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ResNet50\u306f\u69d8\u3005\u306a\u7a2e\u985e\u306e\u753b\u50cf\u3092\u5bfe\u8c61\u3068\u3059\u308b\u3082\u306e\u3067\u3042\u308a\u3001\u305d\u308c\u3089\u306e\u4e2d\u3067\u306f\u300c\u30e9\u30d9\u30eb\u753b\u50cf\u300d\u81ea\u4f53\u304c\u4e00\u3064\u306e\u985e\u4f3c\u3057\u305f\u753b\u50cf\u306e\u30b0\u30eb\u30fc\u30d7\u3067\u3042\u308a\u3001\u305d\u306e\u4e2d\u3067\u3055\u3089\u306b\u500b\u3005\u306e\u30e9\u30d9\u30eb\u3092\u533a\u5225\u3057\u3088\u3046\u3068\u3059\u308b\u306e\u306f\u7121\u7406\u304c\u3042\u308a\u307e\u3059\u3002
\u3088\u3063\u3066\u3001ResNet50\u3092\u30e9\u30d9\u30eb\u8b58\u5225\u5c02\u7528\u306e\u30e2\u30c7\u30eb\u3068\u3057\u3066\u6539\u9020\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002
\u305d\u306e\u65b9\u6cd5\u304c\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d\u3067\u3057\u305f\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08\uff11\uff09<\/a>\uff09\u3002<\/p>\n\n\n\n

\u3053\u3053\u3067\u5b9f\u65bd\u3057\u3066\u3044\u308b\u306e\u306f\u300c\u6df1\u5c64\u8ddd\u96e2\u5b66\u7fd2\uff08Deep Metric Learning\uff09\u300d\u3068\u3044\u3046\u3082\u306e\u3067\u3001\u3042\u308b\u30e9\u30d9\u30eb\u753b\u50cf\uff08\u30a2\u30f3\u30ab\u30fc\uff09\u306b\u5bfe\u3057\u3066\u3001\u540c\u3058\u30e9\u30d9\u30eb\u306e\u5225\u753b\u50cf\uff08\u30dd\u30b8\u30c6\u30a3\u30d6\uff09\u3068\u5225\u30e9\u30d9\u30eb\u306e\u753b\u50cf\uff08\u30cd\u30ac\u30c6\u30a3\u30d6\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u305f3\u70b9\u30bb\u30c3\u30c8\u306e\u30c7\u30fc\u30bf\uff08\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\uff09\u3092\u7528\u610f\u3057\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\uff08ResNet50\uff09\u306b\u5bfe\u3057\u3066\u3001\u30a2\u30f3\u30ab\u30fc\u30fb\u30dd\u30b8\u30c6\u30a3\u30d6\u306e\u8ddd\u96e2\u3092\u6700\u5c0f\u5316\u3057\u3001\u304b\u3064\u30a2\u30f3\u30ab\u30fc\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u306e\u8ddd\u96e2\u3092\u6700\u5927\u5316\u3059\u308b\u3088\u3046\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u304c\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u76ee\u7684\u3067\u3059\u3002<\/p>\n\n\n\n

\u3053\u3061\u3089\u3082\u3001\u6700\u521d\u306f\u6e80\u8db3\u3067\u304d\u308b\u6210\u679c\u306f\u4e0a\u3052\u3089\u308c\u306a\u304b\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u30cf\u30fc\u30c9\u30b5\u30f3\u30d7\u30eb\u4e2d\u5fc3\u306b\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u3092\u69cb\u6210\u3057\u305f\u308a\u3001\u30c7\u30fc\u30bf\u62e1\u5f35\u3092\u99c6\u4f7f\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3067\u3001\u3042\u308b\u7a0b\u5ea6\u306e\u7cbe\u5ea6\u5411\u4e0a\u306f\u9054\u6210\u3057\u307e\u3057\u305f\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08\uff13\uff09<\/a>\uff09\u3002
\u3057\u304b\u3057\u3001\u53ca\u7b2c\u70b9\u3068\u547c\u3079\u308b\u30ec\u30d9\u30eb\u306b\u306f\u306a\u304b\u306a\u304b\u81f3\u3089\u305a\u3001\u305d\u306e\u5f8c\u3082\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u64cd\u4f5c\u306a\u3069\u3092\u884c\u3044\u306a\u304c\u3089\u8a66\u884c\u932f\u8aa4\u3092\u7e70\u308a\u8fd4\u3057\u3066\u3044\u304f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u7b2c\uff14\u7ae0\uff1a\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u5909\u66f4\uff0811\u6708\u301c\uff09<\/h2>\n\n\n\n

\u8a66\u884c\u932f\u8aa4\u3092\u7d9a\u3051\u308b\u3053\u3068\u7d043\u30f6\u6708\u3001\u8aa4\u5dee\u30ec\u30d9\u30eb\u306e\u7cbe\u5ea6\u6539\u5584\u3057\u304b\u671b\u3081\u306a\u3044\u72b6\u6cc1\u306e\u4e2d\u3067Cursor\u30fbGemini\u4e21\u5148\u751f\u304b\u3089\u63d0\u6848\u3055\u308c\u305f\u306e\u304c\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306eEfficientNetV2L\u3078\u306e\u5909\u66f4\u3067\u3057\u305f\u3002
EfficientNetV2L\u306fResNet50\u3088\u308a\u3082\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3067\u3001\u6271\u3046\u753b\u50cf\u30b5\u30a4\u30ba\u3082384\u00d7384\u3068\u5927\u304d\u304f\u3001\u305d\u308c\u3060\u3051\u3067\u671f\u5f85\u304c\u6301\u3066\u308b\u3082\u306e\u3067\u3057\u305f\uff08\u4e00\u65b9\u3067\u5b66\u7fd2\u306b\u8981\u3059\u308b\u6642\u9593\u306f\u9577\u304f\u306a\u308a\u307e\u3057\u305f\u304c\uff09\u3002<\/p>\n\n\n\n

EfficientNetV2L\u306f\u3001\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u307e\u307e\u3067\u306fResNet50\u3088\u308a\u3082\u30e9\u30d9\u30eb\u753b\u50cf\u306e\u8b58\u5225\u7cbe\u5ea6\u304c\u52a3\u3063\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308a\u683c\u6bb5\u306b\u7cbe\u5ea6\u304c\u5411\u4e0a\uff08\u3064\u307e\u308a\u30e9\u30d9\u30eb\u8b58\u5225\u3068\u3044\u3046\u9650\u5b9a\u3057\u305f\u7528\u9014\u306b\u9069\u5408\uff09\u3057\u3001\u8a66\u9a13\u7684\u306b\u5b9f\u65bd\u3057\u305f\u6700\u521d\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3044\u3066\u65e2\u306bResNet50\u3088\u308a\u3082\u826f\u597d\u306a\u6210\u679c\u3092\u51fa\u3057\u3066\u3044\u307e\u3059\uff08ResNet50\u304b\u3089EfficientNetV2L\u3078\uff01\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u65b0\u7ae0<\/a>\uff09\u3002<\/p>\n\n\n\n

\u307e\u305f\u3001\u3053\u306e\u6bb5\u968e\u307e\u3067\u306f\u66d6\u6627\u306b\u6271\u3063\u3066\u304d\u305f\u30e2\u30c7\u30eb\u306e\u300c\u7cbe\u5ea6\u300d\u3067\u3059\u304c\u3001\u6539\u3081\u3066F1\u30b9\u30b3\u30a2\u3001F\u03b2\u30b9\u30b3\u30a2\u306a\u3069\u306e\u6a19\u6e96\u7684\u306a\u6307\u6a19\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u7d50\u679c\u306e\u826f\u3057\u60aa\u3057\u3092\u6570\u5024\u7684\u306b\u5224\u5b9a\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\uff08\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>\uff09\u3002<\/p>\n\n\n\n

\u305d\u306e\u5f8c\u3001\u7d99\u7d9a\u7684\u306b\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u3084\u5b66\u7fd2\u65b9\u6cd5\u306e\u5909\u66f4\u306a\u3069\u3092\u5b9f\u65bd\u3057\u306a\u304c\u3089\u3001\u73fe\u5728\u306b\u81f3\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u6700\u65b0\u306e\u72b6\u6cc1<\/h2>\n\n\n\n

\u524d\u8ff0\u3057\u305f\u3088\u3046\u306b\u3001\u30e2\u30c7\u30eb\u306e\u300c\u7cbe\u5ea6\u300d\u306f\u6570\u5024\u3067\u5224\u65ad\u3057\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u304c\u3001\u3069\u306e\u6570\u5024\u3092\u63a1\u7528\u3059\u308b\u304b\u306b\u95a2\u3057\u3066\u306f\u60a9\u307e\u3057\u3044\u3068\u3053\u308d\u3067\u3057\u305f\u3002
F1\u30b9\u30b3\u30a2\u30fbF\u03b2\u30b9\u30b3\u30a2\u3044\u305a\u308c\u306b\u95a2\u3057\u3066\u3082\u3001\u3053\u308c\u3089\u6570\u5024\u304c\u6700\u826f\u3068\u306a\u308b\u95be\u5024\uff08\u8ddd\u96e2\uff09\u3092\u57fa\u6e96\u306b\u3057\u305f\u5834\u5408\u3001\u9069\u5408\u7387\uff08\u3064\u307e\u308a\u540c\u3058\u30ef\u30a4\u30f3\u3067\u3042\u308b\u78ba\u7387\uff09\u306f100%\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n

\u9069\u5408\u7387100%\u3068\u306a\u308b\u95be\u5024\u3092\u63a1\u7528\u3057\u305f\u3068\u3057\u3066\u3082\u3001\u305d\u308c\u306f\u3042\u304f\u307e\u3067\u624b\u6301\u3061\u306e\u30c7\u30fc\u30bf\u306e\u7bc4\u56f2\u3067\u306e\u8a71\u3067\u3042\u3063\u3066\u3001\u65b0\u898f\u753b\u50cf\u306b\u5bfe\u3057\u3066\u3082100%\u306e\u7cbe\u5ea6\u3067\u30ef\u30a4\u30f3\u3092\u8b58\u5225\u3067\u304d\u308b\u4fdd\u8a3c\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u305d\u308c\u3067\u3082\u6700\u521d\u304b\u3089\u3042\u308b\u7a0b\u5ea6\u306e\u9593\u9055\u3044\u304c\u3042\u308a\u5f97\u308b\u524d\u63d0\u306e\u95be\u5024\u3092\u63a1\u7528\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u304c\u601d\u3044\u3064\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u306e\u3067\u3001\u73fe\u5728\u306f\u9069\u5408\u7387100%\u306e\u95be\u5024\u3092\u57fa\u6e96\u306b\u518d\u73fe\u7387\u3092\u5411\u4e0a\u3055\u305b\u3066\u3044\u304f\u65b9\u91dd\u3067\u8abf\u6574\u3092\u884c\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u306a\u304a\u3001\u524d\u56de\u306e\u6295\u7a3f\u3067\u7d39\u4ecb\u3057\u305f\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u9069\u5408\u7387100%\u6642\u306e\u518d\u73fe\u7387=0.6536\u3067\u3059\u304c\u3001\u5185\u8a33\u3092\u898b\u3066\u307f\u308b\u3068\u5927\u534a\u306f\u8a13\u7df4\u7528\u30c7\u30fc\u30bf\u3067\u3042\u3063\u3066\u3001\u691c\u8a3c\u7528\u30fb\u30c6\u30b9\u30c8\u7528\u30c7\u30fc\u30bf\u306b\u9650\u5b9a\u3059\u308c\u3070\u518d\u73fe\u7387=0.0714\u3068\u6975\u7aef\u306b\u4f4e\u3044\u5024\u3067\u3057\u305f\u3002
\u3064\u307e\u308a\u3001\u5b8c\u5168\u306a\u904e\u5b66\u7fd2\u72b6\u614b\u3067\u3059\u3002
\u3088\u3063\u3066\u3001\u5358\u306b\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8abf\u6574\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u904e\u5b66\u7fd2\u3092\u6291\u5236\u3059\u308b\u305f\u3081\u306e\u65bd\u7b56\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002
\u3053\u306e\u70b9\u306b\u95a2\u3057\u3066\u306f\u3001Cursor\u5148\u751f\u3068\u76f8\u8ac7\u3057\u306a\u304c\u3089\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6539\u4fee\u3092\u884c\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

    \n
  1. \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u3092Adam\u304b\u3089AdamW\u306b\u5909\u66f4 : \u6b63\u5247\u5316\u306e\u9069\u6b63\u5316
    \u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u306b\u5f37\u304f\u4f9d\u5b58\u3057\u3059\u304e\u308b\u3053\u3068\u3092\u9632\u3050\u305f\u3081\u306b\u91cd\u307f\u304c\u5927\u304d\u304f\u306a\u3089\u306a\u3044\u3088\u3046\u306b\u5236\u9650\u3059\u308b\u300cL2\u6b63\u5247\u5316\u300d\u3092\u3088\u308a\u78ba\u5b9f\u306b\u5b9f\u65bd\u3057\u3001\u30e2\u30c7\u30eb\u3092\u30b7\u30f3\u30d7\u30eb\u306b\u4fdd\u3061\u307e\u3059\u3002<\/li>\n\n\n\n
  2. Projection Head\u306e\u8ffd\u52a0 : \u60c5\u5831\u306e\u6574\u7406\u30fb\u6d17\u7df4
    \u5b66\u7fd2\u6642\u306e\u30ce\u30a4\u30ba\uff08\u679d\u8449\u306e\u60c5\u5831\uff09\u3092\u524a\u308a\u3001\u672c\u8cea\u7684\u306a\u7279\u5fb4\u3060\u3051\u3092\u6349\u3048\u3084\u3059\u304f\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
  3. \u52fe\u914d\u30af\u30ea\u30c3\u30d4\u30f3\u30b0\u306e\u5c0e\u5165 : \u66b4\u8d70\uff08\u7834\u58ca\uff09\u306e\u9632\u6b62
    \u5c40\u6240\u7684\u306a\u30c7\u30fc\u30bf\u306b\u904e\u5270\u53cd\u5fdc\u3057\u3066\u30e2\u30c7\u30eb\u304c\u58ca\u308c\u308b\u306e\u3092\u9632\u304e\u3001\u7740\u5b9f\u306a\u5b66\u7fd2\u3092\u4fc3\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
  4. Batch Normalization\u306eFreeze : \u57fa\u6e96\uff08\u7269\u5dee\u3057\uff09\u306e\u56fa\u5b9a
    \u5c11\u306a\u3044\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u30e2\u30c7\u30eb\u306e\u5224\u65ad\u57fa\u6e96\u304c\u30d6\u30ec\u308b\u306e\u3092\u9632\u304e\u3001\u5b66\u7fd2\u3092\u5b89\u5b9a\u3055\u305b\u307e\u3059\u3002
    \u672c\u6765\u3001Batch Normalization\u306f\u30c7\u30fc\u30bf\u306e\u504f\u308a\u3092\u6574\u3048\u308b\u300c\u7269\u5dee\u3057\u300d\u306e\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u304c\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u3044\u3068\u305d\u306e\u7269\u5dee\u3057\u81ea\u4f53\u304c\u5909\u52d5\u3057\u3066\u3057\u307e\u3044\u3001\u8a08\u7b97\u304c\u72c2\u3046\u539f\u56e0\u306b\u306a\u308a\u307e\u3059\u3002
    \u305d\u3053\u3067\u3001\u3042\u3048\u3066\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u300c\u5b8c\u6210\u3055\u308c\u305f\u7269\u5dee\u3057\u300d\u3092\u56fa\u5b9a\u3057\u3066\u4f7f\u3046\u3053\u3068\u3067\u3001\u571f\u53f0\u3092\u5b89\u5b9a\u3055\u305b\u3001\u65b0\u3057\u3044\u77e5\u8b58\u3092\u52b9\u7387\u3088\u304f\u5438\u53ce\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

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    \"\"<\/td>\"\"<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

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