u30d6\u3067\u3082\u8ddd\u96e2\u304c\u96e2\u308c\u3066\u3057\u307e\u3046\u3068\u3044\u3046\u554f\u984c\u304c\u3042\u3063\u305f\u306e\u3067\u3001\u4e0a\u8a18\u306f\u5fae\u5999\u306a\u8272\u306e\u9055\u3044\u306b\u5de6\u53f3\u3055\u308c\u305a\u3001\u63cf\u304b\u308c\u305f\u6587\u5b57\u3084\u7d75\u67c4\u304b\u3089\u985e\u4f3c\u5ea6\u3092\u9ad8\u304f\u8a55\u4fa1\u3057\u305f\u4f8b\u3068\u3057\u3066\u3001\u9006\u306b\u597d\u610f\u7684\u306b\u6349\u3048\u308b\u3079\u304d\u5224\u65ad\u3068\u8a00\u3048\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u30012\u756a\u76ee\u306b\u8ddd\u96e2\u304c\u8fd1\u304b\u3063\u305f\u30b1\u30fc\u30b9\u306f\u3001\u4f8b\u306b\u3088\u3063\u3066\u4ee5\u4e0b\u306e\u30e9\u30d9\u30eb\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table><tbody><tr><td><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" class=\"wp-image-9200\" style=\"width: 300px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0080_2_cropped.jpeg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0080_2_cropped.jpeg 384w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0080_2_cropped-300x300.jpeg 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0080_2_cropped-150x150.jpeg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td><td><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" class=\"wp-image-9201\" style=\"width: 300px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0081_4_cropped.jpeg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0081_4_cropped.jpeg 384w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0081_4_cropped-300x300.jpeg 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0081_4_cropped-150x150.jpeg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td><td>0.1991<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u753b\u50cf\u81ea\u4f53\u306f\u4ee5\u524d\u306e\u6295\u7a3f\u3068\u5168\u304f\u540c\u3058\u7d44\u307f\u5408\u308f\u305b\u3067\u306f\u306a\u3044\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u30e9\u30d9\u30eb\u306e\u7d44\u307f\u5408\u308f\u305b\u3068\u3057\u3066\u306f\u540c\u3058\u3067\u3059\u3002<br>\u4ee5\u524d\u306f 0.0359 \u3060\u3063\u305f\u8ddd\u96e2\u304c\u30010.1991 \u307e\u3067\u96e2\u308c\u3066\u3044\u307e\u3059\u3002<br>\u5148\u306b\u793a\u3057\u305f\u6700\u77ed\u306e\u30b1\u30fc\u30b9\u306f\u30b5\u30f3\u30d7\u30eb\u306e\u4e0d\u5099\u3068\u3082\u8a00\u3048\u308b\u3082\u306e\u3067\u3042\u308b\u305f\u3081\u3001\u4e0a\u8a182\u756a\u76ee\u306e\u30b1\u30fc\u30b9\u3092\u5b9f\u8cea\u7684\u306a\u6700\u77ed\u8ddd\u96e2\u3068\u898b\u505a\u3059\u3068\u3001\u95be\u5024=0.19\u3067\u9069\u5408\u7387=1.0000\uff08100%\uff09\u3001\u518d\u73fe\u7387=0.9929\u3001F1\u30b9\u30b3\u30a2=0.9960\u3001F\u03b2\u30b9\u30b3\u30a2=0.9978 \u3092\u9054\u6210\u3067\u304d\u305f\u3068\u8a00\u3048\u307e\u3059\u3002<br>\u3053\u308c\u306f\u3001EfficientNetV2L\u306e\u7d50\u679c\u3068\u6bd4\u8f03\u3057\u3066\u3001\u5727\u5012\u7684\u306b\u826f\u3044\u6570\u5024\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u52a0\u3048\u3066\u3001\u6628\u4eca\u3067\u306f\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\uff08\u8a13\u7df4\u306b\u4e00\u5207\u95a2\u4e0e\u3057\u3066\u3044\u306a\u3044\u30c7\u30fc\u30bf\uff09\u3067\u306e\u6570\u5024\u3082\u7b97\u51fa\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u3061\u3089\u3082\u898b\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><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><td class=\"has-text-align-center\" data-align=\"center\">F\u03b2\u30b9\u30b3\u30a2<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">0.19<\/td><td class=\"has-text-align-center\" data-align=\"center\">107<\/td><td class=\"has-text-align-center\" data-align=\"center\">0<\/td><td class=\"has-text-align-center\" data-align=\"center\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">1.0000<\/mark><\/td><td class=\"has-text-align-center\" data-align=\"center\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">0.9727<\/mark><\/td><td class=\"has-text-align-center\" data-align=\"center\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">0.9862<\/mark><\/td><td class=\"has-text-align-center\" data-align=\"center\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">0.9944<\/mark><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3061\u3089\u3082\u3001\u95be\u5024=0.19\u3067F1, F\u03b2\u30b9\u30b3\u30a2\u5171\u306b\u6700\u826f\u3068\u306a\u308a\u3001\u304b\u3064\u9069\u5408\u7387100%\u3067\u306e\u6700\u5927\u95be\u5024\u3067\u3042\u308a\u3001\u518d\u73fe\u7387\u3082 0.9727 \u3092\u9054\u6210\u3057\u3066\u3044\u307e\u3059\u3002<br>\u660e\u78ba\u306a\u96c6\u8a08\u3092\u3057\u3066\u3044\u307e\u305b\u3093\u304c\u3001EfficientNetV2L\u306b\u304a\u3051\u308b\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u307f\u3067\u306e\u9069\u5408\u7387100%\u306e\u518d\u73fe\u7387\u306f\u826f\u304f\u30660.3\u7a0b\u5ea6\u3060\u3063\u305f\u306e\u3067\u3001\u305d\u308c\u3068\u6bd4\u8f03\u3059\u308b\u3068\u3001\u6c4e\u5316\u6027\u80fd\u3067\u3082\u683c\u6bb5\u306b\u512a\u308c\u3066\u3044\u308b\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001\u30cf\u30fc\u30c9\u30dd\u30b8\u30c6\u30a3\u30d6\uff08\u8ddd\u96e2\u304c0.19\u4ee5\u4e0a\uff09\u306b\u95a2\u3057\u3066\u3082\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u8ff0\u3057\u305f\u3088\u3046\u306b\u3001\u95be\u5024=0.19 \u672a\u6e80\u306b\u542b\u307e\u308c\u308b\u30dd\u30b8\u30c6\u30a3\u30d6\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u6570\u306f\u3001\u51681120\u7d44\u306e\u3046\u30611112\u7d44\u3060\u3063\u305f\u306e\u3067\u3001\u6b8b\u308a8\u7d44\u304c\u30cf\u30fc\u30c9\u30dd\u30b8\u30c6\u30a3\u30d6\u3068\u306a\u308a\u307e\u3059\u3002<br>\u3057\u304b\u3057\u3001\u5b9f\u306f\u540c8\u7d44\u306e\u5185\u8a33\u3092\u898b\u308b\u3068\u3001\u4ee5\u4e0b\u306e2\u30d1\u30bf\u30fc\u30f3\u306e\u30e9\u30d9\u30eb\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u3042\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1\u3064\u76ee\u306f\u4ee5\u4e0b\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table><tbody><tr><td><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" class=\"wp-image-9198\" style=\"width: 300px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_1_cropped.jpeg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_1_cropped.jpeg 384w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_1_cropped-300x300.jpeg 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_1_cropped-150x150.jpeg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td><td><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" class=\"wp-image-9196\" style=\"width: 300px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_3_cropped.jpeg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_3_cropped.jpeg 384w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_3_cropped-300x300.jpeg 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0056_3_cropped-150x150.jpeg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td><td>0.4831<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306f\u3001\u540c\u30e9\u30d9\u30eb\u306b\u95a2\u3059\u308b\u7d44\u307f\u5408\u308f\u305b\u306e\u5185\u3001\u6700\u3082\u8ddd\u96e2\u306e\u9060\u3044\u3082\u306e\u3067\u3059\u3002<br>\u8a00\u3046\u307e\u3067\u3082\u306a\u304f\u3001\u5148\u306b\u30cd\u30ac\u30c6\u30a3\u30d6\u95a2\u9023\u3067\u7d39\u4ecb\u3057\u305f\u3001\u4e0a\u304c\u5207\u308c\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u30d1\u30bf\u30fc\u30f3\u3067\u3059\u306d\u3002<br>\u53f3\u306e\u753b\u50cf\u3092\u898b\u3066\u3001\u3053\u308c\u304c\u5de6\u3068\u540c\u3058\u30e9\u30d9\u30eb\u3092\u5199\u3057\u305f\u3082\u306e\u304b\u3092\u5224\u65ad\u3059\u308b\u306e\u306f\u3001\u78ba\u304b\u306b\u96e3\u3057\u3044\u8a71\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2\u3064\u76ee\u306f\u4ee5\u4e0b\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table><tbody><tr><td><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" class=\"wp-image-9202\" style=\"width: 300px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0099_3_cropped.jpeg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0099_3_cropped.jpeg 384w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0099_3_cropped-300x300.jpeg 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0099_3_cropped-150x150.jpeg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td><td><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" class=\"wp-image-9203\" style=\"width: 300px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0099_4_cropped.jpeg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0099_4_cropped.jpeg 384w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0099_4_cropped-300x300.jpeg 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0099_4_cropped-150x150.jpeg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td><td>0.3013<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3061\u3089\u3082\u3001\u30e9\u30d9\u30eb\u306e\u5f62\u72b6\u3084\u7d75\u67c4\u304c\u7279\u6b8a\uff08\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u5207\u308a\u629c\u304d\u6642\u306e\u8f2a\u90ed\u304c\u4e0d\u5b89\u5b9a\uff09\u3067\u3042\u308a\u3001\u304b\u3064\u53f3\u306f\u30d5\u30e9\u30c3\u30b7\u30e5\u306b\u3088\u308b\u5c40\u6240\u7684\u767d\u98db\u3073\uff08\u300c\u30b9\u30da\u30ad\u30e5\u30e9\u30fc\u30cf\u30a4\u30e9\u30a4\u30c8\u300d\u3068\u8a00\u3046\u3089\u3057\u3044\u3067\u3059\uff09\u304c\u767a\u751f\u3057\u3066\u3044\u308b\u3053\u3068\u306a\u3069\u3001\u3044\u304b\u306b\u3082\u96e3\u6613\u5ea6\u306e\u9ad8\u305d\u3046\u306a\u753b\u50cf\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u52a0\u3048\u3066\u8a00\u3048\u3070\u3001\u6587\u5b57\u304c\u4e00\u5207\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u70b9\u3082\u96e3\u6613\u5ea6\u3092\u4e0a\u3052\u3066\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<br>SigLIP2\u306f\u6587\u5b57\u306e\u9055\u3044\u306b\u95a2\u3059\u308b\u8b58\u5225\u7cbe\u5ea6\u304c\u9ad8\u3044\u3088\u3046\u306a\u306e\u3067\u3001\u4f55\u3089\u304b\u306e\u6587\u5b57\u304c\u66f8\u304b\u308c\u3066\u3055\u3048\u3044\u308c\u3070\u3001\u305d\u308c\u304c\u540c\u3058\uff08\u3042\u308b\u3044\u306f\u6975\u3081\u3066\u4f3c\u3066\u3044\u308b\uff09\u3068\u8a00\u3046\u3053\u3068\u304c\u7279\u5fb4\u91cf\u306b\u3082\u53cd\u6620\u3055\u308c\u3001\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u300c\u8fd1\u3044\u300d\u3068\u5224\u65ad\u3055\u308c\u308b\u6750\u6599\u306b\u306a\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u63a8\u6e2c\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bfe\u7167\u7684\u306a\u306e\u306f\u4ee5\u4e0b\u306e\u30b1\u30fc\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table><tbody><tr><td><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" class=\"wp-image-9204\" style=\"width: 300px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0105_1_cropped.jpeg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0105_1_cropped.jpeg 384w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0105_1_cropped-300x300.jpeg 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0105_1_cropped-150x150.jpeg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td><td><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" class=\"wp-image-9205\" style=\"width: 300px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0106_3_cropped.jpeg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0106_3_cropped.jpeg 384w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0106_3_cropped-300x300.jpeg 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2026\/02\/IMG_0106_3_cropped-150x150.jpeg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/td><td>0.5993<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306f\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u3042\u308a\u3001\u904e\u5b66\u7fd2\u306e\u5bfe\u8c61\u306b\u306a\u308a\u307e\u305b\u3093\u3002<br>\u4e2d\u592e\u306b\u5927\u304d\u304f\u63cf\u304b\u308c\u305f\u7d75\u67c4\u306f\u30b7\u30f3\u30d7\u30eb\u3067\u3088\u304f\u4f3c\u3066\u3044\u308b\uff08\u304a\u305d\u3089\u304f\u306f\u5168\u304f\u540c\u3058\uff09\u3082\u306e\u3067\u3059\u3002<br>\u9055\u3044\u3068\u3044\u3048\u3070\u3001\u4e0a\u8a18\u7d75\u67c4\u306e\u53f3\u4e0b\u306b\u66f8\u304b\u308c\u305f\u5c0f\u3055\u306a\u6587\u5b57\u5217\u3060\u3051\u3067\u3059\u3002<br>\u3057\u304b\u3057\u3001\u4e0a\u8a18\u3067\u3082\u8ddd\u96e2=0.5993\u3067\u9055\u3046\u3082\u306e\u3068\u8a8d\u8b58\u3067\u304d\u3066\u3044\u307e\u3059\u3002<br>\u308f\u305a\u304b\u306a\u6587\u5b57\u5217\u3067\u3082\u7279\u5fb4\u91cf\uff08\u30d9\u30af\u30c8\u30eb\uff09\u306b\u5927\u304d\u304f\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u308b\u597d\u4f8b\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306e\u3088\u3046\u306b\u3001\u5168\u4f53\u7684\u306a\u6570\u5024\u30c7\u30fc\u30bf\u3084\u30cf\u30fc\u30c9\u30b5\u30f3\u30d7\u30eb\u500b\u3005\u306e\u7279\u5fb4\u3092\u898b\u305f\u6642\u306b\u3001SigLIP2\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u306f\u4ee5\u524d\u306e\u30e2\u30c7\u30eb\u3068\u306f\u6bd4\u8f03\u306b\u306a\u3089\u306a\u3044\u7cbe\u5ea6\u3068\u5b89\u5b9a\u6027\uff08\u610f\u5473\u4e0d\u660e\u306a\u30cf\u30fc\u30c9\u30b5\u30f3\u30d7\u30eb\u304c\u306a\u3044\uff09\u3092\u6301\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u611f\u3058\u307e\u3059\u3002<br>\u6700\u65e9\u3053\u308c\u306f\u3001\u56db\u5929\u738b\u3068\u306f\u8a00\u308f\u305a\u3001\u30e9\u30b9\u30dc\u30b9\u767b\u5834\u3068\u8a00\u3046\u3053\u3068\u3067\u826f\u3044\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<br>\u3055\u3059\u304c\u306fGoogle\u3055\u3093\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u8a00\u3046\u3053\u3068\u3067\u3001\u4eca\u56de\u751f\u6210\u3057\u305fSigLIP2\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u3092\u7279\u5fb4\u62bd\u51fa\u5668\u3068\u3057\u3066\u306e\uff08\u4e00\u65e6\u306e\uff09\u30d5\u30a1\u30a4\u30ca\u30eb\u30a2\u30f3\u30b5\u30fc\u3068\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<br>\u6700\u5f8c\u306b\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u305d\u308c\u305e\u308c\u306e\u8ddd\u96e2\u306b\u95a2\u3059\u308b\u5206\u5e03\u72b6\u6cc1\u3092\u7d39\u4ecb\u3057\u3066\u7de0\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><\/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><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u5e73\u5747\u5024<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.0250<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.9987<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u4e2d\u592e\u5024<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.0162<\/td><td class=\"has-text-align-center\" data-align=\"center\">1.0028<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u6700\u5c0f\u5024<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.0023<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.1101<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u6700\u5927\u5024<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.4831<\/td><td class=\"has-text-align-center\" data-align=\"center\">1.3201<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u6a19\u6e96\u504f\u5dee<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.0353<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.0740<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u5c40\u306f\u3001\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3068\u76ee\u7684\u3078\u306e\u9069\u6027\u304c\u6210\u5426\u306e\u307b\u3068\u3093\u3069\u3092\u6c7a\u3081\u3066\u3057\u307e\u3046\u300d\u3068\u8a00\u3046\u3001\u8eab\u3082\u84cb\u3082\u7121\u3044\u8a71\u3067\u3057\u305f\u3002<br>\u305d\u3046\u8003\u3048\u308b\u3068\u3001ResNet50\u30d9\u30fc\u30b9\u3067\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u3044\u3058\u304f\u308a\u56de\u3057\u3066\u3044\u305f\u9803\u306f\u3001\u9811\u5f35\u3063\u3066\u6cbc\u5730\u306b\u5bb6\u3092\u5efa\u3066\u3088\u3046\u3068\u3057\u3066\u3044\u305f\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u306d\u3002<br>\u4f55\u3068\u3044\u3046\u5f92\u52b4\u611f\u2026<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u52a0\u3048\u3066\u3001\u524d\u56de\u306e\u6295\u7a3f\u3067\u3082\u89e6\u308c\u305f\u300c\u5b66\u7fd2\u65b9\u6cd5\u306e\u5909\u66f4\u300d\u3082\u5927\u304d\u304b\u3063\u305f\u3068\u601d\u3044\u307e\u3059\u3002<br>\u5f93\u6765\u306e\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u5b66\u7fd2\u3067\u306f\u3001SigLIP2\u306e\u80fd\u529b\u3092\u5341\u5206\u306b\u6d3b\u304b\u3057\u3064\u3064\u76ee\u7684\u7279\u5316\u306e\u30e2\u30c7\u30eb\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u306f\u975e\u5e38\u306b\u96e3\u3057\u304b\u3063\u305f\uff08\u591a\u5206\u3001\u7121\u7406\u3060\u3063\u305f\uff09\u3068\u601d\u3044\u307e\u3059\u3002<br>\u73fe\u5728\u306e\u958b\u767a\u74b0\u5883\u3067\u306f\u3001ArcFace\u306b\u5207\u308a\u66ff\u3048\u3066\u3001\u5b9f\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u30924\u307e\u3067\u6e1b\u3089\u3057\u3066\u3082\u3001\u30e1\u30e2\u30ea\u5bb9\u91cf\u7684\u306b\u306f\u30ae\u30ea\u30ae\u30ea\u3067\u3059\u306e\u3067\u3002<br>\u30cf\u30fc\u30c9\u30b5\u30f3\u30d7\u30eb\u306e\u9069\u6b63\u306a\u62bd\u51fa\u3068\u7d44\u307f\u5408\u308f\u305b\u3082\u9762\u5012\u3067\u3057\u305f\u3057\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u72b6\u304b\u3089\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u306a\u3069\u306b\u3088\u308b\u82e5\u5e72\u306e\u6027\u80fd\u6539\u5584\u306e\u4f59\u5730\u306f\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u4eca\u3067\u3082\u305d\u308c\u306a\u308a\u306b\u826f\u3044\u6570\u5024\u306f\u51fa\u305b\u3066\u3044\u307e\u3059\u3057\u3001\u3053\u308c\u4ee5\u4e0a\u306f\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u7684\u306b\u898b\u5408\u308f\u306a\u3044\u3067\u3057\u3087\u3046\u3002<br>\u3088\u3063\u3066\u3001\u7279\u5fb4\u62bd\u51fa\u5668\u306e\u751f\u6210\u306b\u95a2\u3057\u3066\u306f\u4e00\u65e6\u4e2d\u7de0\u3081\u3068\u3057\u3066\u3001\u6b21\u306f\u518d\u5ea6\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u898b\u76f4\u3057\u3067\u3082\u884c\u304a\u3046\u304b\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u904e\u53bb\u306e\u6295\u7a3f\uff08<a 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