{"id":8913,"date":"2022-10-08T20:46:16","date_gmt":"2022-10-08T12:46:16","guid":{"rendered":"http:\/\/139.9.1.231\/?p=8913"},"modified":"2022-10-08T20:46:17","modified_gmt":"2022-10-08T12:46:17","slug":"as-mlp","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/10\/08\/as-mlp\/","title":{"rendered":"AS-MLP\uff1a\u9996\u4e2a\u68c0\u6d4b\u4e0e\u5206\u5272\u9886\u57dfMLP\u67b6\u6784"},"content":{"rendered":"\n<p>paper: <a href=\"https:\/\/arxiv.org\/abs\/2107.08391\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2107.08391<\/a><\/p>\n\n\n\n<p>github\uff1a<a href=\"https:\/\/github.com\/svip-lab\/AS-MLP\">https:\/\/github.com\/svip-lab\/AS-MLP<\/a><\/p>\n\n\n\n<p>  \u672c\u6587\u662f\u4e0a\u6d77\u79d1\u6280\u5927\u5b66\u5728MLP\u67b6\u6784\u65b9\u9762\u7684\u63a2\u7d22\uff0c\u5b83\u8bbe\u8ba1\u4e86\u4e00\u79cd\u8f74\u5411\u79fb\u4f4d\u64cd\u4f5c\u4ee5\u4fbf\u4e8e\u8fdb\u884c\u7a7a\u95f4\u4fe1\u606f\u4ea4\u4e92\u3002\u5728\u67b6\u6784\u65b9\u9762\uff0cAS-MLP\u91c7\u7528\u4e86\u7c7b\u4f3cPVT\u7684\u5206\u5c42\u67b6\u6784\uff0c\u56e0\u4e3a\u53ef\u4ee5\u8f7b\u6613\u7684\u8fc1\u79fb\u5230\u4e0b\u6e38\u4efb\u52a1\u3002\u6240\u63d0\u65b9\u6cd5\u5728ImageNet\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u4f18\u4e8e\u5176\u4ed6MLP\u67b6\u6784\u7684\u6027\u80fd\uff0c\u5728COC\u68c0\u6d4b\u4e0eADE20K\u5206\u5272\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u4e0eSwin\u76f8\u5f53\u7684\u6027\u80fd\u3002\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cAS-MLP\u662f\u9996\u4e2a\u8fc1\u79fb\u5230\u4e0b\u6e38\u4efb\u52a1\u7684MLP\u67b6\u6784\u3002\u6ce8\uff1aCycleMLP\u4e0eAS-MLP\u5c5e\u4e8e\u540c\u4e00\u65f6\u671f\u7684\u5de5\u4f5c\uff0c\u53d1\u5230arxiv\u7684\u65f6\u95f4\u4e5f\u53ea\u5dee\u4e24\u5929\uff0c\u8bf4\u4e24\u8005\u90fd\u662f\u9996\u4e2a\u5176\u5b9e\u4e5f\u53ef\u4ee5\u3002<\/p>\n\n\n\n<p>    \u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u8f74\u5411\u79fb\u52a8\u67b6\u6784AS-MLP(Axial Shifted MLP)\u7528\u4e8e\u4e0d\u540c\u7684\u89c6\u89c9\u4efb\u52a1(\u5305\u542b\u56fe\u50cf\u5206\u7c7b\u3001\u68c0\u6d4b\u4ee5\u53ca\u5206\u5272)\u3002\u4e0d\u540c\u4e8eMLP-Mixer\u901a\u8fc7\u77e9\u9635\u8f6c\u7f6e+\u8bcd\u6df7\u53e0MLP\u8fdb\u884c\u5168\u5c40\u7a7a\u57df\u7279\u5f81\u7f16\u7801\uff0c\u6211\u4eec\u5728\u5c40\u90e8\u7279\u5f81\u901a\u4fe1\u65b9\u5411\u6295\u5165\u4e86\u66f4\u591a\u7684\u5173\u6ce8\u3002<\/p>\n\n\n\n<p>      \u901a\u8fc7\u8f74\u5411\u79fb\u52a8\u7279\u5f81\u4fe1\u606f\uff0cAS-MLP\u53ef\u4ee5\u5f97\u5230\u4e0d\u540c\u65b9\u5411\u7684\u4fe1\u606f\u6d41\uff0c\u8fd9\u6709\u52a9\u4e8e\u6355\u83b7\u5c40\u90e8\u76f8\u5173\u6027\u3002\u8be5\u64cd\u4f5c\u4f7f\u5f97\u6211\u4eec\u91c7\u7528\u7eafMLP\u67b6\u6784\u5373\u53ef\u53d6\u5f97\u4e0eCNN\u76f8\u540c\u7684\u611f\u53d7\u91ce\u3002\u6211\u4eec\u8fd8\u53ef\u4ee5\u7c7b\u4f3c\u5377\u79ef\u6838\u8bbe\u7f6eAS-MLP\u6a21\u5757\u7684\u611f\u53d7\u91ce\u5c3a\u5bf8\u4ee5\u53ca\u6269\u5f20\u56e0\u5b50\u3002\u5982\u6b64\u7b80\u5355\u800c\u6709\u6548\u7684\u67b6\u6784\u53d6\u5f97\u4e86\u4f18\u4e8e\u5176\u4ed6MLP\u67b6\u6784\u7684\u6027\u80fd\uff0c\u540c\u65f6\u5177\u6709\u4e0eTransformer\u67b6\u6784(\u6bd4\u5982Swin Transformer)\u76f8\u5f53\u7684\u6027\u80fd\uff0c\u751a\u81f3\u5177\u6709\u7a0d\u5c11\u7684FLOPs\u3002\u6bd4\u5982\uff0cAS-MLP\u5728ImageNet\u6570\u636e\u96c6\u4e0a\u51ed\u501f88M\u53c2\u6570\u91cf+15.2GFLOPs\u53d6\u5f97\u4e8683.3%top1\u7cbe\u5ea6\uff0c\u4e14\u65e0\u9700\u989d\u5916\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n\n\n\n<p>     \u6b64\u5916\uff0c\u6240\u63d0AS-MLP\u4e5f\u662f\u9996\u4e2a\u7528\u4e8e\u4e0b\u6e38\u4efb\u52a1(\u5982\u76ee\u6807\u68c0\u6d4b\u3001\u8bed\u4e49\u5206\u5272)\u7684MLP\u67b6\u6784\u3002AS-MLP\u5728COC\u9a8c\u8bc1\u96c6\u4e0a\u53d6\u5f97\u4e8651.5mAP\u6307\u6807\uff0c\u5728ADE20K\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e8649.5mIoU\u6307\u6807\uff0c\u5177\u6709\u4e0eTransformer\u67b6\u6784\u76f8\u5f53\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p>Method\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"737\" height=\"219\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-30.png\" alt=\"\" class=\"wp-image-8932\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-30.png 737w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-30-300x89.png 300w\" sizes=\"(max-width: 737px) 100vw, 737px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"119\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-33-1024x119.png\" alt=\"\" class=\"wp-image-8942\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-33-1024x119.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-33-300x35.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-33-768x89.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-33-1536x179.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-33.png 1631w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"121\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-34-1024x121.png\" alt=\"\" class=\"wp-image-8943\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-34-1024x121.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-34-300x36.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-34-768x91.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-34-1536x182.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-34.png 1646w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"346\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-31-1024x346.png\" alt=\"\" class=\"wp-image-8934\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-31-1024x346.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-31-300x101.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-31-768x259.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-31.png 1066w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"223\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-35-1024x223.png\" alt=\"\" class=\"wp-image-8944\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-35-1024x223.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-35-300x65.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-35-768x167.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-35-1536x334.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-35.png 1667w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"537\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-32-1024x537.png\" alt=\"\" class=\"wp-image-8935\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-32-1024x537.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-32-300x157.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-32-768x403.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-32.png 1117w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 id=\"item-2-2\">Comparisons between AS-MLP, Convolution, Transformer and MLP-Mixer<\/h3>\n\n\n\n<p>\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5c06AS-MLP\u3001\u5377\u79ef\u3001Swin\u4ee5\u53caMLP-Mixer\u8fdb\u884c\u5bf9\u6bd4\u5206\u6790\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u6a21\u578b\u662f\u4ece\u4e0d\u540c\u89d2\u5ea6\u51fa\u53d1\u8bbe\u8ba1\u5f97\u5230\uff0c\u4f46\u5b83\u4eec\u5747\u57fa\u4e8e\u7ed9\u5b9a\u8f93\u51fa\u4f4d\u7f6e\u70b9\uff0c\u5176\u503c\u4f9d\u8d56\u4e8e\u5c40\u90e8\u7279\u5f81\u7684\u52a0\u6743\u3002\u8fd9\u4e9b\u91c7\u6837\u4f4d\u7f6e\u5305\u542b\u5c40\u90e8\u4f9d\u8d56\u4e0e\u957f\u8ddd\u79bb\u4f9d\u8d56\u3002<\/p>\n\n\n\n<p>\u4ece\u4e0a\u8ff0\u5bf9\u6bd4\u56fe\u53ef\u4ee5\u770b\u5230\uff1a<\/p>\n\n\n\n<ul><li>\u5377\u79ef\u662f\u4e00\u79cd\u5c40\u90e8\u611f\u53d7\u91ce\u7684\u64cd\u4f5c\uff0c\u66f4\u9002\u5408\u4e8e\u63d0\u53d6\u5177\u6709\u5c40\u90e8\u4f9d\u8d56\u5173\u7cfb\u7684\u7279\u5f81\uff1b<\/li><li>Swin\u540c\u6837\u662f\u4e00\u79cd\u5c40\u90e8\u611f\u53d7\u91ce\u64cd\u4f5c\uff0cSwin\u4e3a\u81ea\u6ce8\u610f\u529b\u673a\u5236\u5f15\u5165\u4e86\u5c40\u90e8\u6027\u63d0\u5347\u4e86Transformer\u67b6\u6784\u7684\u6027\u80fd\uff0c\u540c\u65f6\u4e5f\u964d\u4f4e\u4e86\u8ba1\u7b97\u590d\u6742\u5ea6\uff1b<\/li><li>MLP-Mixer\u662f\u4e00\u79cd\u5168\u5c40\u611f\u53d7\u91ce\u64cd\u4f5c\uff0c\u5b83\u4ec5\u4ec5\u7531\u77e9\u9635\u8f6c\u7f6e\u4e0eMLP\u64cd\u4f5c\u6784\u6210\uff1b<\/li><li>AS-MLP\u662f\u4e00\u79cd\u5c40\u90e8\u201c\u5341\u201d\u5b57\u611f\u53d7\u91ce\u64cd\u4f5c\uff0c\u5b83\u53ef\u4ee5\u66f4\u597d\u7684\u63d0\u53d6\u5c40\u90e8\u4f9d\u8d56\u5173\u7cfb\u3002<\/li><\/ul>\n\n\n\n<h3 id=\"item-2-3\">Variants of AS-MLP Architecture<\/h3>\n\n\n\n<p>\u524d\u9762\u7684Figure\u4ec5\u4ec5\u7ed9\u51fa\u4e86Tiny\u7248\u672c\u7684AS-MLP\u67b6\u6784\uff0c\u53c2\u8003DeiT\u4e0eSwin\uff0c\u6211\u4eec\u901a\u8fc7\u8c03\u6574\u6a21\u5757\u6570\u4e0e\u901a\u9053\u6570\u6784\u5efa\u4e86\u4e0d\u540c\u5927\u5c0f\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/aijishu.com\/img\/bV5OR\" alt=\"image.png\" title=\"image.png\"\/><\/figure>\n\n\n\n<h2 id=\"item-3\">Experiments<\/h2>\n\n\n\n<h3 id=\"item-3-1\">ImageNet Classification<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/aijishu.com\/img\/bV5OS\" alt=\"image.png\" title=\"image.png\"\/><\/figure>\n\n\n\n<p>\u4e0a\u8868\u7ed9\u51fa\u4e86\u6240\u63d0\u65b9\u6cd5\u5728ImageNet\u6570\u636e\u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\uff0c\u4ece\u4e2d\u53ef\u4ee5\u770b\u5230\uff1a<\/p>\n\n\n\n<ul><li>\u6240\u63d0AS-MLP\u53d6\u5f97\u4e86\u6bd4\u5176\u4ed6MLP\u67b6\u6784\u66f4\u4f18\u7684\u6027\u80fd\uff0c\u540c\u65f6\u5177\u6709\u76f8\u4f3c\u7684\u53c2\u6570\u91cf\u4e0eFLOPs\uff1b<\/li><li>AS-MLP-S\u53d6\u5f97\u4e8683.1%\u7684top1\u7cbe\u5ea6\u540c\u65f6\u5177\u6709\u6bd4Mixer-B\/16\u3001ViP-Medium\/7\u66f4\u5c11\u7684\u53c2\u6570\u91cf\uff1b<\/li><li>\u6b64\u5916\uff0cAS-MLP-B\u53d6\u5f97\u4e86\u4e0eSwin\u76f8\u5f53\u7684\u6027\u80fd\uff1a83.3%\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/aijishu.com\/img\/bV5OT\" alt=\"image.png\" title=\"image.png\"\/><\/figure>\n\n\n\n<p>\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u5bf9\u6bd4\u4e86\u7aef\u4fa7\u914d\u7f6e\u7248\u672c\u7684AS-MLP\uff0c\u7ed3\u679c\u89c1\u4e0a\u8868\u3002\u53ef\u4ee5\u770b\u5230\uff1a\u5728\u7aef\u4fa7\u914d\u7f6e\u4e0b\uff0c\u6240\u63d0\u65b9\u6cd5\u5927\u5e45\u8d85\u8d8a\u4e86Swin Transformer\u3002<\/p>\n\n\n\n<h3 id=\"item-3-2\">COCO Detection<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/aijishu.com\/img\/bV5OU\" alt=\"image.png\" title=\"image.png\"\/><\/figure>\n\n\n\n<p>\u4e0a\u8868\u5bf9\u6bd4\u4e86COCO\u68c0\u6d4b\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\uff0c\u53ef\u4ee5\u770b\u5230\uff1a<\/p>\n\n\n\n<ul><li>\u6240\u63d0AS-MLP\u662f\u9996\u4e2a\u7528\u4e8e\u4e0b\u6e38\u4efb\u52a1\u7684MLP\u67b6\u6784\uff1b<\/li><li>\u6240\u63d0AS-MLP\u53d6\u5f97\u4e86\u4e0eSwin\u76f8\u5f53\u7684\u6027\u80fd\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5728Cascade Mask R-CNN+Swin-B\u53d6\u5f97\u4e8651.9AP\u6307\u6807\uff0c\u53c2\u6570\u91cf\u4e3a145M\uff1b\u800cAS-MLP-B\u53d6\u5f97\u4e8651\u30025AP\u6307\u6807\uff0c\u53c2\u6570\u91cf\u4e3a145M\u3002<\/li><\/ul>\n\n\n\n<h3 id=\"item-3-3\">ADE20K Segmentation<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/aijishu.com\/img\/bV5OW\" alt=\"image.png\" title=\"image.png\"\/><\/figure>\n\n\n\n<p>\u4e0a\u8868\u7ed9\u51fa\u4e86ADE20K\u5206\u5272\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\uff0c\u4ece\u4e2d\u53ef\u4ee5\u770b\u5230\uff1a<\/p>\n\n\n\n<ul><li>\u6240\u63d0AS-MLP\u540c\u6837\u662f\u9996\u4e2a\u7528\u4e8e\u5206\u5272\u4efb\u52a1\u7684MLP\u67b6\u6784\uff1b<\/li><li>AS-MLP-T\u53d6\u5f97\u4e86\u6bd4Swin-T\u7b49\u6709\u7684\u6027\u80fd\uff0c\u540c\u65f6\u5177\u6709\u7a0d\u5c11FLOPs\uff1b<\/li><li>UperNet+Swin-B\u53d6\u5f97\u4e8649.7mIoU\uff0c\u53c2\u6570\u91cf\u4e3a121M\uff0c\u8ba1\u7b97\u91cf\u4e3a1188GFLOPs\uff1b\u800cUperNet+AS-MLP-B\u53d6\u5f97\u4e8649.5mIoU\uff0c\u53c2\u6570\u91cf121M\uff0c\u8ba1\u7b97\u91cf\u4e3a1166GFLOPs\u3002<\/li><\/ul>\n\n\n\n<h3 id=\"item-3-4\">Ablation Study<\/h3>\n\n\n\n<p>AS-MLP\u7684\u6838\u5fc3\u662f\u8f74\u5411\u79fb\u52a8\uff0c\u63a5\u4e0b\u6765\u6211\u4eec\u5c06\u5bf9\u5176\u4e0d\u540c\u6210\u5206\u8fdb\u884c\u6d88\u878d\u5206\u6790\uff0c\u6240\u6709\u8bd5\u9a8c\u5747\u57fa\u4e8eAS-MLP-T\u5b9e\u73b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/aijishu.com\/img\/bV5OX\" alt=\"image.png\" title=\"image.png\"\/><\/figure>\n\n\n\n<p>\u4e0a\u8868\u5bf9\u6bd4\u4e86\u4e0d\u540cpadding\u65b9\u5f0f\u3001\u4e0d\u540c\u79fb\u52a8\u5c3a\u5bf8\u4ee5\u53ca\u4e0d\u540c\u6269\u5c55\u6bd4\u4f8b\u7684\u6027\u80fd\u5bf9\u6bd4\uff0c\u4ece\u4e2d\u53ef\u4ee5\u770b\u5230\uff1a<\/p>\n\n\n\n<ul><li>zero-padding\u66f4\u9002\u5408\u4e8eAS-MLP\u8bbe\u8ba1\uff1b<\/li><li>\u63d0\u5347\u6269\u5f20\u56e0\u5b50\u4f1a\u8f7b\u5fae\u964d\u4f4e\u6a21\u578b\u6027\u80fd\uff1b<\/li><li>\u63d0\u5347\u79fb\u52a8\u5c3a\u5bf8\uff0c\u6a21\u578b\u7cbe\u5ea6\u4f1a\u5148\u4e0a\u5347\u540e\u4e0b\u964d\u3002<\/li><li>\u57fa\u4e8e\u4e0a\u8ff0\u5206\u6790\uff0c\u6211\u4eec\u91c7\u7528shift=5\uff0czero-padding\uff0cdilation=1\u3002<\/li><\/ul>\n\n\n\n<p><img src=\"https:\/\/aijishu.com\/img\/bV5OY\" alt=\"image.png\"><br>\u6211\u4eec\u540c\u65f6\u8fd8\u6bd4\u8f83\u4e86AS-MLP\u6a21\u5757\u7684\u4e0d\u540c\u94fe\u63a5\u7c7b\u578b\uff0c\u7ed3\u679c\u89c1\u4e0a\u8868\uff0c\u4ece\u4e2d\u53ef\u4ee5\u770b\u5230\uff1a<strong>\u5728\u4e0d\u540c\u79fb\u52a8\u5c3a\u5bf8\u4e0b\uff0c\u5e76\u884c\u8fde\u63a5\u603b\u662f\u5177\u6709\u6bd4\u4e32\u884c\u8fde\u63a5\u66f4\u4f73\u6027\u80fd<\/strong>\u3002<\/p>\n\n\n\n<h2 id=\"item-4\">Comparsion with S2MLP<\/h2>\n\n\n\n<p>\u5728\u521d\u770b\u5230\u8be5\u6587\u65f6\uff0c\u7b2c\u4e00\u611f\u89c9\u8fd9\u4e2a\u4e0e\u767e\u5ea6\u7684\u90a3\u7bc7S2MLP(\u89c1\u4e0b\u56fe\u6838\u5fc3\u6a21\u5757)\u771f\u7684\u975e\u5e38\u76f8\u4f3c\uff0c\u90fd\u662f\u91c7\u7528\u4e86\u5782\u76f4\u3001\u6c34\u5e73\u79fb\u4f4d\u65b9\u5f0f\u8fdb\u884c\u7a7a\u95f4\u4fe1\u606f\u4ea4\u4e92\uff0c\u800c\u4e14\u8fd8\u90fd\u662f\u4e0a\u4e0b\u5de6\u53f3\u56db\u4e2a\u65b9\u5411\u3002\u53ef\u60dcAS-MLP\u5e76\u672a\u4e0eS2MLP\u8fdb\u884c\u5bf9\u6bd4\uff0c\u53cd\u800c\u6bd4\u8f83\u665a(\u6307\u7684\u662f\u89c1\u520aarxiv)\u7684ViP\u8fdb\u884c\u7684\u5bf9\u6bd4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/aijishu.com\/img\/bV5OZ\" alt=\"image.png\" title=\"image.png\"\/><\/figure>\n\n\n\n<p>\u65e2\u7136\u63d0\u5230\u4e86\uff0c\u6211\u4eec\u8fd8\u662f\u5bf9S2MLP\u4e0eASMLP\u8fdb\u884c\u4e00\u4e0b\u5bf9\u6bd4\u5427\u3002<\/p>\n\n\n\n<ul><li>\u5728\u6574\u4f53\u67b6\u6784\u65b9\u9762\uff0cAS-MLP\u91c7\u7528\u4e86\u7c7b\u4f3cPVT\u7684\u5206\u5c42\u67b6\u6784\uff0c\u800cS2MLP\u4e00\u6587\u5219\u662f\u91c7\u7528\u4e86\u7c7b\u4f3cViT\u7684\u67f1\u72b6\u67b6\u6784\uff1b<\/li><li>\u5728\u5e94\u7528\u65b9\u9762\uff0cAS-MLP\u5373\u53ef\u5e94\u7528\u4e8e\u56fe\u50cf\u5206\u7c7b\uff0c\u8fd8\u53ef\u4ee5\u8fc1\u79fb\u5230\u4e0b\u6e38\u4efb\u52a1\u4e2d\uff1b\u800cS2MLP\u5219\u4ec5\u9002\u7528\u4e8e\u56fe\u50cf\u5206\u7c7b\uff0c\u5e76\u4e0d\u9002\u7528\u4e0b\u6e38\u4efb\u52a1\uff1b<\/li><li>\u5728\u6838\u5fc3\u6a21\u578b\u65b9\u9762\uff0cAS-MLP\u91c7\u7528\u5e76\u884c\u5782\u76f4\u3001\u6c34\u5e73\u79fb\u52a8\uff0c\u5206\u522b\u8fdb\u884c\u7279\u5f81\u6c47\u805a\u540e\u518d\u8fdb\u884c\u7279\u5f81\u76f8\u52a0\u6c47\u805a\uff1b\u800cS2MLP\u5219\u91c7\u7528\u5206\u7ec4\u65b9\u5f0f\uff0c\u4e0d\u540c\u7ec4\u8fdb\u884c\u4e0d\u540c\u65b9\u5411\u7684\u79fb\u52a8\uff0c\u7136\u540e\u518d\u8fdb\u884c\u7a7a\u95f4\u4fe1\u606f\u6c47\u805a\uff1b<\/li><li>\u5728\u6a21\u578b\u6027\u80fd\u65b9\u9762\uff0cAS-MLP\u53d6\u5f97\u4e86\u4e0eSwin\u76f8\u5f53\u7684\u6027\u80fd\uff0c\u6bd4ViP\u66f4\u4f18\u7684\u6027\u80fd\uff1b\u800cS2MLP\u7684\u6027\u80fd\u5219\u5f31\u4e8eSwin\u4e0eViP\uff1b<\/li><li>\u6700\u540e\u4e00\u70b9\uff0cAS-MLP\u5f00\u6e90\u4e86\uff0c\u4f46S2MLP\u5e76\u672a\u5f00\u6e90\u3002<\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>paper: https:\/\/arxiv.org\/abs\/2107.08391 github\uff1ahttps:\/\/ &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2022\/10\/08\/as-mlp\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">AS-MLP\uff1a\u9996\u4e2a\u68c0\u6d4b\u4e0e\u5206\u5272\u9886\u57dfMLP\u67b6\u6784<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[30],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/8913"}],"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=8913"}],"version-history":[{"count":17,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/8913\/revisions"}],"predecessor-version":[{"id":8946,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/8913\/revisions\/8946"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=8913"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=8913"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=8913"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}