{"id":3797,"date":"2024-01-09T09:48:36","date_gmt":"2024-01-09T01:48:36","guid":{"rendered":"https:\/\/4399pay.com\/blog\/?p=3797"},"modified":"2024-01-09T09:48:36","modified_gmt":"2024-01-09T01:48:36","slug":"%e3%80%90ai-%e5%9b%be%e7%89%87%e5%b7%a5%e5%85%b7%e3%80%91%e5%85%8d%e8%b4%b9%e5%bc%80%e6%ba%90%e9%9d%a2%e9%83%a8%e4%bf%ae%e5%a4%8d%e5%b7%a5%e5%85%b7%ef%bc%8c%e4%b8%80%e9%94%ae%e4%b8%8d%e7%b3%8a","status":"publish","type":"post","link":"\/blog\/archives\/3797","title":{"rendered":"\u3010AI 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720px\" \/><\/p>\n<p>\u62a5\u544a\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2206.11253.pdf<\/p>\n<p>\u6f14\u793a\u9875\u5730\u5740\uff1ahttps:\/\/shangchenzhou.com\/projects\/CodeFormer\/<\/p>\n<p>code\u5730\u5740\uff1ahttps:\/\/github.com\/sczhou\/CodeFormer<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"346\" height=\"207\" class=\"wp-image-3799 aligncenter\" src=\"https:\/\/4399pay.com\/blog\/wp-content\/uploads\/2024\/01\/2-8.png\" alt=\"2\" srcset=\"\/blog\/wp-content\/uploads\/2024\/01\/2-8.png 346w, \/blog\/wp-content\/uploads\/2024\/01\/2-8-300x179.png 300w\" sizes=\"auto, (max-width: 346px) 100vw, 346px\" \/><\/p>\n<p><strong><strong>\u4e00\u3001CodeFormer\u7684\u6280\u672f\u65b9\u6cd5\u548c\u6280\u672f\u7ec6\u8282<\/strong><\/strong><\/p>\n<p>CodeFormer\u662f\u4e00\u79cd\u76f2\u4eba\u8138\u6062\u590d\u65b9\u6cd5\uff0c\u5b83\u901a\u8fc7\u5b66\u4e60\u4e00\u4e2a\u79bb\u6563\u7684\u4ee3\u7801\u672c\u6765\u51cf\u5c11\u6062\u590d\u6620\u5c04\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u5e76\u63d0\u4f9b\u4e30\u5bcc\u7684\u89c6\u89c9\u539f\u5b50\u4ee5\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u4eba\u8138\u3002<\/p>\n<p>1\u3001\u4ee3\u7801\u672c\u5b66\u4e60\uff08Codebook 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Feature Transformation Module\uff09\uff1a<\/p>\n<p>\u4e3a\u4e86\u5728\u6062\u590d\u8d28\u91cf\u548c\u5fe0\u5b9e\u5ea6\u4e4b\u95f4\u5b9e\u73b0\u7075\u6d3b\u7684\u6743\u8861\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u53ef\u63a7\u7279\u5f81\u8f6c\u6362\u6a21\u5757\u3002<\/p>\n<p>\u8be5\u6a21\u5757\u901a\u8fc7\u53ef\u8c03\u7cfb\u6570\u6765\u63a7\u5236\u4eceLQ\u7f16\u7801\u5668\u5230\u89e3\u7801\u5668\u7684\u4fe1\u606f\u6d41\u3002<\/p>\n<p>\u5728\u8f7b\u5fae\u9000\u5316\u7684\u60c5\u51b5\u4e0b\uff0c\u53ef\u4ee5\u51cf\u5c11\u7cfb\u6570\u4ee5\u63d0\u9ad8\u8f93\u51fa\u8d28\u91cf\uff1b\u5728\u4e25\u91cd\u9000\u5316\u7684\u60c5\u51b5\u4e0b\uff0c\u53ef\u4ee5\u589e\u52a0\u7cfb\u6570\u4ee5\u63d0\u9ad8\u5fe0\u5b9e\u5ea6\u3002<\/p>\n<p>4\u3001\u8bad\u7ec3\u8fc7\u7a0b\uff1a<\/p>\n<p>\u65b9\u6cd5\u7684\u8bad\u7ec3\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a\u4ee3\u7801\u672c\u5b66\u4e60\u3001\u4ee3\u7801\u672c\u67e5\u627eTransformer\u5b66\u4e60\u3001\u53ef\u63a7\u7279\u5f81\u8f6c\u6362\u6a21\u5757\u5b66\u4e60\u3002<\/p>\n<p>\u5728\u6bcf\u4e2a\u9636\u6bb5\uff0c\u90fd\u6709\u7279\u5b9a\u7684\u8bad\u7ec3\u76ee\u6807\u548c\u635f\u5931\u51fd\u6570\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u6709\u6548\u5730\u5b66\u4e60\u5230\u6240\u9700\u7684\u7279\u6027\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"218\" class=\"wp-image-3800 aligncenter\" src=\"https:\/\/4399pay.com\/blog\/wp-content\/uploads\/2024\/01\/3-9.png\" alt=\"3\" srcset=\"\/blog\/wp-content\/uploads\/2024\/01\/3-9.png 720w, \/blog\/wp-content\/uploads\/2024\/01\/3-9-300x91.png 300w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" \/><\/p>\n<p><strong><strong>\u4e8c\u3001CodeFormer\u7684\u529f\u80fd\u3001\u4f5c\u7528\u53ca\u5c40\u9650\u6027<\/strong><\/strong><\/p>\n<p>\u4e3b\u8981\u96c6\u4e2d\u5728\u76f2\u4eba\u8138\u6062\u590d\u9886\u57df\uff0c\u5177\u4f53\u5305\u62ec\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"694\" height=\"201\" class=\"wp-image-3801 aligncenter\" src=\"https:\/\/4399pay.com\/blog\/wp-content\/uploads\/2024\/01\/4-8.png\" alt=\"4\" srcset=\"\/blog\/wp-content\/uploads\/2024\/01\/4-8.png 694w, \/blog\/wp-content\/uploads\/2024\/01\/4-8-300x87.png 300w\" sizes=\"auto, (max-width: 694px) 100vw, 694px\" \/><\/p>\n<p>1\u3001\u76f2\u4eba\u8138\u6062\u590d\uff1a<\/p>\n<p>CodeFormer\u7684\u4e3b\u8981\u529f\u80fd\u662f\u6062\u590d\u4e25\u91cd\u9000\u5316\u7684\u4eba\u8138\u56fe\u50cf\uff0c\u5982\u538b\u7f29\u3001\u6a21\u7cca\u548c\u566a\u58f0\u7b49\u3002<\/p>\n<p>\u901a\u8fc7\u5b66\u4e60\u4e00\u4e2a\u79bb\u6563\u7684\u4ee3\u7801\u672c\uff0c\u5b83\u80fd\u591f\u5c06\u4f4e\u8d28\u91cf\u7684\u8f93\u5165\u56fe\u50cf\u6620\u5c04\u5230\u9ad8\u8d28\u91cf\u7684\u8f93\u51fa\u56fe\u50cf\u3002<\/p>\n<p>2\u3001\u4ee3\u7801\u9884\u6d4b\uff1a<\/p>\n<p>\u4f7f\u7528Transformer\u7f51\u7edc\u6765\u9884\u6d4b\u4ee3\u7801\u5e8f\u5217\uff0c\u8fd9\u4e9b\u5e8f\u5217\u4ee3\u8868\u4e86\u5728\u4ee3\u7801\u672c\u7a7a\u95f4\u4e2d\u7684\u4eba\u8138\u8868\u793a\u3002<\/p>\n<p>\u8fd9\u79cd\u9884\u6d4b\u80fd\u529b\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u751f\u6210\u4e0e\u76ee\u6807\u4eba\u8138\u63a5\u8fd1\u7684\u81ea\u7136\u4eba\u8138\u56fe\u50cf\uff0c\u5373\u4f7f\u8f93\u5165\u56fe\u50cf\u8d28\u91cf\u5f88\u5dee\u3002<\/p>\n<p>3\u3001\u8d28\u91cf\u4e0e\u5fe0\u5b9e\u5ea6\u7684\u5e73\u8861\uff1a<\/p>\n<p>\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u63a7\u7279\u5f81\u8f6c\u6362\u6a21\u5757\uff08CFT\uff09\uff0c\u5141\u8bb8\u5728\u56fe\u50cf\u8d28\u91cf\u4e0e\u5fe0\u5b9e\u5ea6\u4e4b\u95f4\u8fdb\u884c\u6743\u8861\u3002<\/p>\n<p>\u5728\u8f93\u5165\u56fe\u50cf\u4e25\u91cd\u9000\u5316\u65f6\uff0c\u53ef\u4ee5\u51cf\u5c11\u5bf9\u8f93\u5165\u56fe\u50cf\u7684\u4f9d\u8d56\uff0c\u4ece\u800c\u63d0\u9ad8\u8f93\u51fa\u56fe\u50cf\u7684\u8d28\u91cf\u3002<\/p>\n<p>4\u3001\u9c81\u68d2\u6027\uff1a<\/p>\n<p>CodeFormer\u901a\u8fc7\u79bb\u6563\u7684\u4ee3\u7801\u672c\u548c\u5168\u5c40\u5efa\u6a21\uff0c\u63d0\u9ad8\u4e86\u5bf9\u5404\u79cd\u56fe\u50cf\u9000\u5316\u7684\u9c81\u68d2\u6027\u3002<\/p>\n<p>\u5373\u4f7f\u5728\u8f93\u5165\u56fe\u50cf\u8d28\u91cf\u6781\u4f4e\u7684\u60c5\u51b5\u4e0b\uff0c\u4e5f\u80fd\u4fdd\u6301\u8f83\u597d\u7684\u6062\u590d\u6548\u679c\u3002<\/p>\n<p>5\u3001\u9002\u5e94\u6027\uff1a<\/p>\n<p>\u6a21\u578b\u80fd\u591f\u9002\u5e94\u4e0d\u540c\u7a0b\u5ea6\u7684\u56fe\u50cf\u9000\u5316\uff0c\u901a\u8fc7\u8c03\u6574CFT\u6a21\u5757\u4e2d\u7684\u7cfb\u6570\u6765\u9002\u5e94\u4e0d\u540c\u7684\u9000\u5316\u60c5\u51b5\u3002<\/p>\n<p>6\u3001\u6269\u5c55\u6027\uff1a<\/p>\n<p>CodeFormer\u7684\u65b9\u6cd5\u53ef\u4ee5\u6269\u5c55\u5230\u5176\u4ed6\u56fe\u50cf\u5904\u7406\u4efb\u52a1\uff0c\u5982\u4eba\u8138\u989c\u8272\u589e\u5f3a\u3001\u4eba\u8138\u4fee\u590d\u3001\u8001\u7167\u7247\u4fee\u590d\u7b49\u3002<\/p>\n<p>\u8fd9\u8868\u660e\u6a21\u578b\u5177\u6709\u8f83\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\u548c\u5e94\u7528\u6f5c\u529b\u3002<\/p>\n<p>7\u3001\u6027\u80fd\u63d0\u5347\uff1a<\/p>\n<p>\u5728\u5b9e\u9a8c\u4e2d\uff0cCodeFormer\u5728\u8d28\u91cf\u548c\u5fe0\u5b9e\u5ea6\u65b9\u9762\u90fd\u4f18\u4e8e\u73b0\u6709\u7684\u76f2\u4eba\u8138\u6062\u590d\u65b9\u6cd5\u3002<\/p>\n<p>8\u3001\u5c40\u9650\u6027\uff1a<\/p>\n<p>\u5c3d\u7ba1CodeFormer\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u8868\u73b0\u826f\u597d\uff0c\u4f46\u5728\u5904\u7406\u4fa7\u8138\u6216\u8bad\u7ec3\u6570\u636e\u4e2d\u4e0d\u5e38\u89c1\u7684\u56fe\u50cf\u65f6\uff0c\u53ef\u80fd\u65e0\u6cd5\u8fbe\u5230\u6700\u4f73\u6027\u80fd\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"360\" height=\"191\" class=\"wp-image-3802 aligncenter\" src=\"https:\/\/4399pay.com\/blog\/wp-content\/uploads\/2024\/01\/5-9.png\" alt=\"5\" srcset=\"\/blog\/wp-content\/uploads\/2024\/01\/5-9.png 360w, \/blog\/wp-content\/uploads\/2024\/01\/5-9-300x159.png 300w\" sizes=\"auto, (max-width: 360px) 100vw, 360px\" 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