{"id":6722,"date":"2022-08-29T15:19:26","date_gmt":"2022-08-29T07:19:26","guid":{"rendered":"http:\/\/139.9.1.231\/?p=6722"},"modified":"2022-08-31T15:16:29","modified_gmt":"2022-08-31T07:16:29","slug":"swin-unetunet","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/08\/29\/swin-unetunet\/","title":{"rendered":"Swin-Unet\uff1aUnet\u5f62\u72b6\u7684\u7eafTransformer\u7684\u533b\u5b66\u56fe\u50cf\u5206\u5272"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p>\u9996\u4e2a\u57fa\u4e8e\u7eafTransformer\u7684U-Net\u5f62\u7684\u533b\u5b66\u56fe\u50cf\u5206\u5272\u7f51\u7edc\uff0c\u5176\u4e2d\u5229\u7528<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/360225583\">Swin Transformer<\/a>\u6784\u5efa\u7f16\u7801\u5668\u3001bottleneck\u548c\u89e3\u7801\u5668\uff0c\u8868\u73b0SOTA\uff01\u6027\u80fd\u4f18\u4e8e<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/350271375\">TransUnet<\/a>\u3001Att-UNet\u7b49<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1a\u6155\u5c3c\u9ed1\u5de5\u4e1a\u5927\u5b66, \u590d\u65e6\u5927\u5b66, \u534e\u4e3a(\u7530\u5947\u7b49\u4eba)<br>\u4ee3\u7801\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/HuCaoFighting\/Swin-Unet\" target=\"_blank\">https:\/\/github.com\/HuCaoFighting\/Swin-Unet<\/a><br>\u8bba\u6587\u4e0b\u8f7d\u94fe\u63a5\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/2105.05537\" target=\"_blank\">https:\/\/arxiv.org\/abs\/2105.0553<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"632\" height=\"238\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-460.png\" alt=\"\" class=\"wp-image-6726\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-460.png 632w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-460-300x113.png 300w\" sizes=\"(max-width: 632px) 100vw, 632px\" \/><\/figure>\n\n\n\n<p>\u5728\u8fc7\u53bb\u7684\u51e0\u5e74\u4e2d\uff0c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u5728\u533b\u5b66\u56fe\u50cf\u5206\u6790\u4e2d\u53d6\u5f97\u4e86\u91cc\u7a0b\u7891\u5f0f\u7684\u8fdb\u5c55\u3002\u5c24\u5176\u662f\uff0c\u57fa\u4e8eU\u5f62\u67b6\u6784\u548c\u8df3\u8dc3\u8fde\u63a5\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5df2\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5404\u79cd\u533b\u5b66\u56fe\u50cf\u4efb\u52a1\u4e2d\u3002\u4f46\u662f\uff0c\u5c3d\u7ba1CNN\u53d6\u5f97\u4e86\u51fa\u8272\u7684\u6027\u80fd\uff0c\u4f46\u662f\u7531\u4e8e\u5377\u79ef\u64cd\u4f5c\u7684\u5c40\u9650\u6027\uff0c\u5b83\u65e0\u6cd5\u5f88\u597d\u5730\u5b66\u4e60\u5168\u5c40\u548c\u8fdc\u7a0b\u8bed\u4e49\u4fe1\u606f\u4ea4\u4e92\u3002<\/p>\n\n\n\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86Swin-Unet\uff0c\u5b83\u662f\u7528\u4e8e\u533b\u5b66\u56fe\u50cf\u5206\u5272\u7684\u7c7b\u4f3cUnet\u7684\u7eafTransformer\u3002\u6807\u8bb0\u5316\u7684\u56fe\u50cf\u5757\u901a\u8fc7\u8df3\u8dc3\u8fde\u63a5\u88ab\u9988\u9001\u5230\u57fa\u4e8eTransformer\u7684U\u5f62En-Decoder\u67b6\u6784\u4e2d\uff0c\u4ee5\u8fdb\u884c\u5c40\u90e8\u5168\u5c40\u8bed\u4e49\u7279\u5f81\u5b66\u4e60\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"692\" height=\"742\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-461.png\" alt=\"\" class=\"wp-image-6727\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-461.png 692w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-461-280x300.png 280w\" sizes=\"(max-width: 692px) 100vw, 692px\" \/><\/figure><\/div>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u4f7f\u7528\u5e26\u6709\u504f\u79fb\u7a97\u53e3\u7684\u5206\u5c42Swin Transformer\u4f5c\u4e3a\u7f16\u7801\u5668\u6765\u63d0\u53d6\u4e0a\u4e0b\u6587\u7279\u5f81\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"613\" height=\"239\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-462.png\" alt=\"\" class=\"wp-image-6730\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-462.png 613w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-462-300x117.png 300w\" sizes=\"(max-width: 613px) 100vw, 613px\" \/><\/figure><\/div>\n\n\n\n<h2>\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<p>\u5728\u5bf9\u8f93\u5165\u548c\u8f93\u51fa\u8fdb\u884c4\u500d\u7684\u76f4\u63a5\u4e0b\u91c7\u6837\u548c\u4e0a\u91c7\u6837\u7684\u60c5\u51b5\u4e0b\uff0c\u5bf9\u591a\u5668\u5b98\u548c\u5fc3\u810f\u5206\u5272\u4efb\u52a1\u8fdb\u884c\u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u57fa\u4e8e\u7eafTransformer\u7684U\u5f62\u7f16\u7801\u5668\/\u89e3\u7801\u5668\u7f51\u7edc\u4f18\u4e8e\u90a3\u4e9b\u5168\u5377\u79ef\u6216\u8005Transformer\u548c\u5377\u79ef\u7684\u7ec4\u5408\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"645\" height=\"238\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-463.png\" alt=\"\" class=\"wp-image-6732\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-463.png 645w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-463-300x111.png 300w\" sizes=\"(max-width: 645px) 100vw, 645px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"682\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-464-1024x682.png\" alt=\"\" class=\"wp-image-6733\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-464-1024x682.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-464-300x200.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-464-768x512.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-464.png 1193w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>      \u4e2a\u4eba\u611f\u89c9\uff0c\u8fd9\u4e2atransformer\u67b6\u6784\u4e0b\u7684\u53c2\u6570\u91cf\u5e94\u8be5\u4f1a\u5927\u5f88\u591a\u5427\uff08\u8fd1\u767eM\uff09\uff1f\u76ee\u524d\u4f5c\u8005\u597d\u50cf\u5e76\u672a\u5728\u8bba\u6587\u4e2d\u7ed9\u51fa\u5bf9\u6bd4\u3002\u53e6\u5916\u5c31\u662f\u8fd9\u4e2a \u611f\u89c9\u6ca1\u5565\u521b\u65b0\u70b9..\u611f\u89c9\u6ca1\u5565\u6709\u70b9\u6c34\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9996\u4e2a\u57fa\u4e8e\u7eafTransformer\u7684U-Net\u5f62\u7684\u533b\u5b66\u56fe\u50cf\u5206\u5272\u7f51\u7edc\uff0c\u5176\u4e2d\u5229\u7528Swin Transformer\u6784\u5efa &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2022\/08\/29\/swin-unetunet\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Swin-Unet\uff1aUnet\u5f62\u72b6\u7684\u7eafTransformer\u7684\u533b\u5b66\u56fe\u50cf\u5206\u5272<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[24],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/6722"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=6722"}],"version-history":[{"count":11,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/6722\/revisions"}],"predecessor-version":[{"id":6738,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/6722\/revisions\/6738"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=6722"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=6722"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=6722"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}