{"id":50554,"date":"2024-12-03T12:12:17","date_gmt":"2024-12-03T04:12:17","guid":{"rendered":"https:\/\/fwq.ai\/blog\/50554\/"},"modified":"2024-12-03T12:12:17","modified_gmt":"2024-12-03T04:12:17","slug":"%e8%ae%a1%e7%ae%97%e6%9c%ba%e8%a7%86%e8%a7%89%e6%95%b0%e6%8d%ae%e9%9b%86-2","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/50554\/","title":{"rendered":"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)"},"content":{"rendered":"<p><b><\/b>     <\/p>\n<h1>\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)<\/h1>\n<p>\u7f16\u7a0b\u5e76\u4e0d\u662f\u4e00\u4e2a\u673a\u68b0\u6027\u7684\u5de5\u4f5c\uff0c\u800c\u662f\u9700\u8981\u6709\u601d\u8003\uff0c\u6709\u521b\u65b0\u7684\u5de5\u4f5c\uff0c\u8bed\u6cd5\u662f\u56fa\u5b9a\u7684\uff0c\u4f46\u89e3\u51b3\u95ee\u9898\u7684\u601d\u8def\u5219\u662f\u4f9d\u9760\u4eba\u7684\u601d\u7ef4\uff0c\u8fd9\u5c31\u9700\u8981\u6211\u4eec\u575a\u6301\u5b66\u4e60\u548c\u66f4\u65b0\u81ea\u5df1\u7684\u77e5\u8bc6\u3002\u4eca\u5929\u7c73\u4e91\u5c31\u6574\u7406\u5206\u4eab\u300a\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u300b\uff0c\u6587\u7ae0\u8bb2\u89e3\u7684\u77e5\u8bc6\u70b9\u4e3b\u8981\u5305\u62ec\uff0c\u5982\u679c\u4f60\u5bf9\u6587\u7ae0\u65b9\u9762\u7684\u77e5\u8bc6\u70b9\u611f\u5174\u8da3\uff0c\u5c31\u4e0d\u8981\u9519\u8fc7\u7c73\u4e91\uff0c\u5728\u8fd9\u53ef\u4ee5\u5bf9\u5927\u5bb6\u7684\u77e5\u8bc6\u79ef\u7d2f\u6709\u6240\u5e2e\u52a9\uff0c\u52a9\u529b\u5f00\u53d1\u80fd\u529b\u7684\u63d0\u5347\u3002<\/p>\n<p>\u8bf7\u6211\u559d\u676f\u5496\u5561<\/p>\n<p>*\u6211\u7684\u5e16\u5b50\u89e3\u91ca\u4e86 MNIST\u3001EMNIST\u3001QMNIST\u3001ETLCDB\u3001Kuzushiji \u548c Moving MNIST\u3002<\/p>\n<p>(1) \u65f6\u5c1a-MNIST(2017):<\/p>\n<ul>\n<li>\u6709 70,000 \u5f20\u65f6\u5c1a\u56fe\u50cf\uff0c\u6bcf\u4e2a\u56fe\u50cf\u90fd\u8fde\u63a5\u5230 10 \u4e2a\u7c7b\u522b\u7684\u6807\u7b7e\uff1a *\u5907\u6ce8\uff1a\n<ul>\n<li>\u706b\u8f66 60,000\uff0c\u6d4b\u8bd5 10,000\u3002<\/li>\n<li>\u6bcf\u4e2a\u56fe\u50cf\u90fd\u662f 28&#215;28 \u50cf\u7d20\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u662f PyTorch \u4e2d\u7684 FashionMNIST()\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241122\/173225846567402aa14a758.jpg\" class=\"aligncenter\" title=\"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u63d2\u56fe\" alt=\"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u63d2\u56fe\" \/><\/p>\n<p>(2) \u52a0\u5dde\u7406\u5de5\u5b66\u9662 101(2003):<\/p>\n<ul>\n<li>\u6709 8,677 \u4e2a\u5bf9\u8c61\u56fe\u50cf\uff0c\u6bcf\u4e2a\u56fe\u50cf\u90fd\u8fde\u63a5\u5230\u6765\u81ea 101 \u4e2a\u7c7b\u522b\uff08\u7c7b\uff09\u7684\u6807\u7b7e\u3002 *\u6bcf\u5f20\u56fe\u50cf\u5927\u7ea6\u4e3a 300&#215;200 \u50cf\u7d20\u3002<\/li>\n<li>\u662f PyTorch \u4e2d\u7684 Caltech101()\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241122\/173225846567402aa14c6c0.jpg\" class=\"aligncenter\" title=\"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u63d2\u56fe1\" alt=\"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u63d2\u56fe1\" \/><\/p>\n<p>(3) \u52a0\u5dde\u7406\u5de5\u5b66\u9662 256(2007):<\/p>\n<ul>\n<li>\u6709 30,607 \u4e2a\u5bf9\u8c61\u56fe\u50cf\u8fde\u63a5\u5230\u6765\u81ea 257 \u4e2a\u7c7b\u522b\uff08\u7c7b\uff09\u7684\u6807\u7b7e\u3002 *\u5b9e\u9645\u4e0a\uff0c\u5b83\u6709 257 \u4e2a\u7c7b\u522b\uff08\u7c7b\u522b\uff09\uff0c\u540d\u79f0\u4e3a <strong>Caltech 256<\/strong>\u3002<\/li>\n<li>\u662f PyTorch \u4e2d\u7684 Caltech256()\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241122\/173225846567402aa14f102.jpg\" class=\"aligncenter\" title=\"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u63d2\u56fe2\" alt=\"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u63d2\u56fe2\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241122\/173225846567402aa152efd.jpg\" class=\"aligncenter\" title=\"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u63d2\u56fe3\" alt=\"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u63d2\u56fe3\" \/><\/p>\n<p>(4) CelebA(\u5927\u89c4\u6a21 CelebFaces \u5c5e\u6027)(2015):<\/p>\n<ul>\n<li>\u6709 202,599 \u5f20\u540d\u4eba\u8138\u90e8\u56fe\u50cf\uff0c\u6bcf\u4e2a\u56fe\u50cf\u90fd\u4e0e 40 \u4e2a\u5c5e\u6027\u76f8\u5173\uff1a *\u5907\u6ce8\uff1a\n<ul>\n<li>162,770 \u7528\u4e8e\u8bad\u7ec3\uff0c19,867 \u7528\u4e8e\u9a8c\u8bc1\uff0c19,962 \u7528\u4e8e\u6d4b\u8bd5\u3002<\/li>\n<li>\u5efa\u8bae\u76f4\u63a5\u4eceGoogle Drive\u4e0b\u8f7d\uff0c\u56e0\u4e3a\u4eceGoogle Drive\u4f7f\u7528Google Drive API\u4e0b\u8f7d\u592a\u62e5\u6324\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u662f PyTorch \u4e2d\u7684 CelebA()\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241122\/173225846567402aa153f3e.jpg\" class=\"aligncenter\" title=\"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u63d2\u56fe4\" alt=\"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u63d2\u56fe4\" \/><\/p>\n<p>(5) CIFAR-10(\u52a0\u62ff\u5927\u9ad8\u7ea7\u7814\u7a76\u6240-10)(2009):<\/p>\n<ul>\n<li>\u6709 60,000 \u5f20\u8f66\u8f86\u548c\u52a8\u7269\u56fe\u50cf\uff0c\u6bcf\u4e2a\u56fe\u50cf\u90fd\u8fde\u63a5\u5230 10 \u4e2a\u7c7b\u522b\u7684\u6807\u7b7e\uff1a *\u5907\u6ce8\uff1a\n<ul>\n<li>\u706b\u8f66 50,000\uff0c\u6d4b\u8bd5 10,000\u3002<\/li>\n<li>\u6bcf\u5f20\u56fe\u50cf\u4e3a 32&#215;32 \u50cf\u7d20\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u662f PyTorch \u4e2d\u7684 CIFAR10()\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241122\/173225846567402aa157249.jpg\" class=\"aligncenter\" title=\"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u63d2\u56fe5\" alt=\"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u63d2\u56fe5\" \/><\/p>\n<p>(6) CIFAR-100(\u52a0\u62ff\u5927\u9ad8\u7ea7\u7814\u7a76\u6240-100)(2009):<\/p>\n<ul>\n<li>\u6709 60,000 \u4e2a\u5bf9\u8c61\u56fe\u50cf\uff0c\u6bcf\u4e2a\u56fe\u50cf\u90fd\u8fde\u63a5\u5230\u6765\u81ea 100 \u4e2a\u7c7b\u7684\u6807\u7b7e\uff1a *\u5907\u6ce8\uff1a\n<ul>\n<li>\u706b\u8f66 50,000\uff0c\u6d4b\u8bd5 10,000\u3002<\/li>\n<li>\u6bcf\u5f20\u56fe\u50cf\u4e3a 32&#215;32 \u50cf\u7d20\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u662f PyTorch \u4e2d\u7684 CIFAR100()\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241122\/173225846567402aa15a84e.jpg\" class=\"aligncenter\" title=\"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u63d2\u56fe6\" alt=\"\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u63d2\u56fe6\" \/><\/p>\n<p>\u6587\u4e2d\u5173\u4e8e\u7684\u77e5\u8bc6\u4ecb\u7ecd\uff0c\u5e0c\u671b\u5bf9\u4f60\u7684\u5b66\u4e60\u6709\u6240\u5e2e\u52a9\uff01\u82e5\u662f\u53d7\u76ca\u532a\u6d45\uff0c\u90a3\u5c31\u52a8\u52a8\u9f20\u6807\u6536\u85cf\u8fd9\u7bc7\u300a\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u300b\u6587\u7ae0\u5427\uff0c\u4e5f\u53ef\u5173\u6ce8\u7c73\u4e91\u516c\u4f17\u53f7\u4e86\u89e3\u76f8\u5173\u6280\u672f\u6587\u7ae0\u3002<\/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 (2) \u7f16\u7a0b\u5e76\u4e0d\u662f\u4e00\u4e2a\u673a\u68b0\u6027\u7684\u5de5\u4f5c\uff0c\u800c\u662f\u9700\u8981\u6709\u601d\u8003\uff0c\u6709\u521b\u65b0\u7684\u5de5\u4f5c\uff0c\u8bed\u6cd5\u662f\u56fa\u5b9a\u7684\uff0c\u4f46\u89e3\u51b3\u95ee\u9898\u7684\u601d\u8def\u5219\u662f\u4f9d\u9760\u4eba\u7684\u601d\u7ef4\uff0c\u8fd9\u5c31\u9700\u8981\u6211\u4eec\u575a\u6301\u5b66\u4e60\u548c\u66f4\u65b0\u81ea\u5df1\u7684\u77e5\u8bc6\u3002\u4eca\u5929\u7c73\u4e91\u5c31\u6574\u7406\u5206\u4eab\u300a\u8ba1\u7b97\u673a\u89c6\u89c9\u6570\u636e\u96c6 (2)\u300b\uff0c\u6587\u7ae0\u8bb2\u89e3\u7684\u77e5\u8bc6\u70b9\u4e3b\u8981\u5305\u62ec\uff0c\u5982\u679c\u4f60\u5bf9\u6587\u7ae0\u65b9\u9762\u7684\u77e5\u8bc6\u70b9\u611f\u5174\u8da3\uff0c\u5c31\u4e0d\u8981\u9519\u8fc7\u7c73\u4e91\uff0c\u5728\u8fd9\u53ef\u4ee5\u5bf9\u5927\u5bb6\u7684\u77e5\u8bc6\u79ef\u7d2f\u6709\u6240\u5e2e\u52a9\uff0c\u52a9\u529b\u5f00\u53d1\u80fd\u529b\u7684\u63d0\u5347\u3002 \u8bf7\u6211\u559d\u676f\u5496\u5561 *\u6211\u7684\u5e16\u5b50\u89e3\u91ca\u4e86 MNIST\u3001EMNIST\u3001QMNIST\u3001ETLCDB\u3001Kuzushiji \u548c Moving MNIST\u3002 (1) \u65f6\u5c1a-MNIST(2017): \u6709 70,000 \u5f20\u65f6\u5c1a\u56fe\u50cf\uff0c\u6bcf\u4e2a\u56fe\u50cf\u90fd\u8fde\u63a5\u5230 10 \u4e2a\u7c7b\u522b\u7684\u6807\u7b7e\uff1a *\u5907\u6ce8\uff1a \u706b\u8f66 60,000\uff0c\u6d4b\u8bd5 10,000\u3002 \u6bcf\u4e2a\u56fe\u50cf\u90fd\u662f 28&#215;28 \u50cf\u7d20\u3002 \u662f PyTorch \u4e2d\u7684 FashionMNIST()\u3002 (2) \u52a0\u5dde\u7406\u5de5\u5b66\u9662 101(2003): \u6709 8,677 \u4e2a\u5bf9\u8c61\u56fe\u50cf\uff0c\u6bcf\u4e2a\u56fe\u50cf\u90fd\u8fde\u63a5\u5230\u6765\u81ea 101 \u4e2a\u7c7b\u522b\uff08\u7c7b\uff09\u7684\u6807\u7b7e\u3002 *\u6bcf\u5f20\u56fe\u50cf\u5927\u7ea6\u4e3a 300&#215;200 \u50cf\u7d20\u3002 \u662f PyTorch \u4e2d\u7684 Caltech101()\u3002 (3) \u52a0\u5dde\u7406\u5de5\u5b66\u9662 256(2007): \u6709 30,607 \u4e2a\u5bf9\u8c61\u56fe\u50cf\u8fde\u63a5\u5230\u6765\u81ea 257 \u4e2a\u7c7b\u522b\uff08\u7c7b\uff09\u7684\u6807\u7b7e\u3002 *\u5b9e\u9645\u4e0a\uff0c\u5b83\u6709 257 \u4e2a\u7c7b\u522b\uff08\u7c7b\u522b\uff09\uff0c\u540d\u79f0\u4e3a Caltech [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-50554","post","type-post","status-publish","format-standard","hentry","category-16"],"_links":{"self":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/50554","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/comments?post=50554"}],"version-history":[{"count":0,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/50554\/revisions"}],"wp:attachment":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/media?parent=50554"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/categories?post=50554"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/tags?post=50554"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}