{"id":205299,"date":"2025-05-29T13:54:28","date_gmt":"2025-05-29T05:54:28","guid":{"rendered":"https:\/\/server.hk\/cnblog\/205299\/"},"modified":"2025-05-29T13:54:28","modified_gmt":"2025-05-29T05:54:28","slug":"%e8%ae%a1%e7%ae%97%e6%9c%ba%e8%a7%86%e8%a7%89%e6%95%b0%e6%8d%ae%e9%9b%86-3","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/205299\/","title":{"rendered":"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (3)"},"content":{"rendered":"<p><b><\/b>     <\/p>\n<h1>\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (3)<\/h1>\n<p>\u6765\u5230\u7684\u5927\u5bb6\uff0c\u76f8\u4fe1\u90fd\u662f\u7f16\u7a0b\u5b66\u4e60\u7231\u597d\u8005\uff0c\u5e0c\u671b\u5728\u8fd9\u91cc\u5b66\u4e60\u6587\u7ae0\u76f8\u5173\u7f16\u7a0b\u77e5\u8bc6\u3002\u4e0b\u9762\u672c\u7bc7\u6587\u7ae0\u5c31\u6765\u5e26\u5927\u5bb6\u804a\u804a\u300a\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (3)\u300b\uff0c\u4ecb\u7ecd\u4e00\u4e0b\uff0c\u5e0c\u671b\u5bf9\u5927\u5bb6\u7684\u77e5\u8bc6\u79ef\u7d2f\u6709\u6240\u5e2e\u52a9\uff0c\u52a9\u529b\u5b9e\u6218\u5f00\u53d1\uff01<\/p>\n<p>\u8bf7\u6211\u559d\u676f\u5496\u5561<\/p>\n<p>*\u5907\u5fd8\u5f55\uff1a<\/p>\n<ul>\n<li> \u6211\u7684\u5e16\u5b50\u89e3\u91ca\u4e86 MNIST\u3001EMNIST\u3001QMNIST\u3001ETLCDB\u3001Kuzushiji \u548c Moving MNIST\u3002<\/li>\n<li> \u6211\u7684\u5e16\u5b50\u89e3\u91ca\u4e86 Fashion-MNIST\u3001Caltech 101\u3001Caltech 256\u3001CelebA\u3001CIFAR-10 \u548c CIFAR-100\u3002<\/li>\n<\/ul>\n<p>(1) \u725b\u6d25-IIIT \u5ba0\u7269 (2012):<\/p>\n<ul>\n<li>\u6709 7,349 \u5f20\u732b\u548c\u72d7\u56fe\u50cf\uff0c\u6bcf\u4e2a\u56fe\u50cf\u90fd\u8fde\u63a5\u5230\u6765\u81ea 37 \u4e2a\u7c7b\u522b\u7684\u6807\u7b7e\uff1a *\u5907\u6ce8\uff1a\n<ul>\n<li>\u6bcf\u4e2a\u7c7b\u5927\u7ea6\u6709 200 \u5f20\u56fe\u50cf\u3002<\/li>\n<li>3,680 \u7528\u4e8e\u8bad\u7ec3\u6216\u8bad\u7ec3\u548c\u9a8c\u8bc1\uff0c3,669 \u7528\u4e8e\u6d4b\u8bd5\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u662f PyTorch \u4e2d\u7684 OxfordIIITPet()\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241128\/173277956867481e3063dc1.jpg\" class=\"aligncenter\"><\/p>\n<p>\uff082\uff09\u725b\u6d25102\u82b1\uff082008\uff09\uff1a<\/p>\n<ul>\n<li>\u6709 8,189 \u4e2a\u82b1\u5349\u56fe\u50cf\uff081,020 \u4e2a\u7528\u4e8e\u8bad\u7ec3\uff0c1,020 \u4e2a\u7528\u4e8e\u9a8c\u8bc1\uff0c6,149 \u4e2a\u7528\u4e8e\u6d4b\u8bd5\uff09\uff0c\u6709 102 \u4e2a\u7c7b\u522b\uff08\u7c7b\uff09\u3002 *\u6bcf\u4e2a\u73ed\u7ea7\u6709 40 \u81f3 258 \u5f20\u56fe\u7247\u3002<\/li>\n<li>\u662f PyTorch \u4e2d\u7684 Flowers102()\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241128\/173277956867481e306528c.jpg\" class=\"aligncenter\"><\/p>\n<p>(3) \u65af\u5766\u798f\u6c7d\u8f66 (2013):<\/p>\n<ul>\n<li>\u6709 16185 \u4e2a\u6c7d\u8f66\u56fe\u50cf\uff088,144 \u4e2a\u7528\u4e8e\u706b\u8f66\uff0c8,041 \u4e2a\u7528\u4e8e\u6d4b\u8bd5\uff09\uff0c196 \u4e2a\u7c7b\u522b\u3002<\/li>\n<li>\u662f PyTorch \u4e2d\u7684StanfordCars()\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241128\/173277956867481e30665be.jpg\" class=\"aligncenter\"><\/p>\n<p>(4) Places365(2017)\uff1a<\/p>\n<ul>\n<li>\u5730\u70b9\u6570\u636e\u5e93\u4e2d\u5305\u542b 434 \u4e2a\u573a\u666f\u7c7b\u522b\uff08\u7c7b\uff09\u4e2d\u7684 365 \u4e2a\u573a\u666f\u7c7b\u522b\uff08\u7c7b\uff09\u7684\u573a\u666f\u56fe\u50cf\uff0c\u5176\u4e2d\u6709 <strong>Places365-Standard<\/strong>\u3001<strong>Places365-Challenge<\/strong> \u548c<strong>Places-Extra69<\/strong> \u5982\u60a8\u6240\u89c1\uff1a *\u5907\u6ce8\uff1a\n<ul>\n<li> <strong>Places365-Standard<\/strong> \u62e5\u6709 2,168,460 \u5f20\u56fe\u50cf\uff081,803,460 \u5f20\u7528\u4e8e\u8bad\u7ec3\uff0c36,500 \u5f20\u7528\u4e8e\u9a8c\u8bc1\uff0c328,500 \u5f20\u7528\u4e8e\u6d4b\u8bd5\uff09\uff0c\u5730\u70b9\u6570\u636e\u5e93\u4e2d\u6709 434 \u4e2a\u7c7b\u522b\uff08\u7c7b\uff09\uff0c\u5176\u4e2d\u5305\u542b 365 \u4e2a\u7c7b\u522b\uff08\u7c7b\uff09\u3002 *\u9a8c\u8bc1\u96c6\u4e2d\u6bcf\u4e2a\u7c7b\u522b\uff08\u7c7b\uff09\u6709 50 \u5f20\u56fe\u50cf\uff0c\u6d4b\u8bd5\u96c6\u4e2d\u6bcf\u4e2a\u7c7b\u522b\uff08\u7c7b\uff09\u6709 900 \u5f20\u56fe\u50cf\u3002<\/li>\n<li> <strong>Places365-Challenge<\/strong> \u6709 8,391,628 \u4e2a\u56fe\u50cf\uff088,026,628 \u4e2a\u7528\u4e8e\u8bad\u7ec3\uff0c36,500 \u4e2a\u7528\u4e8e\u9a8c\u8bc1\uff0c328,500 \u4e2a\u7528\u4e8e\u6d4b\u8bd5\uff09\uff0c\u4e3a <strong>Places365-Standard<\/strong> \u7684\u8bad\u7ec3\u96c6\u6dfb\u52a0\u4e86 6,223,168 \u4e2a\u989d\u5916\u56fe\u50cf\u3002<\/li>\n<li> <strong>Places-Extra69<\/strong> \u62e5\u6709 105,321 \u5f20\u56fe\u50cf\uff0898,721 \u5f20\u7528\u4e8e\u8bad\u7ec3\uff0c6,600 \u5f20\u7528\u4e8e\u6d4b\u8bd5\uff09\uff0c\u4ee5\u53ca Places \u6570\u636e\u5e93\u4e2d 434 \u4e2a\u7c7b\u522b\uff08\u7c7b\uff09\u4e2d\u989d\u5916\u7684 69 \u4e2a\u7c7b\u522b\uff08\u7c7b\uff09\u3002 *\u76ee\u524d\u65e0\u6cd5\u4e0b\u8f7d\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u662f PyTorch \u4e2d\u7684 Places365()\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241128\/173277956867481e3067308.jpg\" class=\"aligncenter\"><\/p>\n<p>(5) Flickr8k(2013):<\/p>\n<ul>\n<li>\u4ece flickr \u83b7\u53d6 8,091 \u5f20\u56fe\u50cf\uff0c\u6bcf\u5f20\u56fe\u50cf\u90fd\u6709 5 \u4e2a\u4e0d\u540c\u7684\u6807\u9898\u3002<\/li>\n<li>\u662f PyTorch \u4e2d\u7684 Flickr8k()\uff0c\u4f46\u5b83\u6ca1\u6709\u89e3\u91ca\u5982\u4f55\u4e3a\u5176\u8bbe\u7f6e\u6570\u636e\u96c6\uff0c\u6240\u4ee5\u6211\u4e0d\u77e5\u9053\u5982\u4f55\u7528\u5b83\u52a0\u8f7d\u6570\u636e\u96c6\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241128\/173277956867481e306c35b.jpg\" class=\"aligncenter\"><\/p>\n<p>(6) Flickr30k(2015):<\/p>\n<ul>\n<li>\u4ece flickr \u83b7\u53d6\u4e86 31,784 \u5f20\u56fe\u50cf\uff0c\u6bcf\u5f20\u56fe\u50cf\u90fd\u6709 5 \u4e2a\u4e0d\u540c\u7684\u6807\u9898\u3002<\/li>\n<li>\u662f PyTorch \u4e2d\u7684 Flickr8k()\uff0c\u4f46\u5b83\u6ca1\u6709\u89e3\u91ca\u5982\u4f55\u4e3a\u5176\u8bbe\u7f6e\u6570\u636e\u96c6\uff0c\u6240\u4ee5\u6211\u4e0d\u77e5\u9053\u5982\u4f55\u7528\u5b83\u52a0\u8f7d\u6570\u636e\u96c6\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241128\/173277956867481e306f08e.jpg\" class=\"aligncenter\"><\/p>\n<p>\u4ee5\u4e0a\u5c31\u662f\u300a\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (3)\u300b\u7684\u8be6\u7ec6\u5185\u5bb9\uff0c\u66f4\u591a\u5173\u4e8e\u7684\u8d44\u6599\u8bf7\u5173\u6ce8\u516c\u4f17\u53f7\uff01<\/p>\n<p>      \u7248\u672c\u58f0\u660e \u672c\u6587\u8f6c\u8f7d\u4e8e\uff1adev.to \u5982\u6709\u4fb5\u72af\uff0c\u8bf7\u8054\u7cfb\u5220\u9664<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (3) \u6765\u5230\u7684&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4925],"tags":[],"class_list":["post-205299","post","type-post","status-publish","format-standard","hentry","category-4925"],"_links":{"self":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/205299","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/comments?post=205299"}],"version-history":[{"count":0,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/205299\/revisions"}],"wp:attachment":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/media?parent=205299"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/categories?post=205299"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/tags?post=205299"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}