{"id":219,"date":"2023-12-29T18:35:50","date_gmt":"2023-12-30T02:35:50","guid":{"rendered":"https:\/\/karasu.tech\/?p=219"},"modified":"2025-01-14T21:08:22","modified_gmt":"2025-01-15T05:08:22","slug":"vae%e4%b8%8egan%e6%bd%9c%e7%a9%ba%e9%97%b4%e6%95%b0%e6%8d%ae%e8%a7%a3%e7%a0%81%e5%99%a8%e7%9a%84%e7%ae%80%e5%8d%95%e9%9a%8f%e7%ac%94","status":"publish","type":"post","link":"https:\/\/karasu.tech\/?p=219","title":{"rendered":"VAE\u4e0eGAN\u6f5c\u7a7a\u95f4\u6570\u636e\u89e3\u7801\u5668\u7684\u5b66\u4e60\u968f\u7b14"},"content":{"rendered":"<p><strong>VAE\uff08Variational Autoencoder\uff09<\/strong><\/p>\n<p>\u5de5\u4f5c\u539f\u7406\uff1aVAE\u662f\u4e00\u79cd\u81ea\u7f16\u7801\u5668\uff08Autoencoder\uff09\u7684\u53d8\u79cd\uff0c\u901a\u8fc7\u5b66\u4e60\u6570\u636e\u7684\u6f5c\u5728\u8868\u793a\u6765\u5b9e\u73b0\u6570\u636e\u7684\u751f\u6210\u548c\u91cd\u6784\u3002\u4e0e\u4f20\u7edf\u81ea\u7f16\u7801\u5668\u4e0d\u540c\u7684\u662f\uff0cVAE\u5f15\u5165\u4e86\u6982\u7387\u6f5c\u5728\u7a7a\u95f4\uff0c\u5e76\u901a\u8fc7\u7f16\u7801\u5668\u5c06\u8f93\u5165\u6570\u636e\u6620\u5c04\u5230\u6f5c\u7a7a\u95f4\u7684\u6982\u7387\u5206\u5e03\uff0c\u518d\u901a\u8fc7\u89e3\u7801\u5668\u4ece\u6f5c\u7a7a\u95f4\u4e2d\u62bd\u6837\u751f\u6210\u65b0\u6570\u636e\u3002<\/p>\n<p>\u7279\u70b9\uff1aVAE\u80fd\u591f\u5b66\u4e60\u6570\u636e\u7684\u8fde\u7eed\u3001\u5e73\u6ed1\u7684\u6f5c\u5728\u8868\u793a\uff0c\u540c\u65f6\u5177\u6709\u5bf9\u6f5c\u7a7a\u95f4\u7684\u63a7\u5236\u80fd\u529b\u3002\u901a\u8fc7\u5728\u6f5c\u7a7a\u95f4\u4e2d\u8fdb\u884c\u63d2\u503c\u548c\u64cd\u4f5c\uff0c\u53ef\u4ee5\u751f\u6210\u5177\u6709\u8fde\u7eed\u53d8\u5316\u7684\u65b0\u6570\u636e\u3002<\/p>\n<p>\u5e94\u7528\uff1aVAE\u5728\u56fe\u50cf\u751f\u6210\u3001\u7279\u5f81\u5b66\u4e60\u3001\u56fe\u50cf\u91cd\u6784\u7b49\u9886\u57df\u5f97\u5230\u5e7f\u6cdb\u5e94\u7528\uff0c\u7279\u522b\u662f\u5728\u751f\u6210\u5177\u6709\u827a\u672f\u98ce\u683c\u7684\u56fe\u50cf\u548c\u8fdb\u884c\u56fe\u50cf\u7f16\u8f91\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002<\/p>\n<p><strong>GAN\uff08Generative Adversarial Network\uff09<\/strong><\/p>\n<p>\u5de5\u4f5c\u539f\u7406\uff1aGAN\u7531\u751f\u6210\u5668\uff08Generator\uff09\u548c\u5224\u522b\u5668\uff08Discriminator\uff09\u7ec4\u6210\uff0c\u4e8c\u8005\u901a\u8fc7\u5bf9\u6297\u8bad\u7ec3\u7684\u65b9\u5f0f\u5171\u540c\u5b66\u4e60\u3002\u751f\u6210\u5668\u8d1f\u8d23\u751f\u6210\u4f2a\u9020\u6570\u636e\uff0c\u5224\u522b\u5668\u8d1f\u8d23\u533a\u5206\u771f\u5b9e\u6570\u636e\u548c\u751f\u6210\u6570\u636e\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u751f\u6210\u5668\u8bd5\u56fe\u751f\u6210\u903c\u771f\u7684\u6570\u636e\u4ee5\u6b3a\u9a97\u5224\u522b\u5668\uff0c\u800c\u5224\u522b\u5668\u8bd5\u56fe\u533a\u5206\u771f\u5b9e\u6570\u636e\u548c\u751f\u6210\u6570\u636e\u3002<\/p>\n<p>\u7279\u70b9\uff1aGAN\u80fd\u591f\u751f\u6210\u975e\u5e38\u903c\u771f\u7684\u6570\u636e\uff0c\u56e0\u4e3a\u751f\u6210\u5668\u548c\u5224\u522b\u5668\u5728\u5bf9\u6297\u8bad\u7ec3\u4e2d\u4e0d\u65ad\u63d0\u9ad8\u5bf9\u65b9\u7684\u6c34\u5e73\u3002\u8fd9\u79cd\u5bf9\u6297\u8bad\u7ec3\u7684\u673a\u5236\u4f7f\u5f97\u751f\u6210\u5668\u80fd\u591f\u5b66\u4e60\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u3002<\/p>\n<p>\u5e94\u7528\uff1aGAN\u5728\u56fe\u50cf\u751f\u6210\u3001\u56fe\u50cf\u4fee\u590d\u3001\u98ce\u683c\u8fc1\u79fb\u3001\u6587\u672c\u751f\u6210\u7b49\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6210\u5c31\u3002\u4f8b\u5982\uff0cStyleGAN\u7cfb\u5217\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u9ad8\u5206\u8fa8\u7387\u3001\u903c\u771f\u7684\u4eba\u8138\u56fe\u50cf\u3002<\/p>\n<hr \/>\n<h2>VAE\u4e0eGAN\u7684\u6bd4\u8f83<\/h2>\n<ul>\n<li>\u751f\u6210\u8d28\u91cf\uff1aGAN\u901a\u5e38\u80fd\u591f\u751f\u6210\u66f4\u903c\u771f\u7684\u6570\u636e\uff0c\u56e0\u4e3a\u5176\u8bad\u7ec3\u8fc7\u7a0b\u662f\u901a\u8fc7\u5bf9\u6297\u5b66\u4e60\u6765\u63d0\u9ad8\u751f\u6210\u5668\u7684\u751f\u6210\u80fd\u529b\u3002<\/li>\n<li>\u6f5c\u7a7a\u95f4\uff1aVAE\u751f\u6210\u7684\u6f5c\u7a7a\u95f4\u901a\u5e38\u66f4\u8fde\u7eed\u3001\u5e73\u6ed1\uff0c\u6709\u5229\u4e8e\u63a7\u5236\u548c\u64cd\u4f5c\u3002\u800cGAN\u5b66\u4e60\u7684\u6f5c\u7a7a\u95f4\u53ef\u80fd\u66f4\u79bb\u6563\u3002<\/li>\n<li>\u8bad\u7ec3\u7a33\u5b9a\u6027\uff1aVAE\u901a\u5e38\u66f4\u5bb9\u6613\u8bad\u7ec3\uff0c\u56e0\u4e3a\u5176\u8bad\u7ec3\u8fc7\u7a0b\u662f\u57fa\u4e8e\u6700\u5927\u5316\u4f3c\u7136\u6982\u7387\u3002GAN\u7684\u8bad\u7ec3\u53ef\u80fd\u66f4\u4e0d\u7a33\u5b9a\uff0c\u9700\u8981\u8c28\u614e\u8c03\u6574\u8d85\u53c2\u6570\u548c\u7f51\u7edc\u7ed3\u6784\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/karasu.tech\/wp-content\/uploads\/2024\/09\/wp_editor_md_463498c5e866d0fa51351fb2b4baf55d.jpg\" alt=\"\" \/><\/p>\n<hr \/>\n<p>\u5b66\u4e60\u6765\u6e90\u6c47\u603b\uff1a<br \/>\n1. <a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/www.bilibili.com\/video\/BV1Hk4y1p7nN\/?vd_source=cb6573f7b61864a4232410dfe1fa0230\" title=\"\u3010\u8be6\u89e3\u3011LoRA, ControlNet\u7b49Stable Diffusion\u5fae\u8c03\u65b9\u6cd5\u539f\u7406\u8be6\u89e3\uff01\">\u3010\u8be6\u89e3\u3011LoRA, ControlNet\u7b49Stable Diffusion\u5fae\u8c03\u65b9\u6cd5\u539f\u7406\u8be6\u89e3\uff01<\/a><br \/>\n2. <a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/www.bilibili.com\/video\/BV18T41167jn\/?spm_id_from=333.880.my_history.page.click&amp;vd_source=f83348e438b0678232a0c1cba35e2fa9\" title=\"\u3010\u5165\u95e8\u3011\u8ba1\u7b97\u673a\u5c0f\u767d\u4ece\u6839\u672c\u4e0a\u7406\u89e3StableDiffusion\u548cControlNet\">\u3010\u5165\u95e8\u3011\u8ba1\u7b97\u673a\u5c0f\u767d\u4ece\u6839\u672c\u4e0a\u7406\u89e3StableDiffusion\u548cControlNet<\/a><br \/>\n3.  <a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/www.bilibili.com\/video\/BV1TP4y1Q7qJ\/?spm_id_from=333.880.my_history.page.click&amp;vd_source=f83348e438b0678232a0c1cba35e2fa9\" title=\"\u7b80\u5355\u6613\u61c2Diffusion\u6a21\u578b\u7efc\u8ff0 - \u57fa\u7840\u7b97\u6cd5\u8be6\u89e3\">\u7b80\u5355\u6613\u61c2Diffusion\u6a21\u578b\u7efc\u8ff0 &#8211; \u57fa\u7840\u7b97\u6cd5\u8be6\u89e3<\/a><br \/>\n4. <a class=\"wp-editor-md-post-content-link\" href=\"https:\/\/www.zhihu.com\/question\/536012286\/answer\/2533146567\" title=\"diffusion model \u6700\u8fd1\u5728\u56fe\u50cf\u751f\u6210\u9886\u57df\u5927\u7ea2\u5927\u7d2b\uff0c\u5982\u4f55\u770b\u5f85\u5b83\u7684\u98ce\u5934\u5f00\u59cb\u8d85\u8fc7 GAN \uff1f\">diffusion model \u6700\u8fd1\u5728\u56fe\u50cf\u751f\u6210\u9886\u57df\u5927\u7ea2\u5927\u7d2b\uff0c\u5982\u4f55\u770b\u5f85\u5b83\u7684\u98ce\u5934\u5f00\u59cb\u8d85\u8fc7 GAN \uff1f<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9762\u5bf9\u672a\u77e5\u6050\u60e7\u7684\u4e1c\u897f\uff0c\u5c31\u662f\u53bb\u6df1\u5165\u6d45\u51fa\u7684\u7406\u89e3\u5b83<\/p>\n","protected":false},"author":2,"featured_media":221,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[21,2,1],"tags":[22,11,15],"class_list":["post-219","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-ai-images","category-other","tag-ai","tag-11","tag-15"],"_links":{"self":[{"href":"https:\/\/karasu.tech\/index.php?rest_route=\/wp\/v2\/posts\/219","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/karasu.tech\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/karasu.tech\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/karasu.tech\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/karasu.tech\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=219"}],"version-history":[{"count":2,"href":"https:\/\/karasu.tech\/index.php?rest_route=\/wp\/v2\/posts\/219\/revisions"}],"predecessor-version":[{"id":222,"href":"https:\/\/karasu.tech\/index.php?rest_route=\/wp\/v2\/posts\/219\/revisions\/222"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/karasu.tech\/index.php?rest_route=\/wp\/v2\/media\/221"}],"wp:attachment":[{"href":"https:\/\/karasu.tech\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=219"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/karasu.tech\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=219"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/karasu.tech\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=219"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}