{"id":1398,"date":"2022-01-05T21:32:22","date_gmt":"2022-01-05T13:32:22","guid":{"rendered":"http:\/\/139.9.1.231\/?p=1398"},"modified":"2022-01-05T21:32:23","modified_gmt":"2022-01-05T13:32:23","slug":"cganconditional-gan","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/01\/05\/cganconditional-gan\/","title":{"rendered":"GAN\u7cfb\u5217\u4e4bCGAN\uff08Conditional 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GAN\uff09\u4ecb\u7ecd<\/strong><\/p>\n\n\n\n<p><strong>1\u3001CGAN\u7684\u539f\u7406<\/strong><\/p>\n\n\n\n<p>CGAN\u7684\u5168\u79f0\u662fConditional Generative Adversarial Nets\uff0c\u5373\u6761\u4ef6\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u3002\u6545\u540d\u601d\u8bae\uff0c\u5c31\u662f\u901a\u8fc7\u6dfb\u52a0\u9650\u5236\u6761\u4ef6\uff0c\u6765\u63a7\u5236GAN\u751f\u6210\u6570\u636e\u7684\u7279\u5f81\uff08\u7c7b\u522b\uff09\u3002<\/p>\n\n\n\n<p>\u5f53\u6211\u7b2c\u4e00\u6b21\u4e86\u89e3\u4e86CGAN\u539f\u7406\uff0c\u6211\u60ca\u8be7\u4e8e\u5b83\u7ed9GAN\u201c\u52a0\u6309\u94ae\u201d\u7684\u65b9\u6cd5\u7adf\u7136\u5982\u6b64\u7b80\u5355\u7c97\u66b4\uff0c\u8981\u505a\u4ec5\u4ec5\u5c31\u662f\u201c\u628a\u6309\u94ae\u52a0\u4e0a\u53bb\u201d\u2014\u2014<strong>\u8bad\u7ec3\u65f6\u5c06\u63a7\u5236\u751f\u6210\u7c7b\u522b\u7684\u6807\u7b7e\u8fde\u540c\u566a\u58f0\u4e00\u8d77\u9001\u8fdb\u751f\u6210\u5668\u7684\u8f93\u5165\u7aef\uff0c\u8fd9\u6837\u5728\u9884\u6d4b\u65f6\uff0c\u751f\u6210\u5668\u5c31\u4f1a\u540c\u6837\u6839\u636e\u8f93\u5165\u7684\u6807\u7b7e\u751f\u6210\u6307\u5b9a\u7c7b\u522b\u7684\u56fe\u7247\u4e86<\/strong>\u3002<strong>\u5224\u522b\u5668\u7684\u5904\u7406\u4e5f\u662f\u4e00\u6837\uff0c\u4ec5\u4ec5\u5728\u8f93\u5165\u52a0\u4e0a\u7c7b\u522b\u6807\u7b7e\u5c31\u53ef\u4ee5\u4e86\u3002<\/strong><\/p>\n\n\n\n<p>\u90a3\u4e48\uff0c\u4e3a\u4ec0\u4e48\u52a0\u4e86\u6807\u7b7e\uff0cCGAN\u5c31\u4e56\u4e56\u542c\u8bdd\u3001\u8981\u5565\u7ed9\u5565\u4e86\u5462\uff1f\u539f\u7406\u4e5f\u662f\u5341\u5206\u7b80\u5355\uff0c\u6211\u4eec\u77e5\u9053GAN\u8981\u5e72\u7684\u5c31\u662f\u62df\u5408\u6570\u636e\u7684\u6982\u7387\u5206\u5e03\uff0c\u800cCGAN\u62df\u5408\u7684\u5c31\u662f\u6761\u4ef6\u4e0b\u7684\u6982\u7387\u5206\u5e03\u3002<\/p>\n\n\n\n<p>GAN\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-style-default\"><img loading=\"lazy\" width=\"825\" height=\"92\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/01\/image-94.png\" alt=\"\" class=\"wp-image-1401\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/01\/image-94.png 825w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/01\/image-94-300x33.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/01\/image-94-768x86.png 768w\" sizes=\"(max-width: 825px) 100vw, 825px\" \/><\/figure>\n\n\n\n<p>\u539f\u751fGAN\u4e2d\u7684\u6982\u7387\u5168\u6539\u6210\u6761\u4ef6\u6982\u7387\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-style-default\"><img loading=\"lazy\" width=\"841\" height=\"87\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/01\/image-93.png\" alt=\"\" class=\"wp-image-1400\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/01\/image-93.png 841w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/01\/image-93-300x31.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/01\/image-93-768x79.png 768w\" sizes=\"(max-width: 841px) 100vw, 841px\" 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class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/01\/image-95-1024x827.png\" alt=\"\" class=\"wp-image-1402\" width=\"490\" height=\"395\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/01\/image-95-1024x827.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/01\/image-95-300x242.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/01\/image-95-768x620.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/01\/image-95.png 1443w\" sizes=\"(max-width: 490px) 100vw, 490px\" 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GAN\u4e86\uff0c\u8fd9\u4e2a\u5224\u522b\u5668\u662f\u4e0d\u662f\u8981\u8f93\u51fa\u5206\u7c7b\u6807\u7b7ey\u6765\u8bad\u7ec3Condition\u90a3\u90e8\u5206\uff1f\u4f46\u8f6c\u5ff5\u4e00\u60f3\uff0c\u4e0d\u884c\uff0c\u5224\u522b\u5668\u8fd8\u662f\u5f97\u5224\u522b\u771f\u5047\uff0c\u4e0d\u7136\u6ca1\u6cd5\u548c\u751f\u6210\u5668\u5bf9\u6297\u4e86\u3002BUT\uff0c\u540e\u6765\u6211\u53d1\u73b0\u8fd8\u771f\u6709\u8d70\u8fd9\u4e2a\u8def\u7ebf\u7684GAN\uff0c\u53ebInfoGAN\u3002\u8fd9\u4e2aInfoGAN\u7ed9\u751f\u6210\u5668\u914d\u4e86\u4e24\u4e2a\u5224\u522b\u5668\uff0c\u4e00\u4e2a\u5224\u771f\u5047\uff0c\u4e00\u4e2a\u5206\u7c7b\u522b\u3002<\/li><li>\u518d\u770b\u751f\u6210\u5668\u3002\u751f\u6210\u5668\u7684\u8f93\u5165\u9664\u4e86\u968f\u673a\u566a\u58f0z\u5916\uff0c\u4e5f\u52a0\u5165\u4e86\u201c\u6761\u4ef6y\u201d\u3002\u5230\u8fd9\u513f\uff0c\u6211\u53c8\u60f3\uff1a\u65e2\u7136\u6709\u4e86\u6761\u4ef6\u6807\u7b7e\uff0c\u5c31\u4e0d\u7528\u8f93\u5165\u566a\u58f0z\u4e86\u5427\uff5e\u3002\u7b54\u6848\u5f53\u7136\u662f\uff0c\u4e0d\u884c\uff01\u56e0\u4e3a\uff0c\u566a\u58f0z\u7684\u7ef4\u5ea6\u662f\u548c\u751f\u6210\u5668\u8f93\u51fa\u56fe\u7247\u7684\u5c3a\u5bf8\u3001\u590d\u6742\u5ea6\u76f8\u5173\u7684\u3002\u672c\u9879\u76ee\u4e2d\u8f93\u51fa\u56fe\u7247\u5c3a\u5bf8\u662f28\u00d728=784\u3002\u6309\u7406\u8bf4\u6a21\u578b\u8fdb\u884c\u6620\u5c04\u7684\u8f93\u5165\u3001\u8f93\u51fa\u5c3a\u5bf8\u5e94\u8be5\u662f\u76f8\u7b49\u7684\u3002\u4f46\u662f\u8f93\u51fa\u56fe\u7247\u53ea\u662f\u624b\u5199\u6570\u5b57\uff0c\u89c4\u5f8b\u6bd4\u8f83\u7b80\u5355\uff0c\u8f93\u5165\u7684\u5c3a\u5bf8\u53ef\u4ee5\u8fdb\u884c\u4e00\u5b9a\u7a0b\u5ea6\u7684\u538b\u7f29\u3002\u4e00\u822c\u566a\u58f0z\u7684\u7ef4\u5ea6\u4e3a\u51e0\u5341\u5230\u4e00\u767e\u5c31\u80fd\u751f\u6210\u6bd4\u8f83\u7406\u60f3\u7684\u56fe\u7247\u7ec6\u8282\uff0c\u5982\u679c\u592a\u4f4e\u4f1a\u5bfc\u81f4\u751f\u6210\u5668\u62df\u5408\u80fd\u529b\u4e0d\u8db3\uff0c\u751f\u6210\u56fe\u7247\u8d28\u91cf\u4f4e\u4e0b\u3002\u6761\u4ef6z\u53ea\u662f\u4e00\u4e2a\u53d6\u503c<strong>0\uff5e9\u7684\u7ef4\u5ea6\u4e3a\u4e00\u7684\u5411\u91cf<\/strong>\uff0c\u6a21\u578b\u62df\u5408\u50cf\u7d20\u6982\u7387\u5206\u5e03\u7684\u6548\u679c\u53ef\u60f3\u800c\u77e5\u3002\u540e\u9762\u6211\u4eec\u4ecb\u7ecd\u7684Pix2Pix\u6a21\u578b\u7684\u8f93\u5165\u662f\u4e00\u5f20\u548c\u8f93\u51fa\u5c3a\u5bf8\u76f8\u540c\u7684\u56fe\u7247\uff0c\u5c31\u4e0d\u518d\u8f93\u5165\u566a\u58f0z\u4e86\u3002<\/li><\/ul>\n\n\n\n<p>CGAN\u9700\u8981\u6ce8\u610f\u7684\u4e00\u70b9\u662f\uff1a\u8f93\u5165\u7684\u6761\u4ef6\u6807\u7b7ey\u4e0d\u4f46\u8981\u5728\u8f93\u5165\u65f6\u4e0e\u566a\u58f0z\u878d\u5408\u5728\u4e00\u8d77\uff0c\u5728\u751f\u6210\u5668\u548c\u5224\u522b\u5668\u7684\u6bcf\u4e00\u5c42\u8f93\u5165\u91cc\u90fd\u8981\u4e0e\u7279\u5f81\u56fe\u76f8\u878d\u5408\uff0c\u624d\u80fd\u8ba9\u6a21\u578b\u201c\u5b66\u597d\u6761\u4ef6y\u201d\u3002\u4e0d\u7136\uff0c\u6807\u7b7e\u53ef\u80fd\u4e0d\u7075\uff5e<\/p>\n\n\n\n<p class=\"has-bright-blue-background-color has-background\"> code <a href=\"https:\/\/github.com\/eriklindernoren\/PyTorch-GAN\">https:\/\/github.com\/eriklindernoren\/PyTorch-GAN<\/a> <\/p>\n","protected":false},"excerpt":{"rendered":"<p>GAN\u53ea\u662f\u62df\u5408\u539f\u6570\u636e\u96c6\u7684\u50cf\u7d20\u6982\u7387\u5206\u5e03\uff0c\u751f\u6210\u7684\u6837\u672c\u5e76\u6ca1\u6709\u63d0\u4f9b\u65b0\u7684\u4fe1\u606f\u4ee5\u4f18\u5316\u6a21\u578b\u7684\u5206\u7c7b\u8fb9\u754c\u3002\u6211\u7406\u89e3\uff0c\u6837\u672c\u63d2\u503c\u8fd8\u80fd\u4f18 &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2022\/01\/05\/cganconditional-gan\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">GAN\u7cfb\u5217\u4e4bCGAN\uff08Conditional GAN\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":[4,12],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/1398"}],"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=1398"}],"version-history":[{"count":2,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/1398\/revisions"}],"predecessor-version":[{"id":1403,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/1398\/revisions\/1403"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=1398"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=1398"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=1398"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}