{"id":50630,"date":"2023-08-24T21:24:16","date_gmt":"2023-08-24T13:24:16","guid":{"rendered":"https:\/\/docs.pingcode.com\/?p=50630"},"modified":"2023-08-27T23:55:41","modified_gmt":"2023-08-27T15:55:41","slug":"%e6%9c%89%e5%93%aa%e4%ba%9b-gan-%e5%9c%a8%e5%88%86%e7%b1%bb-%e5%88%a4%e5%88%ab%e6%96%b9%e9%9d%a2%e7%9a%84%e6%88%90%e5%8a%9f%e5%ba%94%e7%94%a8","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/50630.html","title":{"rendered":"\u6709\u54ea\u4e9b GAN \u5728\u5206\u7c7b\/\u5224\u522b\u65b9\u9762\u7684\u6210\u529f\u5e94\u7528"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote\">\n<p>\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u5728\u5206\u7c7b\/\u5224\u522b\u65b9\u9762\u7684\u6210\u529f\u5e94\u7528\u5e7f\u6cdb\uff0c\u6db5\u76d6\u56fe\u50cf\u3001\u6587\u672c\u548c\u58f0\u97f3\u7b49\u591a\u4e2a\u9886\u57df\u3002\u4ee5\u4e0b\u5c06\u4ecb\u7ecd\u51e0\u4e2a\u4e3b\u8981\u65b9\u9762\uff1a1.\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u91cd\u5efa\uff1b2.\u98ce\u683c\u8fc1\u79fb\uff1b3.\u6570\u636e\u589e\u5f3a\uff1b4.\u4eba\u8138\u8bc6\u522b\u3002\u5176\u4e2d\uff0c\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u91cd\u5efa\u901a\u8fc7GAN\u5c06\u4f4e\u5206\u8fa8\u7387\u56fe\u50cf\u8f6c\u6362\u4e3a\u9ad8\u6e05\u6670\u5ea6\uff0c\u5bf9\u56fe\u50cf\u5206\u7c7b\u5177\u6709\u79ef\u6781\u5f71\u54cd\u3002<\/p>\n<\/blockquote>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"680\" height=\"421\" src=\"https:\/\/cdn-docs.pingcode.com\/wp-content\/uploads\/2023\/08\/7-1.jpg?x-oss-process=image\/auto-orient,1\/format,webp\" alt=\"\" class=\"wp-image-50631\" srcset=\"https:\/\/cdn-docs.pingcode.com\/wp-content\/uploads\/2023\/08\/7-1.jpg 680w, https:\/\/cdn-docs.pingcode.com\/wp-content\/uploads\/2023\/08\/7-1-300x186.jpg 300w\" sizes=\"(max-width: 680px) 100vw, 680px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">1. \u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u91cd\u5efa<\/h2>\n\n\n\n<p>\u4f7f\u7528GAN\u8fdb\u884c\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u91cd\u5efa\uff0c\u80fd\u5c06\u4f4e\u5206\u8fa8\u7387\u56fe\u50cf\u8f6c\u6362\u4e3a\u9ad8\u6e05\u6670\u5ea6\u3002\u8fd9\u79cd\u6280\u672f\u5bf9\u4e8e\u533b\u5b66\u56fe\u50cf\u3001\u536b\u661f\u56fe\u50cf\u7684\u5206\u7c7b\u548c\u89e3\u91ca\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n\n\n\n<p>SRGAN<\/p>\n\n\n\n<p>\u5e94\u7528\uff1a\u533b\u5b66\u56fe\u50cf\u653e\u5927\u3001\u536b\u661f\u56fe\u50cf\u89e3\u8bfb<\/p>\n\n\n\n<p>\u7279\u70b9\uff1a\u5229\u7528GAN\u751f\u6210\u66f4\u7cbe\u786e\u7684\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u98ce\u683c\u8fc1\u79fb<\/h2>\n\n\n\n<p>\u98ce\u683c\u8fc1\u79fb\u901a\u8fc7GAN\u5c06\u4e00\u79cd\u98ce\u683c\u7684\u7279\u70b9\u8fc1\u79fb\u5230\u53e6\u4e00\u5f20\u56fe\u50cf\u4e0a\uff0c\u7528\u4e8e\u827a\u672f\u521b\u4f5c\u3001\u56fe\u50cf\u7f16\u8f91\u7b49\u3002<\/p>\n\n\n\n<p>CycleGAN<\/p>\n\n\n\n<p>\u5e94\u7528\uff1a\u827a\u672f\u56fe\u50cf\u98ce\u683c\u8fc1\u79fb\u3001\u56fe\u50cf\u5230\u56fe\u50cf\u7684\u7ffb\u8bd1<\/p>\n\n\n\n<p>\u7279\u70b9\uff1a\u80fd\u591f\u5728\u6ca1\u6709\u914d\u5bf9\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u56fe\u50cf\u7ffb\u8bd1<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u6570\u636e\u589e\u5f3a<\/h2>\n\n\n\n<p>\u4f7f\u7528GAN\u8fdb\u884c\u6570\u636e\u589e\u5f3a\u53ef\u4ee5\u751f\u6210\u65b0\u7684\u6837\u672c\uff0c\u4ece\u800c\u589e\u5f3a\u6a21\u578b\u7684\u5206\u7c7b\u80fd\u529b\u3002<\/p>\n\n\n\n<p>Data Augmentation GANs<\/p>\n\n\n\n<p>\u5e94\u7528\uff1a\u56fe\u50cf\u5206\u7c7b\u3001\u6587\u672c\u5206\u7c7b<\/p>\n\n\n\n<p>\u7279\u70b9\uff1a\u901a\u8fc7\u589e\u52a0\u6837\u672c\u591a\u6837\u6027\uff0c\u63d0\u9ad8\u6a21\u578b\u6cdb\u5316\u80fd\u529b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u4eba\u8138\u8bc6\u522b<\/h2>\n\n\n\n<p>\u4eba\u8138\u8bc6\u522b\u6280\u672f\u901a\u8fc7\u4f7f\u7528GAN\u589e\u5f3a\u4eba\u8138\u7684\u7279\u5f81\uff0c\u63d0\u9ad8\u4eba\u8138\u5206\u7c7b\u548c\u8bc6\u522b\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<p>Face Aging GANs<\/p>\n\n\n\n<p>\u5e94\u7528\uff1a\u5b89\u5168\u76d1\u63a7\u3001\u793e\u4ea4\u5a92\u4f53\u4eba\u8138\u8bc6\u522b<\/p>\n\n\n\n<p>\u7279\u70b9\uff1a\u53ef\u4ee5\u5bf9\u4eba\u8138\u8fdb\u884c\u5e74\u9f84\u53d8\u6362\uff0c\u589e\u5f3a\u4eba\u8138\u8bc6\u522b\u7cfb\u7edf\u7684\u9c81\u68d2\u6027<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5e38\u89c1\u95ee\u7b54<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-layout-1 wp-block-group-is-layout-flex\">\n<ul>\n<li>\u95ee\u9898\uff1a<strong>GAN\u5728\u5206\u7c7b\u95ee\u9898\u4e0a\u7684\u4f18\u52bf\u5728\u54ea\u91cc\uff1f<\/strong><\/li>\n\n\n\n<li>\u7b54\u6848\uff1aGAN\u80fd\u591f\u901a\u8fc7\u751f\u6210\u65b0\u7684\u6837\u672c\u548c\u7279\u5f81\u589e\u5f3a\uff0c\u63d0\u9ad8\u5206\u7c7b\u6a21\u578b\u7684\u51c6\u786e\u6027\u548c\u9c81\u68d2\u6027\u3002<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-layout-2 wp-block-group-is-layout-flex\">\n<ul>\n<li>\u95ee\u9898\uff1a<strong>\u4f7f\u7528GAN\u8fdb\u884c\u56fe\u50cf\u5206\u7c7b\u6709\u4f55\u6311\u6218\uff1f<\/strong><\/li>\n\n\n\n<li>\u7b54\u6848\uff1aGAN\u8bad\u7ec3\u8fc7\u7a0b\u590d\u6742\uff0c\u9700\u8981\u5927\u91cf\u8c03\u53c2\uff0c\u53ef\u80fd\u51fa\u73b0\u6a21\u5f0f\u5d29\u6e83\u7b49\u95ee\u9898\u3002<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-layout-3 wp-block-group-is-layout-flex\">\n<ul>\n<li>\u95ee\u9898\uff1a<strong>GAN\u5982\u4f55\u5728\u6570\u636e\u589e\u5f3a\u65b9\u9762\u63d0\u9ad8\u5206\u7c7b\u51c6\u786e\u7387\uff1f<\/strong><\/li>\n\n\n\n<li>\u7b54\u6848\uff1aGAN\u901a\u8fc7\u751f\u6210\u4e0e\u771f\u5b9e\u6837\u672c\u76f8\u4f3c\u7684\u65b0\u6837\u672c\uff0c\u589e\u52a0\u8bad\u7ec3\u6570\u636e\u591a\u6837\u6027\uff0c\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n<\/ul>\n<\/div>\n","protected":false},"excerpt":{"rendered":"\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u5728\u5206\u7c7b\/\u5224\u522b\u65b9\u9762\u7684\u6210\u529f\u5e94\u7528\u5e7f\u6cdb\uff0c\u6db5\u76d6\u56fe\u50cf\u3001\u6587\u672c\u548c\u58f0\u97f3\u7b49\u591a\u4e2a\u9886\u57df\u3002\u4ee5\u4e0b\u5c06\u4ecb\u7ecd\u51e0\u4e2a\u4e3b\u8981\u65b9\u9762\uff1a1.\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u91cd\u5efa\uff1b2.\u98ce\u683c\u8fc1\u79fb\uff1b3.\u6570\u636e\u589e\u5f3a\uff1b4.\u4eba\u8138\u8bc6\u522b\u3002\u5176\u4e2d\uff0c\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u91cd\u5efa\u901a\u8fc7 ...","protected":false},"author":8,"featured_media":50632,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[1988,1989,1990,1991,1992,1993,1994,1156,1035],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/50630"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=50630"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/50630\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/50632"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=50630"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=50630"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=50630"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}