{"id":4995,"date":"2022-07-21T20:37:59","date_gmt":"2022-07-21T12:37:59","guid":{"rendered":"http:\/\/139.9.1.231\/?p=4995"},"modified":"2022-07-22T10:54:13","modified_gmt":"2022-07-22T02:54:13","slug":"cvpr2022-acmix","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/07\/21\/cvpr2022-acmix\/","title":{"rendered":"CVPR2022 | \u81ea\u6ce8\u610f\u529b\u548c\u5377\u79ef\u7684\u878d\u5408\uff08ACmix\uff09"},"content":{"rendered":"\n<p><strong>\u524d\u8a00<\/strong><strong>&nbsp;&nbsp;<\/strong>\u901a\u5e38convolution\u548cself-attention\u88ab\u8ba4\u4e3a\u662f\u8868\u5f81\u5b66\u4e60\u7684\u4e24\u4e2a\u6709\u529b\u4e14\u76f8\u4e92\u5bf9\u7b49\u7684\u4e0d\u7528\u65b9\u6cd5\u3002\u5728\u672c\u6587\u4e2d\uff0c\u4f5c\u8005\u53d1\u6398\u4e86\u4e24\u8005\u4e4b\u95f4\u7684\u6f5c\u5728\u5173\u7cfb\uff0c\u4e24\u8005\u7684\u5927\u90e8\u5206\u8ba1\u7b97\u5b9e\u9645\u4e0a\u662f\u76f8\u901a\u7684\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u5c06K x K \u7684\u4f20\u7edf\u5377\u79ef\u5206\u89e3\u4e3ak\u65b9\u4e2a1 x 1\u7684\u5377\u79ef\uff0c\u7136\u540e\u5c06self-attention\u6a21\u5757\u4e2dqueries\u3001 keys\u7b49\u89e3\u91ca\u4e3a\u591a\u4e2a1 x 1\u7684\u5377\u79ef\uff0c\u7136\u540e\u8ba1\u7b97\u6ce8\u610f\u529b\u6743\u91cd\u548c\u805a\u5408\u503c\u3002<\/p>\n\n\n\n<p>\u8be5\u6a21\u578b\u5728\u56fe\u50cf\u8bc6\u522b\u548cdown streamtasks\u53d6\u5f97\u4e86\u4f18\u5f02\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<p><strong>\u8bba\u6587\u9898\u76ee\uff1aOn the Integration of Self-Attention and Convolution<\/strong><\/p>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openaccess.thecvf.com\/content\/CVPR2022\/papers\/Pan_On_the_Integration_of_Self-Attention_and_Convolution_CVPR_2022_paper.pdf<\/p>\n\n\n\n<p>\u6e90\u4ee3\u7801\uff1ahttps:\/\/github.com\/LeapLabTHU\/ACmix &nbsp; &nbsp; &nbsp; &nbsp; https:\/\/gitee.com\/mindspore\/models.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"791\" height=\"339\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-76.png\" alt=\"\" class=\"wp-image-4996\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-76.png 791w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-76-300x129.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-76-768x329.png 768w\" sizes=\"(max-width: 791px) 100vw, 791px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"851\" height=\"792\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-78.png\" alt=\"\" class=\"wp-image-5001\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-78.png 851w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-78-300x279.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-78-768x715.png 768w\" sizes=\"(max-width: 851px) 100vw, 851px\" \/><\/figure>\n\n\n\n<p>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4e0e\u81ea\u6ce8\u610f\u529b\u5728\u56fe\u50cf\u8bc6\u522b\u3001\u8bed\u4e49\u5206\u5272\u7b49\u65b9\u9762\u53d6\u5f97\u4e86\u98de\u901f\u7684\u53d1\u5c55\u3002\u968f\u7740transformers\u7684\u51fa\u73b0\uff0cattention-based\u7684\u65b9\u6cd5\u53d6\u5f97\u4e86\u66f4\u52a0\u4f18\u5f02\u7684\u6027\u80fd\u3002\u5c3d\u7ba1\u4e24\u79cd\u65b9\u6cd5\u90fd\u53d6\u5f97\u4e86\u6210\u529f\uff0c\u4f46\u662f\u4e24\u8005\u9075\u5faa\u4e0d\u540c\u7684\u8bbe\u8ba1\u601d\u8def\u3002\u524d\u8005\u5728\u7279\u5f81\u56fe\u4e2d\u5171\u4eab\u6743\u91cd\uff0c\u540e\u8005\u901a\u8fc7\u52a8\u6001\u8ba1\u7b97\u50cf\u7d20\u95f4\u7684\u76f8\u4f3c\u5ea6\u51fd\u6570\u4ece\u800c\u80fd\u591f\u6355\u83b7\u4e0d\u540c\u533a\u57df\u7684\u7279\u5f81\u8fdb\u800c\u83b7\u5f97\u66f4\u591a\u7684\u7279\u5f81\u3002<\/p>\n\n\n\n<p>\u5728\u4e00\u4e9b\u5de5\u4f5c\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u4ec5\u4f7f\u7528self-attention\u6765\u72ec\u7acb\u5730\u6784\u5efa\u89c6\u89c9\u4efb\u52a1\u6a21\u578b\uff0c\u8fd9\u4e00\u505a\u6cd5\u7684\u6709\u6548\u6027\u5728\u4e00\u4e9b\u4efb\u52a1\u4e2d\u5f97\u5230\u4e86\u9a8c\u8bc1\uff0c\u5176\u5b8c\u5168\u53ef\u4ee5\u4ee3\u66ff\u5377\u79ef\u64cd\u4f5c\u3002Vision Transformer\u8868\u660e\u53ea\u8981\u7ed9\u5b9a\u8db3\u591f\u7684\u6570\u636e\uff0c\u5c31\u53ef\u4ee5\u83b7\u5f97\u4f18\u5f02\u7684\u7ed3\u679c\uff0c\u8fd9\u4e00\u505a\u6cd5\u5728\u70b9\u4e91\u5206\u5272\u7b49\u5176\u4ed6\u89c6\u89c9\u4efb\u52a1\u4e0a\u4e5f\u53d6\u5f97\u4e86\u4e0d\u9519\u7684\u6548\u679c\u3002Hu\u7b49\u4eba\u63d0\u51fa\u81ea\u9002\u5e94\u786e\u5b9a\u805a\u5408\u7684\u65b9\u6cd5\uff1bWang\u7b49\u4eba\u901a\u8fc7\u5f15\u5165\u975e\u5c40\u90e8\u5757\u6765\u589e\u52a0\u611f\u53d7\u91ce\u6765\u6bd4\u8f83\u5168\u5c40\u50cf\u7d20\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\uff1bConformer\u5c06transformer\u4e0e\u72ec\u7acb\u7684CNN\u7ed3\u5408\u6765\u6574\u5408\u4e24\u4e2a\u7279\u5f81\u3002<\/p>\n\n\n\n<p>\u65e9\u671f\u7684\u5de5\u4f5c\u4ece\u51e0\u4e2a\u4e0d\u540c\u7684\u89d2\u5ea6\u63a2\u7d22\u4e86convolution\u548cself-attention\u7684\u7ec4\u5408\uff0cCBAM\u7b49\u8bc1\u660eself-attention\u53ef\u4ee5\u4f5c\u4e3aconvolution\u7684\u589e\u5f3a\uff1bSAN\u7b49\u63d0\u51faself-attention\u53ef\u4ee5\u4ee3\u66ff\u4f20\u7edf\u7684convolution\uff1bAA-ResNet\u7b49\u5728\u8bbe\u8ba1\u72ec\u7acb\u67b6\u6784\u65b9\u9762\u5b58\u5728\u5c40\u9650\u6027\u3002\u73b0\u6709\u7684\u65b9\u6cd5\u4ecd\u5c06\u81ea\u6ce8\u610f\u529b\u548c\u5377\u79ef\u89c6\u4e3a\u4e0d\u540c\u7684\u90e8\u5206\uff0c\u56e0\u6b64\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\u5e76\u672a\u5f97\u5230\u5145\u5206\u5229\u7528\u3002<\/p>\n\n\n\n<h3><strong>\u672c\u6587\u4e3b\u8981\u8d21\u732e<\/strong><\/h3>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p>1\u3001\u63ed\u793a\u4e86self-attention\u548cconvolution\u4e4b\u95f4\u7684\u6f5c\u5728\u5173\u7cfb\uff0c\u4e3a\u4e86\u89e3\u4e24\u4e2a\u6a21\u5757\u95f4\u7684\u5173\u8054\u548c\u8bbe\u8ba1\u65b0\u7684learning paradigms\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\u3002<\/p>\n\n\n\n<p>2\u3001self-attention\u548cconvolution\u7684\u7ec4\u5408\u4f7f\u5f97\u4e24\u8005\u7684\u529f\u80fd\u5f97\u5230\u6574\u5408\uff0c\u7ecf\u9a8c\u53ca\u5b9e\u9a8c\u8bc1\u660e\u6df7\u5408\u6a21\u578b\u7684\u6027\u80fd\u59cb\u7ec8\u4f18\u4e8e\u7eaf\u5377\u79ef\u6216\u8005\u81ea\u6ce8\u610f\u529b\u6a21\u578b\u3002<\/p>\n\n\n\n<h3><strong>\u65b9\u6cd5<\/strong><\/h3>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p><strong>1\u3001\u5c06self-attention\u548cconvolution\u5173\u8054\u8d77\u6765<\/strong><\/p>\n\n\n\n<p>\u6807\u51c6\u5377\u79ef\u53ef\u4ee5\u5206\u4e3a\u4e24\u4e2a\u90e8\u5206\uff0c\u7b2c\u4e00\u4e2a\u9636\u6bb5\u4e3a\u4e00\u4e2a\u7279\u5f81\u5b66\u4e60\u6a21\u5757\uff0c\u901a\u8fc7\u6267\u884c1 x 1\u7684\u5377\u79ef\u5171\u4eab\u76f8\u540c\u7684\u64cd\u4f5c\u5c06\u7279\u5f81\u6295\u5f71\u5230\u66f4\u6df1\u7684\u7a7a\u95f4\uff0c\u7b2c\u4e8c\u9636\u6bb5\u5bf9\u5e94\u4e8e\u7279\u5f81\u805a\u5408\u7684\u8fc7\u7a0b\u3002\u4f5c\u4e3a\u7ed3\u8bba\uff0c\u5206\u6790\u8868\u660e\u5377\u79ef\u548c\u81ea\u6ce8\u610f\u529b\u5728\u901a\u8fc71 x 1\u7684\u5377\u79ef\u6295\u5f71\u8f93\u5165\u7279\u5f81\u56fe\u5b9e\u9645\u4e0a\u5171\u4eab\u76f8\u540c\u7684\u64cd\u4f5c\uff0c\u805a\u5408\u64cd\u4f5c\u662f\u8f7b\u91cf\u7ea7\u7684\uff0c\u5e76\u4e0d\u9700\u8981\u83b7\u53d6\u989d\u5916\u7684\u5b66\u4e60\u53c2\u6570\u3002\u5377\u79ef\u548c\u81ea\u6ce8\u610f\u529b\u7684\u793a\u610f\u56fe\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"855\" height=\"794\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-77.png\" alt=\"\" class=\"wp-image-4998\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-77.png 855w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-77-300x279.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-77-768x713.png 768w\" sizes=\"(max-width: 855px) 100vw, 855px\" \/><\/figure>\n\n\n\n<p><strong>2\u3001\u5c06self-attention\u548cconvolution\u8fdb\u884c\u6574\u5408<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\u6839\u636e\u4e0a\u8ff0\u7684\u5206\u6790\u63d0\u51faACmix\u6a21\u578b\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"861\" height=\"456\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-79.png\" alt=\"\" class=\"wp-image-5003\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-79.png 861w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-79-300x159.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-79-768x407.png 768w\" sizes=\"(max-width: 861px) 100vw, 861px\" \/><\/figure>\n\n\n\n<p>ACmix\u6a21\u578b\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff0c\u5728\u9636\u6bb5\u4e00\uff0c\u8f93\u5165\u7279\u5f81\u7531\u4e09\u4e2a1 x 1\u7684\u5377\u79ef\u64cd\u4f5c\u5e76\u88abreshape\u6210N\u5757\uff0c\u7531\u6b64\u83b7\u5f97\u4e30\u5bcc\u76843 x N\u7684\u7279\u5f81\u56fe\uff1b\u5728\u9636\u6bb5\u4e8c\uff0c\u5bf9\u4e8eself-attention\uff0c\u4f5c\u8005\u5c06\u4e2d\u95f4\u7279\u5f81\u6536\u96c6\u5230N\u7ec4\u4e2d\uff0c\u6bcf\u7ec4\u5305\u542b\u4e09\u4e2a\u90e8\u5206\u7279\u5f81\uff0c\u5176\u4e2d\u6bcf\u4e2a1 x 1\u5377\u79ef\u5bf9\u5e94\u4e00\u4e2a\u3002\u901a\u8fc7\u79fb\u52a8\u548c\u805a\u5408\u751f\u6210\u7684\u7279\u5f81\uff08\u7528\u4ee5\u4e0b\u516c\u5f0f\u8868\u8fbe\uff09\uff0c\u5e76\u50cf\u4f20\u7edf\u65b9\u6cd5\u4e00\u6837\u4ece\u672c\u5730\u611f\u53d7\u91ce\u4e2d\u6536\u96c6\u4fe1\u606f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"464\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-80-1024x464.png\" alt=\"\" class=\"wp-image-5004\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-80-1024x464.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-80-300x136.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-80-768x348.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-80.png 1237w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>3\u3001\u5bf9Shift\u548cSummation\u8fdb\u884c\u6539\u8fdb<\/strong><\/p>\n\n\n\n<p>\u4e2d\u95f4\u7279\u5f81\u9075\u5faa\u4f20\u7edf\u7684\u5377\u79ef\u6a21\u5757\u4e2d\u7684Shift\u548cSummation\u64cd\u4f5c\uff0c\u5c3d\u7ba1\u8fd9\u4e9b\u64cd\u4f5c\u5728\u7406\u8bba\u4e0a\u662f\u8f7b\u91cf\u7ea7\u7684\uff0c\u4f46\u662f\u96be\u4ee5\u77e2\u91cf\u5316\u5b9e\u73b0\uff0c\u8fd9\u4f1a\u6781\u5927\u5f71\u54cd\u8ba1\u7b97\u7684\u5b9e\u9645\u6548\u7387\u3002\u4f5c\u8005\u91c7\u7528\u4e86\u56fa\u5b9a\u5185\u6838\u7684\u6df1\u5ea6\u5377\u79ef\u6765\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"475\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-81-1024x475.png\" alt=\"\" class=\"wp-image-5005\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-81-1024x475.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-81-300x139.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-81-768x356.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-81-1536x713.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-81.png 1595w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"853\" height=\"670\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-82.png\" alt=\"\" class=\"wp-image-5006\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-82.png 853w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-82-300x236.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-82-768x603.png 768w\" sizes=\"(max-width: 853px) 100vw, 853px\" \/><\/figure>\n\n\n\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u4f5c\u8005\u989d\u5916\u5f15\u5165\u4e86\u4e00\u4e9b\u914d\u7f6e\u6765\u589e\u5f3a\u6a21\u5757\u7684\u7075\u6d3b\u6027\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u4f5c\u8005\u5c06\u5377\u79ef\u6838\u91ca\u653e\u4e3a\u53ef\u5b66\u4e60\u7684\u6743\u91cd\uff0c\u5bf9\u5185\u6838\u521d\u59cb\u5316\uff0c\u8fd9\u4e0d\u4ec5\u6539\u5584\u4e86\u6a21\u578b\u5bb9\u91cf\uff0c\u800c\u4e14\u80fd\u591f\u4fdd\u6301\u539f\u6709\u7684\u80fd\u529b\uff0c\u540c\u65f6\u4f7f\u7528\u591a\u7ec4\u5377\u79ef\u5185\u6838\u6765\u5339\u914d\u5377\u79ef\u548c\u81ea\u6ce8\u610f\u529b\u8def\u5f84\u7684\u8f93\u51fa\u901a\u9053\u7ef4\u5ea6\u3002<\/p>\n\n\n\n<p><strong>4\u3001ACmix\u7684\u8ba1\u7b97\u6210\u672c<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\u603b\u7ed3\u4e86ACmix\u7684FLOPS\u548c\u53c2\u6570\u91cf\uff0c\u5728stage1 \u7684\u8bad\u7ec3\u53c2\u6570\u4e0eself-attention\u76f8\u540c\uff0c\u5e76\u4e14\u6bd4\u4f20\u7edf\u7684\u5377\u79ef\u66f4\u8f7b\uff0c\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u5f15\u5165\u4e86\u989d\u5916\u7684\u8ba1\u7b97\u5f00\u9500\uff0c\u5305\u542b\u8f7b\u91cf\u7ea7\u7684\u5168\u8fde\u63a5\u5c42\u7b49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"449\" height=\"347\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-83.png\" alt=\"\" class=\"wp-image-5007\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-83.png 449w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-83-300x232.png 300w\" sizes=\"(max-width: 449px) 100vw, 449px\" \/><\/figure>\n\n\n\n<p><strong>5\u3001\u5411\u5176\u4ed6\u6ce8\u610f\u529b\u6a21\u5f0f\u63a8\u5e7f<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\u6240\u63d0\u51fa\u7684ACmix\u72ec\u7acb\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5e76\u4e14\u5f88\u5bb9\u6613\u884d\u751f\u51fa\u5176\u4ed6\u53d8\u4f53\uff0c\u6ce8\u610f\u529b\u7684\u6743\u91cd\u53ef\u4ee5\u8868\u793a\u4e3a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1008\" height=\"285\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-84.png\" alt=\"\" class=\"wp-image-5008\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-84.png 1008w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-84-300x85.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-84-768x217.png 768w\" sizes=\"(max-width: 1008px) 100vw, 1008px\" \/><\/figure>\n\n\n\n<h3><strong>\u5b9e\u9a8c<\/strong><\/h3>\n\n\n\n<p><strong>1\u3001ImageNet\u5206\u7c7b<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\u57284\u4e2abaseline models\u4e0a\u5e94\u7528\u4e86ACmix\uff0c\u5305\u62ecResNet, SAN, PVT\u548c Swin-Transformer\u3002<\/p>\n\n\n\n<p>2\u3001<strong>\u8bed\u4e49\u5206\u5272<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\u5728ADE20K\u4e0a\u5bf9\u6bd4\u4e86Semantic-FPN\u3001UperNet \u4e24\u79cd\u65b9\u6cd5<\/p>\n\n\n\n<p><strong>3\u3001\u76ee\u6807\u68c0\u6d4b<\/strong><\/p>\n\n\n\n<p>\u5728COCO benchmark\u4e0a\u5f00\u5c55\u4e86\u5b9e\u9a8c\uff0c\u5b9e\u9a8c\u7ed3\u679c\u8bc1\u5b9e\u4e86ACmix\u7684\u6027\u80fd\u4f18\u4e8ebaseline<\/p>\n\n\n\n<h3><strong>\u7ed3\u8bba<\/strong><\/h3>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u4f5c\u8005\u53d1\u6398\u4e86self-attention\u548cconvolution\u4e4b\u95f4\u7684\u6f5c\u5728\u5173\u7cfb\uff0c\u4e24\u8005\u7684\u5927\u90e8\u5206\u8ba1\u7b97\u5b9e\u9645\u4e0a\u662f\u76f8\u901a\u7684\uff0c\u6240\u63d0\u7684ACmix\u5728\u76ee\u6807\u68c0\u6d4b\u3001\u8bed\u4e49\u5206\u5272\u7b49\u591a\u4e2a\u4efb\u52a1\u4e0a\u5c55\u793a\u4e86\u4f18\u5f02\u7684\u6027\u80fd\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00&nbsp;&nbsp;\u901a\u5e38convolution\u548cself-attention\u88ab\u8ba4\u4e3a\u662f\u8868\u5f81\u5b66\u4e60\u7684\u4e24\u4e2a\u6709\u529b &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2022\/07\/21\/cvpr2022-acmix\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">CVPR2022 | \u81ea\u6ce8\u610f\u529b\u548c\u5377\u79ef\u7684\u878d\u5408\uff08ACmix\uff09<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[9],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/4995"}],"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=4995"}],"version-history":[{"count":6,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/4995\/revisions"}],"predecessor-version":[{"id":5010,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/4995\/revisions\/5010"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=4995"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=4995"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=4995"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}