{"id":5739,"date":"2022-08-12T15:12:53","date_gmt":"2022-08-12T07:12:53","guid":{"rendered":"http:\/\/139.9.1.231\/?p=5739"},"modified":"2022-08-12T15:12:53","modified_gmt":"2022-08-12T07:12:53","slug":"nafssr","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/08\/12\/nafssr\/","title":{"rendered":"NTIRE\u51a0\u519b\u65b9\u6848 | NAFSSR"},"content":{"rendered":"\n

\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/pdf\/2204.08714v2.pdf<\/u><\/a><\/p>\n\n\n\n

\u4ee3\u7801\uff1ahttps:\/\/github.com\/megvii-research\/NAFNet<\/u><\/a><\/p>\n\n\n\n

\u8fd1\u65e5\uff0cNew Trends in Image Restoration and Enhancement (\u4ee5\u4e0b\u7b80\u79f0\uff1aNTIRE) \u6bd4\u8d5b\u7ed3\u679c\u63ed\u6653\uff0c\u65f7\u89c6\u7814\u7a76\u9662\u8363\u83b7\u53cc\u76ee\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u8d5b\u9053\u7684\u51a0\u519b\u3002NTIRE \u5373\u201c\u56fe\u50cf\u6062\u590d\u4e0e\u589e\u5f3a\u7684\u65b0\u8d8b\u52bf\u201d\uff0c\u662f\u8fd1\u5e74\u6765\u8ba1\u7b97\u673a\u56fe\u50cf\u6062\u590d\u9886\u57df\u6700\u5177\u5f71\u54cd\u529b\u7684\u4e00\u573a\u5168\u7403\u6027\u8d5b\u4e8b\uff0c\u7531\u82cf\u9ece\u4e16\u8054\u90a6\u7406\u5de5\u5b66\u9662\u8ba1\u7b97\u673a\u89c6\u89c9\u5b9e\u9a8c\u5ba4\uff08Computer Vision Laboratory, ETH Zurich\uff09\u4e3b\u529e\uff0c\u6bcf\u5e74\u90fd\u4f1a\u5438\u5f15\u5927\u91cf\u7684\u5173\u6ce8\u8005\u548c\u53c2\u8d5b\u8005\u3002<\/p>\n\n\n\n

\u53cc\u76ee\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u6311\u6218\u8d5b \uff08Stereo Image Super-Resolution Challenge\uff09\u4f5c\u4e3a NTIRE \u7814\u8ba8\u4f1a\u7684\u4e00\u90e8\u5206\u4e0e CVPR 2022 \u4e00\u8d77\u4e3e\u529e\uff0c\u672c\u6b21\u5927\u8d5b\u7684\u76ee\u7684\u662f\u4ece\u4f4e\u5206\u8fa8\u7387(LR)\u53cc\u76ee\u56fe\u50cf\u91cd\u5efa\u9ad8\u5206\u8fa8\u7387(HR)\u53cc\u76ee\u56fe\u50cf\u3002<\/p>\n\n\n\n

\u8d5b\u9898\u7b80\u4ecb<\/strong><\/p>\n\n\n\n

\u56fe\u50cf\u6062\u590d(Image Restoration) \u4efb\u52a1\uff0c\u65e8\u5728\u5c06\u964d\u8d28\u7684\u56fe\u50cf\uff08\u5982\u5e26\u566a\u58f0\u7684\uff0c\u6a21\u7cca\u7684\uff0c\u4f4e\u5206\u8fa8\u7387\u7684…\uff09\u6062\u590d\u6210\u6e05\u6670\u7684\u56fe\u50cf\u3002\u800c\u672c\u6b21\u7684\u8d5b\u9898\uff0c\u53cc\u76ee\u8d85\u5206\u8fa8\u7387\u4efb\u52a1\uff0c\u76ee\u6807\u662f\u7528\u4f4e\u5206\u8fa8\u7387\u7684\u4e00\u5bf9\u5de6\u53f3\u89c6\u89d2\u7684\u7acb\u4f53\u56fe\u50cf\u6765\u91cd\u5efa\u9ad8\u5206\u8fa8\u7387\u7684\u7acb\u4f53\u56fe\u50cf\u3002<\/strong>\u4e0e\u5355\u5f20\u56fe\u50cf\u7684\u8d85\u5206\u8fa8\u7387\u4efb\u52a1\u4e0d\u540c\uff0c\u53cc\u76ee\u8d85\u5206\u8fa8\u7387\u53ef\u4ee5\u5229\u7528\u573a\u666f\u7684\u5de6\u53f3\u4e24\u4e2a\u89c6\u89d2\u63d0\u4f9b\u7684\u4e92\u8865\u4fe1\u606f\uff0c\u4ece\u800c\u63d0\u5347\u56fe\u50cf\u6062\u590d\u8d28\u91cf\u3002<\/p>\n\n\n\n

\u65f7\u89c6\u593a\u51a0\u7b97\u6cd5\u4ecb\u7ecd<\/strong><\/p>\n\n\n\n

\u5bf9\u4e8e\u53cc\u76ee\u8d85\u5206\u8fa8\u7387\u4efb\u52a1\uff0c\u6700\u76f4\u63a5\u7684\u60f3\u6cd5\u662f\u5c06\u5de6\u53f3\u89c6\u89d2\u7684\u4e24\u5f20\u56fe\u7247\u72ec\u7acb\u7684\u6062\u590d\u6210\u6e05\u6670\u56fe\u50cf\uff0c\u4e92\u4e0d\u5f71\u54cd\u3002\u800c\u6211\u4eec\u7684\u5de5\u4f5c\uff0cNonlinear Activation Free Network for Image Restoration [2] (\u4ee5\u4e0b\u7b80\u79f0\uff1aNAFNet\uff09\u5728\u5355\u5f20\u56fe\u50cf\u6062\u590d\u9886\u57df\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7b80\u5355\u4e14\u5f3a\u6709\u529b\u7684\u57fa\u7ebf\u3002\u5176\u6548\u679c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n\n

\"0ec55234-029b-42ff-b2f4-86d6a3d69186.gif\"<\/figure>\n\n\n\n

\u56fe1. NAFNet \u7684\u964d\u566a\/\u53bb\u6a21\u7cca\u6548\u679c
\u53d7\u6b64\u542f\u53d1\uff0c\u6211\u4eec\u76f4\u63a5\u5229\u7528 NAFNet \u8fdb\u884c\u5355\u5f20\u56fe\u50cf\u7684\u8d85\u5206\u8fa8\u7387\u91cd\u5efa\u3002\u867d\u7136\u5df2\u7ecf\u80fd\u53d6\u5f97\u4e0d\u9519\u7684\u6027\u80fd\uff0c\u4f46\u662f\u8fd9\u6837\u7684\u505a\u6cd5\u5ffd\u7565\u4e86\u53cc\u76ee\u4efb\u52a1\u7684\u7279\u6b8a\u6027\uff1a\u6ca1\u6709\u5145\u5206\u5229\u7528\u4e24\u4e2a\u89c6\u89d2\u63d0\u4f9b\u7684\u4e92\u8865\u4fe1\u606f\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u5728\u4f7f\u7528 NAFNet \u5206\u522b\u63d0\u53d6\u5de6\u53f3\u4e24\u4e2a\u89c6\u89d2\u7684\u5355\u56fe\u50cf\u7279\u5f81\u4e4b\u5916\uff0c\u5f15\u5165\u4e86\u7acb\u4f53\u4ea4\u53c9\u6ce8\u610f\u529b\u6a21\u5757\uff08Stereo Cross Attention Module, \u4ee5\u4e0b\u7b80\u79f0: SCAM\uff09\u6765\u878d\u5408\u5de6\u53f3\u89c6\u89d2\u7684\u56fe\u50cf\u7279\u5f81\u3002<\/strong>\u6211\u4eec\u79f0\u8be5\u65b9\u6cd5\u4e3a NAFSSR<\/strong>: Stereo Image Super-Resolution Using NAFNet \uff08\u4ee5\u4e0b\u7b80\u79f0\uff1aNAFSSR\uff09\uff0c\u5176\u603b\u4f53\u7ed3\u6784\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n\n

\"image.png\"
\u56fe2. NAFSSR \u603b\u4f53\u7ed3\u6784
\u5176\u4e2d NAFBlock \u76f4\u63a5\u91c7\u7528\u4e86 NAFNet \u7684\u6a21\u5757\uff0c\u800c SCAM \u7ec6\u8282\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n\n

\"image.png\"<\/figure>\n\n\n\n

\u56fe3. SCAM<\/p>\n\n\n\n

\u5b83\u7528\u4e8e\u878d\u5408 NAFNet \u63d0\u53d6\u5230\u7684\u5de6\u53f3\u89c6\u56fe\u7279\u5f81\u3002<\/p>\n\n\n\n

\u5728\u6a21\u578b\u8bbe\u8ba1\u4e4b\u5916\uff0c\u6211\u4eec\u53d1\u73b0\u8bad\u7ec3\/\u6d4b\u8bd5\u65f6\u7684\u7edf\u8ba1\u503c\u5206\u5e03\u4e0d\u4e00\u81f4\u95ee\u9898\uff08\u5bf9\u4e8e\u8be5\u95ee\u9898\uff0c\u53ef\u4ee5\u53c2\u8003\u6211\u4eec\u7684\u53e6\u5916\u4e00\u9879\u5de5\u4f5c\uff0cTLSC [3]\uff09\u5728\u53cc\u76ee\u8d85\u5206\u8fa8\u7387\u4efb\u52a1\u4e2d\u4f9d\u7136\u5b58\u5728\uff0c\u4f1a\u964d\u4f4e\u56fe\u50cf\u6062\u590d\u7684\u8d28\u91cf\uff0c\u6240\u4ee5\u6211\u4eec\u91c7\u7528\u4e86 TLSC \u4ee5\u7f13\u89e3\u8be5\u4e0d\u4e00\u81f4\u95ee\u9898\u3002<\/p>\n\n\n\n

\u7ed3\u5408\u6a21\u578b\u8bbe\u8ba1\u4e0e\u8bad\u7ec3\/\u6d4b\u8bd5\u65f6\u7684\u7b56\u7565\uff0c\u6211\u4eec\u5728 Flicker1024 \u6d4b\u8bd5\u96c6\u4e0a\u7684\u6027\u80fd\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n\n

\"image.png\"
\u56fe4. NAFSSR \u7684\u5728\u5ba2\u89c2\u6307\u6807\u4e0a\u548c\u73b0\u6709\u5148\u8fdb\u65b9\u6cd5\u7684\u5bf9\u6bd4
\u53ef\u89c6\u5316\u7ed3\u679c\u5982\u4e0b\u56fe\u6240\u793a\uff1a
\"image.png\"<\/p>\n\n\n\n

\u66f4\u591a\u53ef\u89c6\u5316\u7ed3\u679c\uff0c\u65b9\u6cd5\u7ec6\u8282\uff0c\u53ef\u4ee5\u53c2\u8003\u6211\u4eec\u7684\u8bba\u6587\uff1a<\/p>\n\n\n\n

[1] NAFSSR: Stereo Image Super-Resolution Using NAFNet<\/p>\n\n\n\n

[2] Simple Baselines for Image Restoration<\/p>\n\n\n\n

[3] Revisiting Global Statistics Aggregation for Improving Image Restoration<\/p>\n\n\n\n

\u6765\u6e90\uff1a\u65f7\u89c6\u7814\u7a76\u9662<\/a>
\u4f5c\u8005\uff1a\u65f7\u89c6\u7814\u7a76\u9662<\/p><\/blockquote>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/pdf\/2204.08714v2.pdf \u4ee3\u7801\uff1ahttps:\/\/gi … \u7ee7\u7eed\u9605\u8bfbNTIRE\u51a0\u519b\u65b9\u6848 | NAFSSR<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[4,18],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/5739"}],"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=5739"}],"version-history":[{"count":4,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/5739\/revisions"}],"predecessor-version":[{"id":5749,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/5739\/revisions\/5749"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=5739"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=5739"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=5739"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}