{"id":59452,"date":"2020-09-16T17:23:53","date_gmt":"2020-09-16T08:23:53","guid":{"rendered":"https:\/\/smilegate.ai\/?p=59452"},"modified":"2020-09-16T18:39:46","modified_gmt":"2020-09-16T09:39:46","slug":"image-classification-human-vs-ai","status":"publish","type":"post","link":"https:\/\/smilegate.ai\/cn\/2020\/09\/16\/image-classification-human-vs-ai\/","title":{"rendered":"\u4eba\u7c7b\u548c\u4eba\u5de5\u667a\u80fd\u5bf9\u56fe\u50cf\u5206\u7c7b\u95ee\u9898\u7684\u6027\u80fd\u6bd4\u8f83\u5206\u6790"},"content":{"rendered":"<p>Imagenet-1K\uff081000\u7c7b\u56fe\u50cf\u5206\u7c7b\u95ee\u9898\uff09\u662f\u4e00\u9879\u968f\u7740CNN\u7684\u53d1\u5c55\u800c\u4f18\u5316\u7684\u4efb\u52a1\u3002\u5ba3\u5e03\u6df1\u5ea6\u5b66\u4e60\u65f6\u4ee3\u5f00\u59cb\u7684AlexNet\u7684TOP-5\u9519\u8bef\u7ea6\u4e3a17%\u3002\u8003\u8651\u5230\u5f53\u65f6\u73b0\u6709\u7684\u9876\u7ea7\u6280\u672f\uff08SIFT + FV\uff09\u7684TOP-5\u9519\u8bef\u7ea6\u4e3a26%\uff0c\u53ef\u4ee5\u770b\u51fa\u5df2\u7ecf\u53d6\u5f97\u4e86\u91cd\u5927\u6539\u8fdb\u3002\u4ece\u90a3\u65f6\u8d77\uff0c\u968f\u7740\u5404\u79cd\u53d1\u5c55\uff0cTOP-5\u9519\u8bef\u5df2\u964d\u81f31.3%\uff08FixEfficientNet_L2\uff09\uff0c\u4e0eAlexNet\u76f8\u6bd4\u4e3a1\/13\uff0c\u4e0eSIFT + FV\u76f8\u6bd4\u4e3a1\/20\u3002<\/p>\n\n\n\n<p>\u90a3\u4e48\uff0c\u5982\u4f55\u5c06\u5176\u4e0e\u4eba\u7c7b\u7ee9\u6548\u8fdb\u884c\u6bd4\u8f83\u5462\uff1f\u4e0e\u6b64\u76f8\u5173\u7684\u7814\u7a76\u5f88\u591a\uff0c\u4f46\u662f\u5bf9\u4e8eImagenet-1K\u4efb\u52a1\uff0c\u636e\u62a5\u9053\u4eba\u7c7b\u7684\u8868\u73b0\u5927\u7ea6\u662fTOP-5\u9519\u8bef5%\u7684\u6c34\u5e73\u3002\u5f53\u7136\uff0c\u6211\u4eec\u4e0d\u53ea\u662f\u8981\u6c42\u4eba\u5458\u63d0\u4f9b\u6b64\u4efb\u52a1\u7684\u6d4b\u8bd5\u56fe\u50cf\uff0c\u6211\u4eec\u8fd8\u5fc5\u987b\u901a\u8fc7\u67e5\u770b\u6bcf\u4e2a\u7c7b\u4e2d\u5305\u542b\u7684\u6240\u6709\u56fe\u50cf\u6765\u6a21\u62df\u201c\u5b66\u4e60\u201d\u8fc7\u7a0b\u6765\u5b8c\u6210\u201c\u5b66\u4e60\u201d\u8fc7\u7a0b\u3002\u5982\u679c\u4ec5\u770b\u8fd9\u4e9b\u7ed3\u679c\uff0c\u5c31\u56fe\u50cf\u5206\u7c7b\u800c\u8a00\uff0c\u5b83\u4f3c\u4e4e\u5df2\u7ecf\u8d85\u8d8a\u4e86\u4eba\u7c7b\u3002<\/p>\n\n\n\n<p>\u5728\u4e0b\u9762\u7684\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5411\u56fe\u50cf\u6dfb\u52a0\u4e86\u5931\u771f\uff08\u6dfb\u52a0\u566a\u70b9\uff0c\u6dfb\u52a0\u6a21\u7cca\uff09\uff0c\u5e76\u518d\u6b21\u6bd4\u8f83\u4e86\u4eba\u7c7b\u548cCNN\u7684\u6027\u80fd\u3002\u5f53\u7136\uff0c\u7531\u4e8e\u8be5\u8bba\u6587\u662f\u5728\u4e0d\u4e45\u524d\u64b0\u5199\u7684\uff0c\u56e0\u6b64\u6ca1\u6709\u4f7f\u7528\u8bf8\u5982FixEfficientNet_L2\u4e4b\u7c7b\u7684\u6700\u65b0\u6a21\u578b\uff0c\u800c\u662f\u4f7f\u7528\u4e86\u8bf8\u5982GoogleNet\uff0cVGG\u548cResNet\u4e4b\u7c7b\u7684\u6a21\u578b\u8fdb\u884c\u6bd4\u8f83\u3002\u4f46\u662f\u6211\u8ba4\u4e3a\u7ed3\u8bba\u4e0d\u4f1a\u6709\u592a\u5927\u53d8\u5316\u3002<\/p>\n\n\n\n<p>\u4f5c\u4e3a\u5b9e\u9a8c\u7684\u7ed3\u679c\uff0c\u5f97\u51fa\u4e86\u4e00\u4e9b\u4e8b\u5b9e\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5bf9\u4e8e\u566a\u70b9\u548c\u6a21\u7cca\uff0c\u4eba\u7c7b\u8981\u6bd4CNN\u5f3a\u5f97\u591a\u3002<\/li><li>\u5728\u51fa\u73b0\u566a\u97f3\u7684\u60c5\u51b5\u4e0b\uff0cCNN\u53d8\u4e3a5%-&gt; 80%\uff0c\u800c\u4eba\u7c7bTOP-5\u9519\u8bef\u4e3a5%-&gt; 20%\u3002<\/li><li>\u4f7f\u7528\u76f8\u540c\u7c7b\u578b\u7684\u566a\u58f0\u8fdb\u884c\u5fae\u8c03\u53ef\u4ee5\u6539\u5584\uff0c\u4f46\u9519\u8bef\u7387\u4ecd\u7136\u8fbe\u523060%\u3002<\/li><li>\u5728Blur\u7684\u60c5\u51b5\u4e0b\uff0cCNN\u53d8\u4e3a5%-&gt; 80%\uff0c\u800c\u4eba\u7c7bTOP-5\u9519\u8bef\u4e3a5%-&gt; 30%\u3002<\/li><li>\u4f7f\u7528\u76f8\u540c\u7c7b\u578b\u7684\u6a21\u7cca\u8fdb\u884c\u5fae\u8c03\u4f1a\u66f4\u597d\uff0c\u4f46\u662f\u9519\u8bef\u7387\u4ecd\u7136\u8fbe\u523050%\u3002<\/li><\/ul>\n\n\n\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u6211\u4eec\u5206\u6790\u4e86\u4eba\u4e0eCNN\u4e4b\u95f4\u201c\u9519\u8bef\u7c7b\u578b\u201d\u662f\u5426\u968f\u7740\u566a\u58f0\u548c\u6a21\u7cca\u7684\u589e\u52a0\u800c\u5b58\u5728\u76f8\u5173\u6027\uff0c\u4f46\u6ca1\u6709\u660e\u786e\u7684\u76f8\u5173\u6027\u3002\u6211\u8ba4\u4e3a\u8fd9\u610f\u5473\u7740\u5f53\u524d\u7684CNN\u4e0d\u80fd\u88ab\u89c6\u4e3a\u6a21\u4eff\u4eba\u7c7b\u7684\u89c6\u89c9\u8ba4\u77e5\u7cfb\u7edf\uff0c\u5e76\u4e14\u8fd9\u4e24\u4e2a\u7cfb\u7edf\u4e4b\u95f4\u53ef\u80fd\u5b58\u5728\u6839\u672c\u7684\u5dee\u5f02\u3002\u81f3\u5c11\uff0c\u4f3c\u4e4e\u4ecd\u7136\u9700\u8981\u7814\u7a76\u201c\u4eba\u7c7b\u505a\u4ec0\u4e48\uff1f\u201d\u5982\u4f55\u62b5\u6297\u89c6\u89c9\u5931\u771f\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"vlp-link-container vlp-layout-basic wp-block-visual-link-preview-link\"><a href=\"https:\/\/arxiv.org\/abs\/1705.02498\" class=\"vlp-link\" title=\"\u89c6\u89c9\u5931\u771f\u4e0b\u4eba\u4e0e\u6df1\u5ea6\u5b66\u4e60\u8bc6\u522b\u6027\u80fd\u7684\u7814\u7a76\u4e0e\u6bd4\u8f83\" rel=\"nofollow noopener\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-side\"><div class=\"vlp-block-2 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/static.arxiv.org\/static\/browse\/0.3.2.5\/images\/icons\/social\/bibsonomy.png\" style=\"max-width: 150px; max-height: 150px\" alt=\"\"><\/div><\/div><div class=\"vlp-layout-zone-main\"><div class=\"vlp-block-0 vlp-link-title\">\u89c6\u89c9\u5931\u771f\u4e0b\u4eba\u4e0e\u6df1\u5ea6\u5b66\u4e60\u8bc6\u522b\u6027\u80fd\u7684\u7814\u7a76\u4e0e\u6bd4\u8f83<\/div><div class=\"vlp-block-1 vlp-link-summary\">\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08DNN\uff09\u5728\u6807\u51c6\u4e0a\u5b9e\u73b0\u51fa\u8272\u7684\u6027\u80fd<br \/>\n\u5206\u7c7b\u4efb\u52a1\u3002\u4f46\u662f\uff0c\u5728\u56fe\u50cf\u8d28\u91cf\u5931\u771f\u4e0b\uff0c\u4f8b\u5982\u6a21\u7cca\u548c<br \/>\n\u566a\u97f3\uff0c\u5206\u7c7b\u7cbe\u5ea6\u53d8\u5dee\u3002\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u6bd4\u8f83\u4e86<br \/>\nDNN\u4e0e\u4eba\u7c7b\u5bf9\u8c61\u5728\u626d\u66f2\u56fe\u50cf\u4e0a\u7684\u8868\u73b0\u3002\u6211\u4eec\u8bc1\u660e<br \/>\n\u4e00\u4e2a\u2026<\/div><\/div><\/div><div class=\"likebtn_container\" style=\"\"><!-- LikeBtn.com BEGIN --><span class=\"likebtn-wrapper\"  data-identifier=\"post_59452\"  data-site_id=\"5f255b28943ec9a60bed08fd\"  data-lang=\"ko\"  data-dislike_enabled=\"false\"  data-icon_dislike_show=\"false\"  data-tooltip_enabled=\"false\"  data-white_label=\"true\"  data-rich_snippet=\"true\"  data-popup_disabled=\"true\"  data-i18n_like=\"Like\"  data-style=\"\"  data-unlike_allowed=\"\"  data-show_copyright=\"\"  data-item_url=\"https:\/\/smilegate.ai\/cn\/2020\/09\/16\/image-classification-human-vs-ai\/\"  data-item_title=\"\uc774\ubbf8\uc9c0 \ubd84\ub958 \ubb38\uc81c\uc5d0 \ub300\ud55c \uc778\uac04\uacfc AI\uc758 \uc131\ub2a5 \ube44\uad50 \ubd84\uc11d\"  data-item_image=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2020\/09\/imagenet-human-ai.jpg\"  data-item_date=\"2020-09-16T17:23:53+09:00\"  data-engine=\"WordPress\"  data-plugin_v=\"2.6.55\"  data-prx=\"https:\/\/smilegate.ai\/wp-admin\/admin-ajax.php?action=likebtn_prx\"  data-event_handler=\"likebtn_eh\" ><\/span><!-- LikeBtn.com END --><\/div>","protected":false},"excerpt":{"rendered":"<p>Imagenet-1K(1000\uac1c \ud074\ub798\uc2a4 \uc774\ubbf8\uc9c0 \ubd84\ub958 \ubb38\uc81c)\ub294 CNN\uc758 \ubc1c\uc804\uacfc \ub354\ubd88\uc5b4 \uc218\ub9ce\uc740 \ucd5c\uc801\ud654\uac00 \uc774\ub8e8\uc5b4\uc838\uc628 Task\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd \uc2dc\ub300\uc758 \uac1c\ub9c9\uc744 \uc54c\ub9b0 AlexNet\uc758 TOP-5 \uc5d0\ub7ec\ub294 \uc57d 17%\uc778\ub370, \uc774 \ub2f9\uc2dc \uae30\uc874 \ucd5c\uace0 \uae30\uc220(SIFT+FV)\uc758 TOP-5 \uc5d0\ub7ec\uac00 \uc57d 26%\uc600\ub358 \uac83\uc744 \uac10\uc548\ud558\uba74 \uc0c1\ub2f9\ud55c \uac1c\uc120\uc774 \uc774\ub8e8\uc5b4\uc84c\ub2e4\ub294 \uac83\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ud6c4, \ub2e4\uc591\ud55c \ubd80\ubd84\uc758 \ubc1c\uc804\uc774 \uc774\ub8e8\uc5b4\uc9c0\uba74\uc11c TOP-5 \uc5d0\ub7ec\ub294 1.3% (FixEfficientNet_L2) \uae4c\uc9c0 \ub5a8\uc5b4\uc84c\ub294\ub370, AlexNet\uacfc \ube44\uad50\ud574 \ubcf4\uba74 1\/13, SIFT+FV\uc640&hellip;<\/p>\n<div class=\"likebtn_container\" style=\"\"><!-- LikeBtn.com BEGIN --><span class=\"likebtn-wrapper\"  data-identifier=\"post_59452\"  data-site_id=\"5f255b28943ec9a60bed08fd\"  data-lang=\"ko\"  data-dislike_enabled=\"false\"  data-icon_dislike_show=\"false\"  data-tooltip_enabled=\"false\"  data-white_label=\"true\"  data-rich_snippet=\"true\"  data-popup_disabled=\"true\"  data-i18n_like=\"Like\"  data-style=\"\"  data-unlike_allowed=\"\"  data-show_copyright=\"\"  data-item_url=\"https:\/\/smilegate.ai\/cn\/2020\/09\/16\/image-classification-human-vs-ai\/\"  data-item_title=\"\uc774\ubbf8\uc9c0 \ubd84\ub958 \ubb38\uc81c\uc5d0 \ub300\ud55c \uc778\uac04\uacfc AI\uc758 \uc131\ub2a5 \ube44\uad50 \ubd84\uc11d\"  data-item_image=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2020\/09\/imagenet-human-ai.jpg\"  data-item_date=\"2020-09-16T17:23:53+09:00\"  data-engine=\"WordPress\"  data-plugin_v=\"2.6.55\"  data-prx=\"https:\/\/smilegate.ai\/wp-admin\/admin-ajax.php?action=likebtn_prx\"  data-event_handler=\"likebtn_eh\" ><\/span><!-- LikeBtn.com END --><\/div>","protected":false},"author":1,"featured_media":59453,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_lock_modified_date":false,"footnotes":""},"categories":[16,18],"tags":[188,198,327],"class_list":["post-59452","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech01","category-tech03","tag-featured","tag-human","tag-imagenet","category-16","category-18","description-off"],"_links":{"self":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/59452","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/comments?post=59452"}],"version-history":[{"count":3,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/59452\/revisions"}],"predecessor-version":[{"id":59456,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/59452\/revisions\/59456"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/media\/59453"}],"wp:attachment":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/media?parent=59452"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/categories?post=59452"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/tags?post=59452"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}