{"id":5926,"date":"2017-04-14T01:00:00","date_gmt":"2017-04-13T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-05T22:32:08","modified_gmt":"2018-12-05T14:32:08","slug":"%e3%80%90%e7%b3%bb%e5%88%97%e3%80%91%e6%b7%b1%e5%85%a5%e6%b5%85%e5%87%ba%e8%a7%a3%e8%af%bbgan%ef%bc%81","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=5926","title":{"rendered":"\u3010\u7cfb\u5217\u3011\u6df1\u5165\u6d45\u51fa\u89e3\u8bfbGAN\uff01"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<section  class=\"mpa-template\"  style=\"line-height: 25.6px; white-space: normal; letter-spacing: 0.5px;\">\n<section donone=\"shifuMouseDownCard(&#39;shifu_c_029&#39;)\" label=\"Copyright Reserved by PLAYHUDONG.\" style=\"margin-top: 1em; margin-bottom: 1em; max-width: 100%; color: rgb(105, 13, 3); font-size: 16px; line-height: 25.6px; border: 0px none rgb(105, 13, 3); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important; background-color: rgb(255, 255, 255);\">\n<section style=\"margin-left: 1em; max-width: 100%; line-height: 1.4; border-color: rgb(105, 13, 3); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\"><span style=\"max-width: 100%; font-size: 14px; border-color: rgb(105, 13, 3); color: rgb(255, 255, 255); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\"><strong style=\"max-width: 100%; border-color: rgb(105, 13, 3); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\"><span style=\"padding: 0.2em 0.5em; border-color: rgb(105, 13, 3); max-width: 100%; font-weight: inherit; text-decoration: inherit; border-radius: 0.3em; text-align: center; box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important; background-color: rgb(105, 13, 3);\">\u524d\u8a00<\/span><\/strong><\/span><\/section>\n<section class=\"\" style=\"margin-top: -0.7em; max-width: 100%; border: 1px solid rgb(105, 13, 3); border-radius: 0.4em; font-size: 1em; box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"padding: 1.4em 1em 1em; max-width: 100%; border-color: rgb(105, 13, 3); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"max-width: 100%; font-size: 1em; font-weight: inherit; text-align: inherit; text-decoration: inherit; border-color: rgb(105, 13, 3); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<p style=\"white-space: normal; line-height: 2em;\"><span style=\"font-size: 14px; color: rgb(136, 136, 136);\">\u4e5f\u8bb8\u4f60\u5df2\u7ecf\u88ab\u5bf9\u6297\u751f\u6210\u7f51\u7edc\u3001\u5bf9\u5076\u5b66\u4e60\u7b49\u9ad8\u5927\u4e0a\u7684\u6982\u5ff5\u5438\u5f15\uff0c\u4e5f\u8bb8\u4f60\u6b63\u6c89\u6d78\u5728pix2pix\u8fd9\u4e2a\u597d\u73a9\u7684\u7a0b\u5e8f\u4e4b\u4e2d\u3002\u90a3\u4e48\uff0c\u4f60\u4e0d\u60f3\u77e5\u9053\u7a76\u7adf\u4ec0\u4e48\u662fGAN\u5417\uff1f\u5b83\u7684\u5de5\u4f5c\u539f\u7406\u53c8\u662f\u4ec0\u4e48\uff1f\u5b83\u4f1a\u5411\u54ea\u4e2a\u65b9\u5411\u6df1\u5165\u53d1\u5c55\uff1f<\/span><\/p>\n<p style=\"white-space: normal; line-height: 2em;\"><span style=\"font-size: 14px; color: rgb(136, 136, 136);\">\u4e8b\u5b9e\u4e0a\uff0cGAN\u5e76\u4e0d\u4ec5\u4ec5\u80fd\u591f\u751f\u6210\u5404\u79cd\u65b0\u9c9c\u6709\u8da3\u7684\u56fe\u7247\uff0c\u5b83\u4e5f\u662f\u4e00\u6574\u5957\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u751a\u81f3\u4e8e\u4e00\u79cd\u5bd3\u610f\u6df1\u523b\u7684\u601d\u60f3\u65b9\u6cd5\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u6211\u4eec\u77e5\u9053\uff0c\u73b0\u5728\u7684\u673a\u5668\u5b66\u4e60\u64c5\u957f\u7684\u662f\u5bf9\u56fe\u7247\u3001\u8bed\u97f3\u3001\u6587\u672c\u7b49\u8fdb\u884c\u5206\u7c7b\uff0c\u6211\u8f93\u5165\u7ed9\u795e\u7ecf\u7f51\u7edc\u4e00\u5f20\u56fe\u7247\uff0c\u5b83\u5c31\u53ef\u4ee5\u8f93\u51fa\u4e00\u4e2a\u6570\uff0c\u544a\u8bc9\u6211\u8fd9\u4e2a\u56fe\u7247\u662f\u732b\u8fd8\u662f\u72d7\u3002\u73b0\u5728\uff0c\u79d1\u5b66\u5bb6\u4eec\u5e0c\u671b\u628a\u8fd9\u4e2a\u8fc7\u7a0b\u53cd\u8fc7\u6765\uff0c\u4e5f\u5c31\u662f\u6211\u8f93\u5165\u4e00\u4e2a\u6570\uff0c\u795e\u7ecf\u7f51\u7edc\u5219\u7ed9\u6211\u4e00\u5f20\u56fe\u7247\u3002\u8fd9\u5c31\u662f\u6240\u8c13\u7684\u751f\u6210\u8fc7\u7a0b\u3002<\/span><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u5728GAN\u51fa\u73b0\u4e4b\u524d\uff0c\u4eba\u4eec\u5df2\u7ecf\u627e\u5230\u4e86\u4e00\u4e9b\u751f\u6210\u56fe\u7247\u3001\u8bed\u8a00\u7b49\u7684\u65b9\u6cd5\uff0c\u6bd4\u5982\u81ea\u7f16\u7801\u5668\uff08AutoEncoder\uff09\uff0c\u6216\u8005\u53cd\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08De-convolution\uff09\u7b49\u3002\u4f46\u662f\uff0c\u8fd9\u4e9b\u751f\u6210\u65b9\u6cd5\u5f97\u5230\u7684\u56fe\u7247\u7ed3\u679c\u5374\u603b\u662f\u6548\u679c\u4e0d\u4f73\uff0c\u800c\u4e14\u8bad\u7ec3\u4e5f\u5f88\u6162\u3002\u4e8e\u662f\uff0cIan Goodfellow\u5c31\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u65b9\u6cd5\uff0c\u5b83\u521b\u9020\u6027\u5730\u628a\u6df1\u5ea6\u5b66\u4e60\u7684\u4e00\u4f53\u95ee\u9898\u8f6c\u5316\u4e3a\u4e86\u4e00\u4e2a\u4e8c\u4f53\u95ee\u9898\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u672c\u6765\u6211\u60f3\u5f97\u5230\u7684\u662f\u4e00\u4e2a\u751f\u6210\u5668\uff08\u4e00\u4f53\uff09\uff0c\u4f46\u662fGAN\u65b9\u6cd5\u5374\u540c\u65f6\u8bad\u7ec3\u4e86\u4e24\u4e2a\u795e\u7ecf\u7f51\u7edc\uff08\u4e8c\u4f53\uff09\uff1a\u4e00\u4e2a\u662f\u751f\u6210\u5668\uff0c\u4e00\u4e2a\u662f\u5224\u522b\u5668\u3002\u4ee4\u4eba\u610f\u60f3\u4e0d\u5230\u7684\u662f\uff0c\u5c06\u4e24\u4e2a\u7f51\u7edc\u4e00\u8d77\u8bad\u7ec3\u4e0d\u4ec5\u6ca1\u6709\u589e\u52a0\u6211\u4eec\u7684\u8d1f\u62c5\uff0c\u53cd\u800c\u4f1a\u540c\u65f6\u5c06\u751f\u6210\u5668\u548c\u5224\u522b\u5668\u4e00\u8d77\u8bad\u7ec3\u597d\u3002<\/span><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u5177\u4f53\u7684\uff0c\u6211\u4eec\u53ef\u4ee5\u628aGAN\u7684\u601d\u60f3\u8868\u793a\u6210\u5982\u4e0b\u6846\u56fe\uff1a<\/span><\/p>\n<p><inherit><\/inherit><\/p>\n<div class=\"post-image\"><img  style=\"border: 0px; cursor: default; width: 610px; height: 335px;\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534232462.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/div>\n<p><br  \/><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u5176\u4e2d\u751f\u6210\u7f51\u7edc\u4e13\u95e8\u4e3a\u4e86\u9020\u5047\uff0c\u751f\u6210\u5404\u79cd\u4f2a\u9020\u7684\u4eba\u8138\uff0c\u800c\u8fa8\u522b\u7f51\u7edc\u5219\u4e13\u95e8\u8d1f\u8d23\u7504\u522b\u8f93\u5165\u7684\u56fe\u662f\u771f\u5b9e\u7684\u4eba\u8138\u8fd8\u662f\u4f2a\u9020\u7684\u8d5d\u54c1\u3002\u8fd9\u4e24\u4e2a\u7f51\u7edc\u4e00\u8d77\u8bad\u7ec3\u3002\u8fd9\u6837\uff0c\u751f\u6210\u7f51\u7edc\u548c\u8fa8\u522b\u7f51\u7edc\u4e8c\u8005\u4e4b\u95f4\u5c31\u6784\u6210\u4e86\u4e00\u79cd\u96f6\u548c\u535a\u5f08\u5173\u7cfb\u3002<\/span><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u4ee4\u4eba\u610f\u60f3\u4e0d\u5230\u7684\u662f\uff0c\u6b63\u662f\u8fd9\u6837\u4e00\u4e2a\u4e8c\u4f53\u5173\u7cfb\u7684\u5f15\u5165\u5374\u80fd\u5927\u5927\u63d0\u5347\u751f\u6210\u5668\u9020\u5047\u7684\u6c34\u5e73\u3002\u800c\u53e6\u4e00\u65b9\u9762\uff0c\u4eba\u4eec\u53d1\u73b0\uff0c\u8fd9\u6837\u8bad\u7ec3\u51fa\u6765\u7684\u8fa8\u522b\u7f51\u7edc\u5c45\u7136\u4e5f\u80fd\u6bd4\u901a\u5e38\u8868\u73b0\u66f4\u597d\u3002<\/span><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u4ece\u53e6\u4e00\u4e2a\u89d2\u5ea6\u8bf4\uff0cGAN\u7684\u51fa\u73b0\u4ee5\u53ca\u6d41\u884c\u6807\u5fd7\u7740\u6df1\u5ea6\u5b66\u4e60\u5df2\u7ecf\u7531\u5355\u4f53\u5e74\u4ee3\u8fdb\u5165\u4e86\u591a\u4f53\u5e74\u4ee3\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u535a\u5f08\u5173\u7cfb\u7684\u5f15\u5165\u5c06\u4f1a\u88ab\u5f15\u5165\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u4e4b\u4e2d\u3002\u4f8b\u5982\uff0c\u73b0\u5728\u5df2\u7ecf\u6709\u4e86\u7684Teacher-student\u67b6\u6784\uff0c\u4ee5\u53ca\u5bf9\u5076\u5b66\u4e60\u67b6\u6784\u5b9e\u9645\u4e0a\u90fd\u5728\u7528\u4e8c\u4f53\u6765\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u3002<\/span><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 2em; text-align: center;\"><br  \/><\/p>\n<p style=\"text-align: center; line-height: 2em;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<section  class=\"mpa-template\"  style=\"line-height: 25.6px; white-space: normal; letter-spacing: 0.5px;\">\n<p style=\"color: rgb(105, 13, 3); font-size: 14px; border-color: rgb(105, 13, 3); line-height: 2em; background-color: rgb(255, 255, 255);\"><span style=\"font-size: 18px; border-color: rgb(105, 13, 3);\"><strong style=\"border-color: rgb(105, 13, 3);\"><span style=\"padding: 10px; border-bottom-width: 3px; border-bottom-style: solid; border-color: rgb(105, 13, 3);\">\u7ee7\u7eed\u5b66\u4e60\u8bfe\u7a0b&#8230;&#8230;<\/span><\/strong><\/span><\/p>\n<\/section>\n<p style=\"line-height: 2em; text-align: center;\"><br  \/><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u4e3a\u4e86\u5c06GAN\u7684\u601d\u60f3\u548c\u6280\u672f\u9610\u8ff0\u7684\u66f4\u8be6\u7ec6\u3002\u96c6\u667aAI\u5b66\u56ed\u63a8\u51fa\u4e86\u7cfb\u5217\u8bfe\u7a0b\u4e13\u95e8\u8bb2\u89e3\u5404\u79cdGAN\u3002\u4f60\u5c06\u8046\u542c\u5230\u4e09\u4f4d\u5973\u751f\u4e3a\u60a8\u89e3\u8bfb\u8fd9\u4e9b\u6700\u524d\u6cbf\u7684\u6280\u672f\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<p><br  \/><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\"><strong style=\"max-width: 100%; color: rgb(123, 12, 0); font-size: 14px; line-height: 32px; white-space: normal; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"font-size: 14px; line-height: 22.4px;\">1\u3001\u6df1\u5ea6\u5b66\u4e60\u65b0\u661f\u2014\u2014\u751f\u6210\u5bf9\u6297\u7f51\u7edc<\/span><\/strong><\/span><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u9996\u5148\uff0c\u8ba9\u6211\u4eec\u6765\u542c\u542c\u5317\u5927\u7684\u59d1\u5a18\u5c09\u65b9\u97f3\u7ed9\u6211\u4eec\u4ecb\u7ecdGAN\u7684\u5de5\u4f5c\u539f\u7406\u662f\u4ec0\u4e48\uff0c\u4ee5\u53ca\u76ee\u524d\u6bd4\u8f83\u6d41\u884c\u7684\u96c6\u4e2d\u5bf9\u539f\u59cbGAN\u7684\u6269\u5c55\u3002<\/span><\/p>\n<p style=\"text-align: center;\"><span style=\"font-size: 12px;\">\u3010http:\/\/campus.swarma.org\/gcou=10128\u3011<\/span><\/p>\n<p style=\"line-height: 2em; text-align: center;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534232462.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"line-height: 2em;\"><a><\/a><br  \/><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u8bfe\u7a0b\u5185\u5bb9\u5305\u62ec\uff1a<\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: circle;\">\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u539f\u7406\u4ecb\u7ecd<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u4e00\u4e9b\u6709\u8da3\u7684GANs\u53d1\u5c55\u65b9\u5411<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u5728\u5b9e\u8df5\u4e2d\u7684\u8bad\u7ec3\u6280\u5de7<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">WGAN\u2014\u2014GANs\u7684\u539f\u7406\u7a81\u7834<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\"><strong style=\"font-size: 14px; white-space: normal; max-width: 100%; color: rgb(123, 12, 0); line-height: 32px; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"font-size: 14px; line-height: 22.4px;\">2\u3001\u6df1\u5ea6\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08DCGAN\uff09\u7684\u89e3\u8bfb\u4e0e\u5e94\u7528&nbsp;<\/span><\/strong><\/span><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u63a5\u4e0b\u6765\uff0c\u79c0\u5916\u6167\u4e2d\u768490\u540e\u7f8e\u5973\u8bb2\u5e08\u6587\u96f7\u5c06\u5411\u6211\u4eec\u8be6\u7ec6\u89e3\u8bfbRadford &amp; Luke Metz,&nbsp; Chintala: Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks \u8fd9\u7bc7\u7ecf\u5178\u6587\u732e\u3002<\/span><\/p>\n<p style=\"text-align: center;\"><span style=\"font-size: 12px;\">\u3010http:\/\/campus.swarma.org\/gcou=10142\u3011<\/span><\/p>\n<p style=\"line-height: 2em; text-align: center;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534232463.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p><br  \/><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u8bfe\u7a0b\u5185\u5bb9\u5305\u62ec\uff1a<\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: circle;\">\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u4f20\u7edf\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u7684\u5de5\u4f5c\u539f\u7406\u4e0e\u7f3a\u9677<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">DCGAN\u7684\u4f18\u52bf\u603b\u89c8<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">DCGAN\u7684\u6539\u8fdb\u70b9<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">DCGAN\u7684\u5b9e\u9a8c\u4e0e\u5e94\u7528<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">DCGAN\u603b\u7ed3\u4e0e\u672a\u6765\u7814\u7a76\u65b9\u5411<\/span><\/p>\n<\/li>\n<\/ul>\n<p><br  \/><\/p>\n<p style=\"line-height: 2em;\"><br  \/><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\"><strong style=\"white-space: normal; font-size: 14px; line-height: 32px; max-width: 100%; color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"font-size: 14px; line-height: 32px;\">3\u3001GAN\u4e0e\u6539\u8fdb\u578b\u7684GANs<\/span><\/strong><\/span><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u6700\u540e\uff0c\u5982\u679c\u4f60\u60f3\u83b7\u5f97\u7406\u8bba\u4e0a\u7684\u63d0\u5347\uff0c\u5c31\u8bf7\u542c\u4e00\u542c\u4e2d\u79d1\u9662\u7406\u8bba\u7269\u7406\u6240\u7684\u7504\u6167\u73b2\u535a\u58eb\u4e3a\u6211\u4eec\u8bb2\u89e3\u7684\u8fd9\u5802\u8bfe\u3002\u4f60\u5c06\u4f1a\u770b\u5230\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u3001\u7269\u7406\u5b66\u5bb6\u548c\u6570\u5b66\u5bb6\u662f\u5982\u4f55\u4ece\u4e0d\u540c\u7684\u89c6\u89d2\u6765\u770b\u5f85GAN\u7684\u3002<\/span><\/p>\n<p style=\"text-align: center;\"><span style=\"font-size: 12px;\">\u3010http:\/\/campus.swarma.org\/gcou=10130\u3011<\/span><\/p>\n<p style=\"line-height: 2em; text-align: center;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534232463.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p><br  \/><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u8bfe\u7a0b\u5185\u5bb9\u5305\u62ec\uff1a<\/span><\/p>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">1\u3001GAN\u7ed3\u6784\u4e0a\u7684\u6539\u8fdb<\/span><\/p>\n<ul class=\"list-bullet2 list-paddingleft-2\" style=\"list-style-type: circle;\">\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u6a21\u5f0f\u6b63\u5219\u5316\u751f\u6210\u5f0f\u5bf9\u6297\u7f51\u7edc\uff08Mode Regularized GAN\uff09<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u8fb9\u754c\u5bfb\u627e\u751f\u6210\u5f0f\u5bf9\u6297\u7f51\u7edc\uff08Boundary-Seeking GAN\uff09<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u6700\u5927\u4f3c\u7136\u589e\u5f3a\u7684\u79bb\u6563\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08Maximum Likelihood Augmented Discreted GAN\uff09<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u6700\u5c0f\u4e8c\u4e58\u751f\u6210\u5f0f\u5bf9\u6297\u7f51\u7edc\uff08Least Squares GAN\uff09<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">Wasserstein GAN<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">2\u3001GAN\u8ba1\u7b97\u4e0a\u7684\u6539\u8fdb(\u6b63\u5219\u5316\u3001\u8026\u5408)<\/span><\/p>\n<ul class=\"list-bullet2 list-paddingleft-2\" style=\"list-style-type: circle;\">\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u80fd\u91cf\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08Energy-based GAN\uff09<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u6982\u7387\u4f30\u8ba1\u6df1\u5ea6\u751f\u6210\u6a21\u578b(Deep Generative Models with Probability Estimation)<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">3\u3001\u6211\u4eec\u6b63\u5728\u7814\u7a76\u5e76\u63a8\u8350\u7684\u65b9\u6cd5<\/span><\/p>\n<ul class=\"list-bullet2 list-paddingleft-2\" style=\"list-style-type: circle;\">\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u57fa\u4e8e\u80fd\u91cf\u6a21\u578b\u7684\u53d8\u5206\u8bad\u7ec3\uff08From variational training of energy-based models\uff09&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">\u4ece\u7ed9\u5b9a\u76ee\u6807\u5206\u5e03\u4e2d\u62bd\u53d6\u6837\u672c\u8fdb\u884c\u6982\u7387\u63a8\u7406\uff08Draw sample from given target distributions for probabilistic inference\uff09<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 2em;\"><span style=\"font-size: 14px;\">4\u3001\u5de5\u7a0b\u5b66\u7684\u6362\u4f4d\u601d\u8003\u2014\u2014\u6570\u5b66\u8fa9\u8bc1\u6cd5\u8fd8\u662f\u7269\u7406\u8fa9\u8bc1\u6cd5\uff1f<\/span><\/p>\n<p><br  \/><\/p>\n<p><br  \/><\/p>\n<p style=\"line-height: 2em; text-align: center;\"><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"font-size: 14px;\">\u60f3\u8fdb\u884c\u4ee3\u7801\u5b9e\u8df5\u5417\uff1f<\/span><\/strong><\/span><\/p>\n<p style=\"line-height: 2em; text-align: center;\"><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"color: rgb(123, 12, 0); font-size: 14px;\">\u60f3\u770b\u5c0f\u53f8\u673a\u76f4\u64ad\u5e26\u4f60\u88c5\u73af\u5883\u3001\u8c03\u8bd5DCGAN\u4ee3\u7801\uff1f<\/span><\/strong><\/span><\/p>\n<p style=\"line-height: 2em; text-align: center;\"><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"color: rgb(123, 12, 0); font-size: 14px;\">\u5feb\u6765\u626b\u7801\u5165\u7fa4\uff1a<\/span><\/strong><\/span><\/p>\n<p style=\"line-height: 2em;\"><inherit><span style=\"color: rgb(123, 12, 0);\"><\/span><\/inherit><\/p>\n<p><br  \/><\/p>\n<div class=\"post-image\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534232463-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/div>\n<p style=\"line-height: 2em;\"><inherit><span style=\"color: rgb(123, 12, 0);\"><\/span><\/inherit><br  \/><\/p>\n<hr style=\"margin-right: 0.5em; margin-left: 0.5em; line-height: 25.6px; white-space: normal; letter-spacing: 0.5px;\"  \/>\n<p><br  \/><\/p>\n<section  class=\"\"  style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 16px; line-height: 25.6px; white-space: normal; letter-spacing: 0.5px; color: rgb(62, 62, 62); outline: none; background-color: rgb(255, 255, 255);\">\n<h1 style=\"margin-top: 15px; margin-bottom: 15px; text-align: center; line-height: 2em;\"><span style=\"font-size: 14px;\"><strong style=\"white-space: pre-wrap; color: rgb(0, 112, 192); line-height: 25.6px;\"><strong style=\"line-height: 28px; white-space: normal; color: rgb(61, 170, 214); font-size: 20px;\"><span style=\"font-size: 14px; color: rgb(255, 76, 0);\"><\/span><\/strong><\/strong><\/span><\/h1>\n<section  class=\"\"  style=\"margin-right: 0.5em; margin-left: 0.5em; line-height: 25.6px; text-align: center; outline: none;\">\n<section  class=\"\"  style=\"margin-right: 0.5em; margin-left: 0.5em; line-height: 25.6px; outline: none;\">\n<p style=\"margin-top: 15px; margin-bottom: 15px; min-height: 1em; line-height: 2em;\"><img class=\"__bg_gif\"     width=\"100%\" style=\"visibility: visible !important; width: 64px !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534232464.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<\/section>\n<section  class=\"\"  style=\"margin-right: 0.5em; margin-left: 0.5em; line-height: 25.6px; outline: none;\">\n<section  class=\"\"  style=\"outline: none;\">\n<section  class=\"\" style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 15px; outline: none;\">\n<section class=\"\"  style=\"font-size: 16px; line-height: 25.6px; border-color: rgb(123, 12, 0);\">\n<p style=\"margin-top: 15px; margin-bottom: 15px; padding-right: 3px; padding-left: 3px; min-height: 1em; transform: translate3d(0px, 0px, 0px); border-color: rgb(123, 12, 0); line-height: 2em;\"><span style=\"font-size: 12px;\">\u96c6\u667aQQ\u7fa4\uff5c292641157<br  \/>\u5546\u52a1\u5408\u4f5c\uff5czhangqian@swarma.org<br  \/>\u6295\u7a3f\u8f6c\u8f7d\uff5cwangting@swarma.org<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section  class=\"\"  style=\"margin-right: 0.5em; margin-left: 0.5em; outline: none;\">\n<h1 style=\"margin-top: 15px; margin-bottom: 15px; line-height: 2em;\"><strong style=\"font-size: 14px; white-space: pre-wrap; color: rgb(0, 112, 192); line-height: 25.6px;\"><strong style=\"line-height: 28px; white-space: normal; color: rgb(61, 170, 214); font-size: 20px;\"><span style=\"font-size: 14px; color: rgb(136, 136, 136);\"><span style=\"color: rgb(255, 76, 0);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(0, 128, 255);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(61, 170, 214);\">\u25c6<\/span><\/span><\/strong><\/strong><br  \/><\/h1>\n<p style=\"margin-top: 15px; margin-bottom: 15px; min-height: 1em; line-height: 2em;\"><span style=\"font-size: 14px; color: rgb(123, 12, 0);\"><strong style=\"line-height: 23.2727px; color: rgb(255, 76, 65);\"><span style=\"overflow-wrap: break-word !important;\">\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<\/section>\n<p style=\"margin: 15px 0.5em; min-height: 1em; font-size: 19px; border-color: rgb(123, 12, 0); line-height: 1.5em; overflow-wrap: break-word !important;\"><span style=\"color: rgb(136, 136, 136); font-size: 14px;\">\u82f1\u6587\u540d\uff1a Swarma Club \uff0c<\/span><\/p>\n<p style=\"margin: 15px 0.5em; min-height: 1em; font-size: 19px; border-color: rgb(123, 12, 0); line-height: 1.5em; overflow-wrap: break-word !important;\"><span style=\"font-size: 14px; color: rgb(136, 136, 136);\">\u6210\u7acb\u4e8e 2008 \u5e74 \uff0c&nbsp;<\/span><\/p>\n<p style=\"margin: 15px 0.5em; min-height: 1em; font-size: 19px; border-color: rgb(123, 12, 0); line-height: 1.5em; overflow-wrap: break-word !important;\"><span style=\"border-color: rgb(123, 12, 0); color: rgb(136, 136, 136); font-size: 14px;\">\u662f\u4e00\u4e2a\u4ece\u4e8b\u5b66\u672f\u7814\u7a76\u3001<\/span><\/p>\n<p style=\"margin: 15px 0.5em; min-height: 1em; font-size: 19px; border-color: rgb(123, 12, 0); line-height: 1.5em; overflow-wrap: break-word !important;\"><span style=\"border-color: rgb(123, 12, 0); color: rgb(136, 136, 136); font-size: 14px;\">\u4eab\u53d7\u79d1\u5b66\u4e50\u8da3\u7684\u63a2\u7d22\u8005\u7684\u56e2\u4f53 \u3002<\/span><\/p>\n<p style=\"margin: 15px 0.5em; min-height: 1em; font-size: 19px; border-color: rgb(123, 12, 0); line-height: 1.5em; overflow-wrap: break-word !important;\"><span style=\"color: rgb(136, 136, 136); border-color: rgb(123, 12, 0); font-size: 14px;\">\u529b\u56fe\u642d\u5efa\u4e00\u4e2a\u4e2d\u56fd\u7684<\/span><\/p>\n<p style=\"margin: 15px 0.5em; min-height: 1em; font-size: 19px; border-color: rgb(123, 12, 0); line-height: 1.5em; overflow-wrap: break-word !important;\"><span style=\"font-size: 14px;\"><strong>&nbsp;<strong style=\"border-color: rgb(123, 12, 0);\">\u201c \u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240 \u201d\u3002<\/strong><\/strong><\/span><\/p>\n<p style=\"margin: 15px 0.5em; min-height: 1em; font-size: 19px; font-family: \u5fae\u8f6f\u96c5\u9ed1; color: rgb(71, 193, 168); line-height: 1.5em; overflow-wrap: break-word !important;\"><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"font-size: 14px;\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p style=\"margin: 15px 0.5em; 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