{"id":103833,"date":"2026-09-11T12:17:18","date_gmt":"2026-09-11T04:17:18","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/103833.html"},"modified":"2026-09-11T12:17:18","modified_gmt":"2026-09-11T04:17:18","slug":"efficientnet-%e6%a8%a1%e5%9e%8b%e7%9a%84%e5%a4%8d%e5%90%88%e7%bc%a9%e6%94%be%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/103833.html","title":{"rendered":"EfficientNet \u6a21\u578b\u7684\u590d\u5408\u7f29\u653e\u65b9\u6cd5"},"content":{"rendered":"<p>EfficientNet \u662f Google \u63d0\u51fa\u7684\u517c\u987e\u7cbe\u5ea6\u4e0e\u8ba1\u7b97\u6548\u7387\u7684\u8f7b\u91cf\u5316\u5377\u79ef\u795e\u7ecf\u7f51\u7edc&#xff0c;\u6838\u5fc3\u521b\u65b0\u662f\u590d\u5408\u7f29\u653e\u7b56\u7565&#xff0c;\u5728 ImageNet \u4e0a\u7528\u66f4\u5c11\u53c2\u6570\u91cf\u8d85\u8d8a ResNet\u3001DenseNet \u7b49\u4f20\u7edf\u6a21\u578b&#xff0c;\u5e7f\u6cdb\u7528\u4e8e\u56fe\u50cf\u5206\u7c7b\u3001\u76ee\u6807\u68c0\u6d4b\u3001\u5206\u5272\u7b49\u4efb\u52a1\u3002<\/p>\n<h3>\u4e00\u3001\u6838\u5fc3\u521b\u65b0 1&#xff1a;\u590d\u5408\u7f29\u653e Compound Scaling<\/h3>\n<p>\u4f20\u7edf CNN \u653e\u5927\u6a21\u578b\u65f6\u53ea\u4f1a\u5355\u72ec\u4fee\u6539\u4e00\u4e2a\u7ef4\u5ea6&#xff1a;<\/p>\n<li>\u6df1\u5ea6&#xff08;Depth&#xff09;&#xff1a;\u589e\u52a0\u7f51\u7edc\u5c42\u6570&#xff08;\u5982 ResNet50\u2192ResNet101&#xff09;<\/li>\n<li>\u5bbd\u5ea6&#xff08;Width&#xff09;&#xff1a;\u589e\u52a0\u5377\u79ef\u901a\u9053\u6570<\/li>\n<li>\u5206\u8fa8\u7387&#xff08;Resolution&#xff09;&#xff1a;\u653e\u5927\u8f93\u5165\u56fe\u7247\u5c3a\u5bf8<\/li>\n<p>\u5355\u72ec\u7f29\u653e\u4f1a\u5f88\u5feb\u8fbe\u5230\u7cbe\u5ea6\u9971\u548c&#xff0c;\u7b97\u529b\u6d6a\u8d39\u3002<\/p>\n<p>EfficientNet \u63d0\u51fa\u4e09\u4e2a\u7ef4\u5ea6\u6309\u56fa\u5b9a\u6bd4\u4f8b\u540c\u6b65\u653e\u5927\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"621\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911041713-6aa380c934dfd.png\" width=\"1533\" \/><\/p>\n<p>\u56fe\u4e2d\u8bf4\u660e&#xff1a;<\/p>\n<p>(a) Baseline \u57fa\u51c6\u6a21\u578b&#xff08;B0&#xff09;<\/p>\n<p>(b) \u53ea\u52a0\u5bbd<\/p>\n<p>(c) \u53ea\u52a0\u6df1<\/p>\n<p>(d) \u53ea\u63d0\u9ad8\u5206\u8fa8\u7387<\/p>\n<p>(e) \u590d\u5408\u7f29\u653e&#xff08;\u4e09\u8005\u5747\u8861\u653e\u5927&#xff0c;\u6548\u679c\u6700\u4f18&#xff09;<\/p>\n<p>\u6570\u5b66\u516c\u5f0f&#xff1a;<\/p>\n<p>\\\\(d&#061;\\\\alpha^\\\\phi,\\\\quad w&#061;\\\\beta^\\\\phi,\\\\quad r&#061;\\\\gamma^\\\\phi\\\\\\\\ \\\\alpha\\\\cdot\\\\beta^2\\\\cdot\\\\gamma^2\\\\approx2\\\\)<\/p>\n<p>\u56fa\u5b9a\u8d85\u53c2 \\\\(\\\\alpha&#061;1.2,\\\\beta&#061;1.1,\\\\gamma&#061;1.15\\\\)&#xff1b;\\\\(\\\\phi\\\\) \u662f\u5168\u5c40\u7f29\u653e\u7cfb\u6570&#xff0c;\u7528\u6765\u751f\u6210 B0~B7 \u4e00\u7cfb\u5217\u6a21\u578b&#xff1a;<\/p>\n<ul>\n<li>B0&#xff1a;\\\\(\\\\phi&#061;0\\\\)&#xff0c;\u8f7b\u91cf\u5feb\u901f&#xff08;224\u00d7224 \u8f93\u5165&#xff09;<\/li>\n<li>B7&#xff1a;\\\\(\\\\phi&#061;7\\\\)&#xff0c;\u9ad8\u7cbe\u5ea6\u5927\u6a21\u578b&#xff08;600\u00d7600 \u8f93\u5165&#xff09;<\/li>\n<\/ul>\n<h3>\u4e8c\u3001\u57fa\u51c6\u7f51\u7edc EfficientNet\u2011B0 \u6574\u4f53\u67b6\u6784<\/h3>\n<p>B0 \u7531 NAS \u795e\u7ecf\u67b6\u6784\u641c\u7d22\u81ea\u52a8\u5f97\u5230&#xff0c;\u4f5c\u4e3a\u7f29\u653e\u7684\u57fa\u7840\u6a21\u677f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"566\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911041713-6aa380c97e367.png\" width=\"456\" \/><\/p>\n<p>\u6574\u4f53\u6d41\u6c34\u7ebf\u5206\u4e3a\u4e09\u5927\u90e8\u5206&#xff1a;<\/p>\n<li>Stem \u5c42&#xff1a;3\u00d73 \u5377\u79ef &#043; BN &#043; Swish \u6fc0\u6d3b&#xff0c;\u521d\u6b65\u4e0b\u91c7\u6837\u63d0\u53d6\u6d45\u5c42\u7279\u5f81<\/li>\n<li>\u4e3b\u4f53 Stage&#xff08;7 \u4e2a\u9636\u6bb5&#xff0c;\u5806\u53e0 MBConv \u6a21\u5757&#xff09;&#xff1a;\u6838\u5fc3\u7279\u5f81\u63d0\u53d6\u5c42<\/li>\n<li>Head \u8f93\u51fa\u7aef&#xff1a;\u5168\u5c40\u5e73\u5747\u6c60\u5316 \u2192 Dropout \u2192 \u5168\u8fde\u63a5\u5c42 \u2192 Softmax \u5206\u7c7b<\/li>\n<h3>\u4e09\u3001\u6838\u5fc3\u57fa\u7840\u6a21\u5757&#xff1a;MBConv&#xff08;Mobile Inverted Bottleneck&#xff09;<\/h3>\n<p>\u6574\u4e2a\u7f51\u7edc\u91cd\u590d\u5806\u53e0\u5e26 SE \u6ce8\u610f\u529b\u7684 MBConv6 \u6a21\u5757&#xff0c;\u7ed3\u6784\u62c6\u89e3&#xff1a;<\/p>\n<li>\\\\(1\\\\times1\\\\) Pointwise \u5377\u79ef&#xff1a;\u5347\u7ef4\u6269\u5f20\u901a\u9053&#xff08;expand ratio&#061;6&#xff09;<\/li>\n<li>\\\\(3\\\\times3\/5\\\\times5\\\\) Depthwise \u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef&#xff08;\u8f7b\u91cf\u5316&#xff09;<\/li>\n<li>SE \u901a\u9053\u6ce8\u610f\u529b\u6a21\u5757&#xff1a;\u81ea\u52a8\u7ed9\u91cd\u8981\u7279\u5f81\u901a\u9053\u52a0\u6743<\/li>\n<li>\\\\(1\\\\times1\\\\) Pointwise \u5377\u79ef&#xff1a;\u964d\u7ef4\u538b\u7f29\u901a\u9053<\/li>\n<li>\u6b8b\u5dee Shortcut \u8df3\u8dc3\u8fde\u63a5&#xff08;\u8f93\u5165\u8f93\u51fa\u5c3a\u5bf8\u4e00\u81f4\u65f6\u542f\u7528&#xff09;<\/li>\n<li>DropConnect \u6b63\u5219\u5316&#xff0c;\u6291\u5236\u8fc7\u62df\u5408<\/li>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"449\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911041714-6aa380ca08571.png\" width=\"1080\" \/><\/p>\n<h3>\u56db\u3001\u6027\u80fd\u5bf9\u6bd4&#xff08;\u548c\u7ecf\u5178 CNN \u5bf9\u6bd4&#xff09;<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"507\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911041714-6aa380ca41c7c.png\" width=\"644\" \/><\/p>\n<ul>\n<li>EfficientNet\u2011B7 \u7cbe\u5ea6\u8d85\u8d8a GPipe&#xff0c;\u4f46\u53c2\u6570\u91cf\u4ece 556M \u964d\u4f4e\u5230 66M&#xff0c;\u901f\u5ea6\u63d0\u5347 6 \u500d\u4ee5\u4e0a<\/li>\n<li>\u5728\u76f8\u540c\u8ba1\u7b97\u91cf\u4e0b&#xff0c;EfficientNet \u7684\u51c6\u786e\u7387\u5168\u9762\u4f18\u4e8e ResNet\u3001Xception\u3001SENet<\/li>\n<\/ul>\n<h3>\u4e94\u3001\u6d88\u878d\u5b9e\u9a8c<\/h3>\n<p>\u4ece\u540c\u4e00\u4e2a B0 \u57fa\u7ebf\u51fa\u53d1&#xff0c;\u5206\u522b\u6267\u884c&#xff1a;\u53ea\u7f29\u653e\u5bbd\u5ea6\u3001\u53ea\u7f29\u653e\u6df1\u5ea6\u3001\u53ea\u7f29\u653e\u5206\u8fa8\u7387\u3001\u590d\u5408\u7f29\u653e\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"459\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911041714-6aa380ca7aea7.png\" width=\"643\" \/><\/p>\n<h3>\u516d\u3001\u4e0e\u5176\u4ed6\u7684SOTA\u7684performance\u7684\u6bd4\u8f83<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1143\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911041714-6aa380caa9570.png\" width=\"1590\" \/><\/p>\n<h3>\u4e03\u3001\u6a21\u578b\u7ed3\u6784<\/h3>\n<h4>EfficientNet-B0<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"445\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911041715-6aa380cb7a1d9.png\" width=\"1080\" \/><br \/>\nEfficientNet-B0\u67b6\u6784\u3002(x2\u8868\u793a\u62ec\u53f7\u5185\u7684\u6a21\u5757\u91cd\u590d\u4e24\u6b21)<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"370\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911041715-6aa380cbbc8e1.png\" width=\"582\" \/><\/p>\n<h4>EfficientNet-B1<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"446\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911041715-6aa380cbe67f0.png\" width=\"1080\" \/><br \/>\nEfficientNet-B1\u7684\u7ed3\u6784<\/p>\n<h4>EfficientNet-B2<\/h4>\n<\/p>\n<p>\u6574\u4f53\u7f51\u7edc\u67b6\u6784\u548cB1\u4e00\u6837&#xff0c;\u4ec5\u8c03\u6574\u7279\u5f81\u901a\u9053\u6570\u91cf\u4e0e\u6a21\u5757\u5806\u53e0\u5c42\u6570&#xff0c;\u589e\u52a0\u4e86\u6a21\u578b\u53c2\u6570\u91cf\u3002<\/p>\n<h4>EfficientNet-B3<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"448\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911041716-6aa380cc377f7.png\" width=\"1080\" \/><br \/>\nEfficientNet-B3\u7684\u7ed3\u6784<\/p>\n<h4>EfficientNet-B4<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"467\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911041716-6aa380cc7cd44.png\" width=\"1080\" \/><br \/>\nEfficientNet-B4\u7684\u7ed3\u6784<\/p>\n<h4>EfficientNet-B5<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"445\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911041716-6aa380ccc4d33.png\" width=\"1080\" \/><br \/>\nEfficientNet-B5\u7684\u7ed3\u6784<\/p>\n<h4>EfficientNet-B6<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"443\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911041717-6aa380cd1a9dd.png\" width=\"1080\" \/><br \/>\nEfficientNet-B6\u7684\u7ed3\u6784<\/p>\n<h4>EfficientNet-B7<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"446\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911041717-6aa380cd66eef.png\" width=\"1080\" \/><br \/>\nEfficientNet-B7\u7684\u7ed3\u6784<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>EfficientNet \u662f Google \u63d0\u51fa\u7684\u517c\u987e\u7cbe\u5ea6\u4e0e\u8ba1\u7b97\u6548\u7387\u7684\u8f7b\u91cf\u5316\u5377\u79ef\u795e\u7ecf\u7f51\u7edc&#xff0c;\u6838\u5fc3\u521b\u65b0\u662f\u590d\u5408\u7f29\u653e\u7b56\u7565&#xff0c;\u5728 ImageNet \u4e0a\u7528\u66f4\u5c11\u53c2\u6570\u91cf\u8d85\u8d8a ResNet\u3001DenseNet \u7b49\u4f20\u7edf\u6a21\u578b&#xff0c;\u5e7f\u6cdb\u7528\u4e8e\u56fe\u50cf\u5206\u7c7b\u3001\u76ee\u6807\u68c0\u6d4b\u3001\u5206\u5272\u7b49\u4efb\u52a1\u3002\u4e00\u3001\u6838\u5fc3\u521b\u65b0 1&#xff1a;\u590d\u5408\u7f29\u653e Compound Scaling\u4f20\u7edf CNN \u653e\u5927\u6a21\u578b\u65f6\u53ea\u4f1a\u5355\u72ec\u4fee\u6539\u4e00\u4e2a\u7ef4\u5ea6&#xff1a;\u6df1\u5ea6&#xff08;Depth&#xff09;&#xff1a;\u589e<\/p>\n","protected":false},"author":2,"featured_media":103819,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50],"topic":[],"class_list":["post-103833","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-50"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>EfficientNet \u6a21\u578b\u7684\u590d\u5408\u7f29\u653e\u65b9\u6cd5 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/103833.html\" \/>\n<meta property=\"og:locale\" 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