{"id":5750,"date":"2022-08-12T15:44:10","date_gmt":"2022-08-12T07:44:10","guid":{"rendered":"http:\/\/139.9.1.231\/?p=5750"},"modified":"2022-08-12T15:44:12","modified_gmt":"2022-08-12T07:44:12","slug":"tlsc","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/08\/12\/tlsc\/","title":{"rendered":"\u91cd\u65b0\u5ba1\u89c6\u5168\u5c40\u7edf\u8ba1\u805a\u5408\u4ee5\u6539\u8fdb\u56fe\u50cf\u590d\u539f|\u65f7\u89c6"},"content":{"rendered":"\n<p class=\"has-light-pink-background-color has-background\">\u8bba\u6587\u6807\u9898\uff1a&nbsp;Revisiting Global Statistics Aggregation for Improving Image Restoration&nbsp;<\/p>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2112.04491\">https:\/\/arxiv.org\/abs\/2112.04491<\/a><\/p>\n\n\n\n<p>\u4f5c\u8005\u5355\u4f4d\uff1a\u65f7\u89c6\u79d1\u6280<\/p>\n\n\n\n<p>github\u5730\u5740\uff1a<a href=\"https:\/\/github.com\/megvii-research\/TLC\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/megvii-research\/TLC<\/a><\/p>\n\n\n\n<p>      \u6cbf\u6574\u4e2a\u7a7a\u95f4\u7ef4\u5ea6\u805a\u5408\u7684\u5168\u5c40\u7a7a\u95f4\u7edf\u8ba1\u6570\u636e\u5e7f\u6cdb\u7528\u4e8e\u9ad8\u6027\u80fd\u56fe\u50cf\u6062\u590d\u5668\u3002\u4f8b\u5982\uff0cHINet \u91c7\u7528\u7684\u5b9e\u4f8b\u5f52\u4e00\u5316 (IN) \u4e2d\u7684\u5747\u503c\u3001\u65b9\u5dee\uff0c\u4ee5\u53ca\u5e94\u7528\u4e8e MPRNet \u7684 Squeeze and Excitation (SE) \u4e2d\u7684\u5168\u5c40\u5e73\u5747\u6c60\u5316\uff08\u5373\u5747\u503c\uff09\u3002\u672c\u6587\u9996\u5148\u8868\u660e\uff0c\u5728\u8bad\u7ec3\/\u6d4b\u8bd5\u9636\u6bb5\u5206\u522b\u5728\u57fa\u4e8e\u8865\u4e01\/\u57fa\u4e8e\u6574\u4e2a\u56fe\u50cf\u7684\u7279\u5f81\u4e0a\u805a\u5408\u7684\u7edf\u8ba1\u6570\u636e\u53ef\u80fd\u5206\u5e03\u975e\u5e38\u4e0d\u540c\uff0c\u5e76\u5bfc\u81f4\u56fe\u50cf\u6062\u590d\u5668\u7684\u6027\u80fd\u4e0b\u964d\u3002\u5b83\u5df2\u88ab\u4ee5\u524d\u7684\u4f5c\u54c1\u5e7f\u6cdb\u5ffd\u89c6\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u7684\u65b9\u6cd5\uff0c\u5373\u6d4b\u8bd5\u65f6\u95f4\u672c\u5730\u7edf\u8ba1\u8f6c\u6362\u5668\uff08TLSC\uff09\uff0c\u5b83\u4ec5\u5728\u6d4b\u8bd5\u65f6\u95f4\u5c06\u7edf\u8ba1\u805a\u5408\u64cd\u4f5c\u7684\u533a\u57df\u4ece\u5168\u5c40\u66ff\u6362\u4e3a\u672c\u5730\u3002\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u6216\u5fae\u8c03\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u663e\u7740\u63d0\u9ad8\u4e86\u56fe\u50cf\u6062\u590d\u5668\u7684\u6027\u80fd\u3002\u7279\u522b\u662f\uff0c\u901a\u8fc7\u5c06\u5e26\u6709 TLSC \u7684 SE \u6269\u5c55\u5230\u6700\u5148\u8fdb\u7684\u6a21\u578b\uff0cMPRNet \u5728 GoPro \u6570\u636e\u96c6\u4e0a\u7684 PSNR \u63d0\u9ad8\u4e86 0.65 dB\uff0c\u8fbe\u5230\u4e86 33.31 dB\uff0c\u8d85\u8fc7\u4e86\u4e4b\u524d\u7684\u6700\u4f73\u7ed3\u679c 0.6 dB\u3002\u6b64\u5916\uff0c\u6211\u4eec\u7b80\u5355\u5730\u5c06 TLSC \u5e94\u7528\u4e8e\u9ad8\u7ea7\u89c6\u89c9\u4efb\u52a1\uff0c\u5373\u8bed\u4e49\u5206\u5272\uff0c\u5e76\u53d6\u5f97\u4e86\u6709\u7ade\u4e89\u529b\u7684\u7ed3\u679c\u3002\u8fdb\u884c\u4e86\u5927\u91cf\u7684\u6570\u91cf\u548c\u8d28\u91cf\u5b9e\u9a8c\uff0c\u4ee5\u8bc1\u660e TLSC \u89e3\u51b3\u4e86\u8fb9\u9645\u6210\u672c\u95ee\u9898\uff0c\u540c\u65f6\u83b7\u5f97\u4e86\u663e\u7740\u6536\u76ca\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"918\" height=\"255\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-189.png\" alt=\"\" class=\"wp-image-5753\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-189.png 918w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-189-300x83.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-189-768x213.png 768w\" sizes=\"(max-width: 918px) 100vw, 918px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img src=\"https:\/\/pic3.zhimg.com\/v2-084dc7caebdc9f7a78f6d455dc09b9ad_1440w.jpg?source=172ae18b\" alt=\"\u65f7\u89c6\u63d0\u51faTLSC\uff1a\u91cd\u65b0\u5ba1\u89c6\u5168\u5c40\u7edf\u8ba1\u805a\u5408\u4ee5\u6539\u8fdb\u56fe\u50cf\u6062\u590d\"\/><\/figure><\/div>\n\n\n\n<p>\u8bad\u7ec3\u548c\u6d4b\u8bd5\u7684\u7edf\u8ba1\u5206\u5e03\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"982\" height=\"420\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-190.png\" alt=\"\" class=\"wp-image-5755\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-190.png 982w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-190-300x128.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-190-768x328.png 768w\" sizes=\"(max-width: 982px) 100vw, 982px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"998\" height=\"477\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-191.png\" alt=\"\" class=\"wp-image-5759\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-191.png 998w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-191-300x143.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-191-768x367.png 768w\" sizes=\"(max-width: 998px) 100vw, 998px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"951\" height=\"380\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-192.png\" alt=\"\" class=\"wp-image-5760\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-192.png 951w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-192-300x120.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-192-768x307.png 768w\" sizes=\"(max-width: 951px) 100vw, 951px\" \/><\/figure>\n\n\n\n<p>\u5e94\u7528\u573a\u666f\uff1a<\/p>\n\n\n\n<p>1\u3001Extending TLC to SE Block<\/p>\n\n\n\n<p>2\u3001Extending TLC to IN<\/p>\n\n\n\n<p>3\u3001Extending to transposed self-attention<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u6807\u9898\uff1a&nbsp;Revisiting Global Statistics Aggregation for &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2022\/08\/12\/tlsc\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">\u91cd\u65b0\u5ba1\u89c6\u5168\u5c40\u7edf\u8ba1\u805a\u5408\u4ee5\u6539\u8fdb\u56fe\u50cf\u590d\u539f|\u65f7\u89c6<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[18],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/5750"}],"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=5750"}],"version-history":[{"count":7,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/5750\/revisions"}],"predecessor-version":[{"id":5761,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/5750\/revisions\/5761"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=5750"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=5750"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=5750"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}