{"id":9360,"date":"2016-08-30T01:00:00","date_gmt":"2016-08-29T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-11T21:40:47","modified_gmt":"2018-12-11T13:40:47","slug":"%e8%bf%91%e6%9c%9fgan%e7%9a%84%e6%a8%a1%e5%9e%8b%e5%92%8c%e7%90%86%e8%ae%ba%e5%8f%91%e5%b1%95-%e8%bd%ac%e8%bd%bd","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=9360","title":{"rendered":"\u8fd1\u671fGAN\u7684\u6a21\u578b\u548c\u7406\u8bba\u53d1\u5c55 | \u8f6c\u8f7d"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section label=\"Copyright \u00a9 2015 playhudong All Rights Reserved.\" style=\"border: none; margin: 50px auto 16px; text-align: center;\" donone=\"shifuMouseDownStyle(&#39;shifu_t_027&#39;)\">\n<section class=\"color\" style=\"border-top-style: solid; border-top-width: 2px; border-color: rgb(102, 102, 102);\">\n<section style=\"margin-top: -17px;\">\n<section style=\" background-color: #ffffff; display: inline-block;\">\n<section class=\"color\" style=\"border-left-style: solid; border-left-width: 1px; border-color: rgb(102, 102, 102); border-right-style: solid; border-right-width: 1px; width: 7px; transform: rotate(8deg); -webkit-transform: rotate(8deg); height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"border-right-style: solid; border-right-width: 1px; border-color: rgb(102, 102, 102); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section style=\"font-size: 18px; height: 28px; padding-right: 10px; padding-left: 10px; line-height: 28px; display: inline-block;\">\n<p>\u6458\u8981<\/p>\n<\/section>\n<section class=\"color\" style=\"border-left-style: solid; border-left-width: 1px; border-color: rgb(102, 102, 102); border-right-style: solid; border-right-width: 1px; transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"border-right-style: solid; border-right-width: 1px; border-color: rgb(102, 102, 102); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; color: rgb(58, 55, 55); word-wrap: break-word !important;\">\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"color: rgb(66, 56, 56); font-size: 14px; line-height: 1.6;\">\u5728\u8fc7\u53bb\u4e00\u4e24\u5e74\u4e2d\uff0c\u751f\u6210\u5f0f\u6a21\u578b Generative Adversarial Networks\uff08GAN\uff09\u7684\u65b0\u5174\u4e3a\u751f\u6210\u5f0f\u4efb\u52a1\u5e26\u6765\u4e86\u4e0d\u5c0f\u7684\u8fdb\u5c55\u3002\u5c3d\u7ba1 GAN \u5728\u88ab\u63d0\u51fa\u65f6\u5b58\u5728\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u7b49\u8bf8\u591a\u95ee\u9898\uff0c\u4f46\u540e\u6765\u7684\u7814\u7a76\u8005\u4eec\u5206\u522b\u4ece\u6a21\u578b\u3001\u8bad\u7ec3\u6280\u5de7\u548c\u7406\u8bba\u7b49\u65b9\u9762\u5bf9\u5b83\u505a\u4e86\u6539\u8fdb\u3002\u672c\u6587\u65e8\u5728\u68b3\u7406\u8fd9\u4e9b\u76f8\u5173\u5de5\u4f5c\u3002<\/span><br  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; font-size: 10px; word-wrap: break-word !important;\">\n<p style=\"max-width: 100%; box-sizing: border-box; min-height: 1em; word-wrap: break-word !important;\"><br  \/><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; min-height: 1em; word-wrap: break-word !important;\"><br  \/><\/p>\n<p style=\"text-align: center;\"><span style=\"color: rgb(58, 55, 55); line-height: 25.6000003814697px; white-space: pre-wrap;\"><\/span><span style=\"font-size: 16px; color: rgb(255, 76, 65);\">\u672c\u6587\u8f6c\u8f7d\u81ea\u201c\u6df1\u5ea6\u5b66\u4e60\u5927\u8bb2\u5802\u201d\uff0c<span style=\"font-size: 16px; line-height: 25.6000003814697px; text-align: center;\">\u6b22\u8fce\u5173\u6ce8\uff01<\/span><\/span><\/p>\n<p style=\"text-align: center;\"><span style=\"font-size: 16px; color: rgb(255, 76, 65);\"><br  \/><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; min-height: 1em; word-wrap: break-word !important;\"><br  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; color: rgb(58, 55, 55); word-wrap: break-word !important;\">\n<section style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\">\u5c3d\u7ba1\u5927\u591a\u6570\u65f6\u5019\uff0c\u6709\u76d1\u7763\u5b66\u4e60\u6bd4\u65e0\u76d1\u7763\u7684\u80fd\u83b7\u5f97\u66f4\u597d\u7684\u8bad\u7ec3\u6548\u679c\u3002\u4f46\u5728\u771f\u5b9e\u4e16\u754c\u4e2d\uff0c\u6709\u76d1\u7763\u5b66\u4e60\u9700\u8981\u7684\u6570\u636e\u6807\u6ce8\uff08label\uff09\u662f\u76f8\u5bf9\u5c11\u7684\u3002\u6240\u4ee5\u7814\u7a76\u8005\u4eec\u4ece\u672a\u653e\u5f03\u53bb\u63a2\u7d22\u66f4\u597d\u7684\u65e0\u76d1\u7763\u5b66\u4e60\u7b56\u7565\uff0c\u5e0c\u671b\u80fd\u4ece\u6d77\u91cf\u7684\u65e0\u6807\u6ce8\u6570\u636e\u4e2d\u5b66\u5230\u5bf9\u4e8e\u8fd9\u4e2a\u771f\u5b9e\u4e16\u754c\u7684\u8868\u793a\uff08representation\uff09\u751a\u81f3\u77e5\u8bc6\uff0c\u4ece\u800c\u53bb\u66f4\u597d\u5730\u7406\u89e3\u6211\u4eec\u7684\u771f\u5b9e\u4e16\u754c\u3002<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; font-size: 10px; word-wrap: break-word !important;\">\n<section style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><br style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; color: rgb(58, 55, 55); word-wrap: break-word !important;\">\n<section style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\">\u8bc4\u4ef7\u65e0\u76d1\u7763\u5b66\u4e60\u597d\u574f\u7684\u65b9\u5f0f\u6709\u5f88\u591a\uff0c\u5176\u4e2d\u751f\u6210\u4efb\u52a1\u5c31\u662f\u6700\u76f4\u63a5\u7684\u4e00\u4e2a\u3002\u53ea\u6709\u5f53\u6211\u4eec\u80fd\u751f\u6210\/\u521b\u9020\u6211\u4eec\u7684\u771f\u5b9e\u4e16\u754c\u65f6\uff0c\u624d\u80fd\u8bf4\u660e\u6211\u4eec\u662f\u5b8c\u5b8c\u5168\u5168\u7406\u89e3\u4e86\u5b83\u3002\u7136\u800c\uff0c\u751f\u6210\u4efb\u52a1\u6240\u4f9d\u8d56\u7684\u751f\u6210\u5f0f\u6a21\u578b\uff08generative models\uff09\u5f80\u5f80\u4f1a\u9047\u5230\u4e24\u5927\u56f0\u96be\u3002\u9996\u5148\u662f\u6211\u4eec\u9700\u8981\u5927\u91cf\u7684\u5148\u9a8c\u77e5\u8bc6\u53bb\u5bf9\u771f\u5b9e\u4e16\u754c\u8fdb\u884c\u5efa\u6a21\uff0c\u5176\u4e2d\u5305\u62ec\u9009\u62e9\u4ec0\u4e48\u6837\u7684\u5148\u9a8c\u3001\u4ec0\u4e48\u6837\u7684\u5206\u5e03\uff0c\u7b49\u7b49\u3002\u800c\u5efa\u6a21\u7684\u597d\u574f\u76f4\u63a5\u5f71\u54cd\u7740\u6211\u4eec\u7684\u751f\u6210\u6a21\u578b\u7684\u8868\u73b0\u3002\u53e6\u4e00\u4e2a\u56f0\u96be\u662f\uff0c\u771f\u5b9e\u4e16\u754c\u7684\u6570\u636e\u5f80\u5f80\u5f88\u590d\u6742\uff0c\u6211\u4eec\u8981\u7528\u6765\u62df\u5408\u6a21\u578b\u7684\u8ba1\u7b97\u91cf\u5f80\u5f80\u975e\u5e38\u5e9e\u5927\uff0c\u751a\u81f3\u96be\u4ee5\u627f\u53d7\u3002<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; font-size: 10px; word-wrap: break-word !important;\">\n<section style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><br style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<p style=\"max-width: 100%; box-sizing: border-box; min-height: 1em; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56);\">\u800c\u5728\u8fc7\u53bb\u4e00\u4e24\u5e74\u4e2d\uff0c\u6709\u4e00\u4e2a\u8ba9\u4eba\u5174\u594b\u7684\u65b0\u6a21\u578b\uff0c\u5219\u5f88\u597d\u5730\u907f\u5f00\u4e86\u8fd9\u4e24\u5927\u56f0\u96be\u3002\u8fd9\u4e2a\u6a21\u578b\u53eb\u4f5cGenerative Adversarial Networks<strong>\uff08GAN\uff09<\/strong>\uff0c\u5728<span style=\"color: rgb(66, 56, 56); font-size: 14px; line-height: 22.3999996185303px; white-space: pre-wrap;\">\u6587\u732e<\/span> [1] \u4e2d\u63d0\u51fa\u3002\u5728\u539f\u59cb\u7684 GAN paper [1] \u4e2d\uff0c\u4f5c\u8005\u7528\u535a\u5f08\u8bba\u6765\u9610\u91ca\u4e86 GAN \u6846\u67b6\u80cc\u540e\u7684\u601d\u60f3\u3002\u6bcf\u4e00\u4e2a GAN \u6846\u67b6\uff0c\u90fd\u5305\u542b\u7740\u4e00\u5bf9\u6a21\u578b \u2014\u2014 \u4e00\u4e2a\u751f\u6210\u6a21\u578b\uff08G\uff09\u548c\u4e00\u4e2a\u5224\u522b\u6a21\u578b\uff08D\uff09\u3002<\/span><span style=\"max-width: 100%; color: rgb(66, 56, 56); line-height: 1.6;\">\u56e0\u4e3a D \u7684\u5b58\u5728\uff0c\u624d\u4f7f\u5f97 GAN \u4e2d\u7684 G \u4e0d\u518d\u9700\u8981\u5bf9\u4e8e\u771f\u5b9e\u6570\u636e\u7684\u5148\u9a8c\u77e5\u8bc6\u548c\u590d\u6742\u5efa\u6a21\uff0c\u4e5f\u80fd\u5b66\u4e60\u53bb\u903c\u8fd1\u771f\u5b9e\u6570\u636e\uff0c\u6700\u7ec8\u8ba9\u5176\u751f\u6210\u7684\u6570\u636e\u8fbe\u5230\u4ee5\u5047\u4e71\u771f\u7684\u5730\u6b65 \u2014\u2014 D \u4e5f\u65e0\u6cd5\u5206\u522b \u2014\u2014 \u4ece\u800c G \u548c D \u8fbe\u5230\u4e86\u67d0\u79cd\u7eb3\u4ec0\u5747\u8861\u3002<\/span><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; min-height: 1em; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); line-height: 1.6;\"><br  \/><\/span><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; min-height: 1em; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); line-height: 1.6;\">\u6587\u732e[1] \u7684\u4f5c\u8005\u66fe\u5728\u4ed6\u4eec\u7684 slides \u4e2d\uff0c\u7ed9\u51fa\u8fc7\u4e00\u4e2a\u6bd4\u55bb\uff1a\u5728 GAN \u4e2d\uff0c\u751f\u6210\u6a21\u578b\uff08G\uff09\u548c\u5224\u522b\u6a21\u578b\uff08D\uff09\u662f\u5c0f\u5077\u4e0e\u8b66\u5bdf\u7684\u5173\u7cfb\u3002G \u751f\u6210\u7684\u6570\u636e\uff0c\u76ee\u6807\u662f\u8981\u9a97\u8fc7\u8eab\u4e3a\u8b66\u5bdf\u7684\u5224\u522b\u6a21\u578b\uff08D\uff09\u3002\u4e5f\u5c31\u662f\u8bf4\uff0cG \u4f5c\u4e3a\u5c0f\u5077\uff0c\u8981\u5c3d\u53ef\u80fd\u5730\u63d0\u9ad8\u81ea\u5df1\u7684\u5077\u7a83\u624b\u6bb5\uff0c\u800c D \u4f5c\u4e3a\u8b66\u5bdf\u4e5f\u8981\u5c3d\u53ef\u80fd\u5730\u63d0\u9ad8\u81ea\u5df1\u7684\u4e1a\u52a1\u6c34\u5e73\u9632\u6b62\u88ab\u6b3a\u9a97\u3002\u6240\u4ee5\uff0cGAN \u6846\u67b6\u4e0b\u7684\u5b66\u4e60\u8fc7\u7a0b\u5c31\u53d8\u6210\u4e86\u4e00\u79cd\u751f\u6210\u6a21\u578b \uff08G\uff09 \u548c\u5224\u522b\u6a21\u578b \uff08D\uff09 \u4e4b\u95f4\u7684\u7ade\u4e89\u8fc7\u7a0b \u2014\u2014 \u968f\u673a\u4ece\u771f\u5b9e\u6837\u672c\u548c\u7531\u751f\u6210\u6a21\u578b \uff08G\uff09 \u751f\u6210\u51fa\u7684 \u201c\u5047\u6837\u672c\u201d \u4e2d\u53d6\u4e00\u4e2a\uff0c\u8ba9\u5224\u522b\u6a21\u578b \uff08D\uff09 \u53bb\u5224\u65ad\u662f\u5426\u4e3a\u771f\u3002\u6240\u4ee5\uff0c\u4f53\u73b0\u5728\u516c\u5f0f\u4e0a\uff0c\u5c31\u662f\u4e0b\u9762\u8fd9\u6837\u4e00\u4e2a minmax \u7684\u5f62\u5f0f\u3002<\/span><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"margin-top: 10px; margin-bottom: 10px; max-width: 100%; box-sizing: border-box; text-align: center; word-wrap: break-word !important;\"><img class=\"\"    style=\"box-sizing: border-box; vertical-align: middle; word-wrap: break-word !important; width: auto !important; visibility: visible !important;\"  src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534234402.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\">\u7136\u800c\uff0cGAN \u867d\u7136\u4e0d\u518d\u9700\u8981\u9884\u5148\u5efa\u6a21\uff0c\u4f46\u8fd9\u4e2a\u4f18\u70b9\u540c\u65f6\u4e5f\u5e26\u6765\u4e86\u4e00\u4e9b\u9ebb\u70e6\u3002\u90a3\u5c31\u662f\u5c3d\u7ba1\u5b83\u7528\u4e00\u4e2a noise z \u4f5c\u4e3a\u5148\u9a8c\uff0c\u4f46\u751f\u6210\u6a21\u578b\u5982\u4f55\u5229\u7528\u8fd9\u4e2a z\uff0c\u662f\u65e0\u6cd5\u63a7\u5236\u7684\u3002\u4e5f\u5c31\u662f\u8bf4\uff0cGAN \u7684\u5b66\u4e60\u6a21\u5f0f\u592a\u8fc7\u4e8e\u81ea\u7531\u4e86\uff0c\u4f7f\u5f97 GAN \u7684\u8bad\u7ec3\u8fc7\u7a0b\u548c\u8bad\u7ec3\u7ed3\u679c\u5f88\u591a\u65f6\u5019\u90fd\u4e0d\u592a\u53ef\u63a7\u3002\u4e3a\u4e86\u7a33\u5b9a GAN \uff0c\u540e\u6765\u7684\u7814\u7a76\u8005\u4eec\u5206\u522b\u4ece heuristic \u3001 \u6a21\u578b\u6539\u8fdb\u548c\u7406\u8bba\u5206\u6790\u7684\u89d2\u5ea6\u4e0a\u63d0\u51fa\u4e86\u8bb8\u591a\u8bad\u7ec3\u6280\u5de7\u548c\u6539\u8fdb\u65b9\u6cd5\u3002<\/span><span style=\"color: rgb(66, 56, 56); font-size: 14px; line-height: 1.6;\">\u6bd4\u5982\u5728\u539f\u59cb GAN \u8bba\u6587 [1] \u4e2d\uff0c\u6bcf\u6b21\u5b66\u4e60\u53c2\u6570\u7684\u66f4\u65b0\u8fc7\u7a0b\uff0c\u88ab\u8bbe\u4e3a D \u66f4\u65b0 k \u56de\uff0c G \u624d\u66f4\u65b0 1 \u56de\uff0c\u5c31\u662f\u51fa\u4e8e\u51cf\u5c11 G \u7684 \u201c\u81ea\u7531\u5ea6\u201d \u7684\u8003\u8651\u3002<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"margin-top: 10px; margin-bottom: 10px; max-width: 100%; box-sizing: border-box; text-align: center; word-wrap: break-word !important;\"><img class=\"\"    style=\"box-sizing: border-box; vertical-align: middle; height: 367px !important; word-wrap: break-word !important; width: 583px !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534234402.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\">\u53e6\u4e00\u7bc7\u91cd\u91cf\u7ea7\u7684\u5173\u4e8e GAN \u8bad\u7ec3\u6280\u5de7\u7684\u7814\u7a76\u7684\u5de5\u4f5c\u4fbf\u662f Deep Convolutional Generative Adversarial Networks<strong>\uff08DCGAN\uff09<\/strong>[6] \u3002\u6587\u732e[6] \u4e2d\u603b\u7ed3\u4e86\u8bb8\u591a\u5bf9\u4e8e GAN \u8fd9\u7684\u7f51\u7edc\u7ed3\u6784\u8bbe\u8ba1\u548c\u9488\u5bf9 CNN \u8fd9\u79cd\u7f51\u7edc\u7684\u8bad\u7ec3\u7ecf\u9a8c\u3002\u6bd4\u5982\uff0c\u4ed6\u4eec\u7528 strided convolutional networks \u66ff\u4ee3\u4f20\u7edf CNN \u4e2d\u7684 pooling \u5c42\uff0c\u4ece\u800c\u5c06 GAN \u4e2d\u7684\u751f\u6210\u6a21\u578b \uff08G\uff09\u53d8\u6210\u4e86 fully differentiable \u7684\uff0c\u7ed3\u679c\u4f7f\u5f97 GAN \u7684\u8bad\u7ec3\u66f4\u52a0\u7a33\u5b9a\u548c\u53ef\u63a7\u3002<br style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"  \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; font-size: 10px; word-wrap: break-word !important;\">\n<section style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><br style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\">\u4e3a\u4e86\u63d0\u9ad8\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\uff0c\u53e6\u4e00\u4e2a\u5f88\u81ea\u7136\u7684\u89d2\u5ea6\u5c31\u662f<strong>\u6539\u53d8\u5b66\u4e60\u65b9\u6cd5<\/strong>\u3002\u628a\u7eaf\u65e0\u76d1\u7763\u7684 GAN \u53d8\u6210\u534a\u76d1\u7763\u6216\u8005\u6709\u76d1\u7763\u7684\u3002\u8fd9\u4fbf\u53ef\u4ee5\u4e3a GAN \u7684\u8bad\u7ec3\u52a0\u4e0a\u4e00\u70b9\u70b9\u675f\u7f1a\uff0c\u6216\u8005\u8bf4\u52a0\u4e0a\u4e00\u70b9\u70b9\u76ee\u6807\u3002\u6587\u732e[2] \u4e2d\u63d0\u51fa\u7684 Conditional Generative Adversarial Nets <strong>\uff08CGAN\uff09<\/strong>\u4fbf\u662f\u5341\u5206\u76f4\u63a5\u7684\u6a21\u578b\u6539\u53d8\uff0c\u5728\u751f\u6210\u6a21\u578b\uff08G\uff09\u548c\u5224\u522b\u6a21\u578b\uff08D\uff09\u7684\u5efa\u6a21\u4e2d\u5747\u5f15\u5165 conditional variable y\uff0c\u8fd9\u4e2a y \u5c31\u662f\u6570\u636e\u7684\u4e00\u79cd label\u3002\u4e5f\u56e0\u6b64\uff0cCGAN \u53ef\u4ee5\u770b\u4f5c\u628a\u65e0\u76d1\u7763\u7684 GAN \u53d8\u6210\u6709\u76d1\u7763\u7684\u6a21\u578b\u7684\u4e00\u79cd\u6539\u8fdb\u3002\u8fd9\u4e2a\u7b80\u5355\u76f4\u63a5\u7684\u6539\u8fdb\u88ab\u8bc1\u660e\u975e\u5e38\u6709\u6548\uff0c\u5e76\u5e7f\u6cdb\u7528\u4e8e\u540e\u7eed\u7684\u76f8\u5173\u5de5\u4f5c\u4e2d\u3002<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"margin-top: 10px; margin-bottom: 10px; max-width: 100%; box-sizing: border-box; text-align: center; word-wrap: break-word !important;\"><img class=\"\"    style=\"box-sizing: border-box; vertical-align: middle; height: 353px !important; word-wrap: break-word !important; width: 423px !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534234402.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\">\u7b2c\u4e09\u79cd\u6539\u8fdb GAN \u8fc7\u4e8e\u81ea\u7531\u7684\u601d\u8def\uff0c\u548c\u7b2c\u4e00\u79cd\u6bd4\u8f83\u76f8\u4f3c\u3002\u65e2\u7136\u592a\u96be\u63a7\u5236 GAN \u7684\u5b66\u4e60\uff0c\u4e0d\u5982\u6211\u4eec\u5c31\u62c6\u89e3\u4e00\u4e0b\uff0c\u4e0d\u8981\u8ba9 GAN \u4e00\u6b21\u5b66\u5b8c\u5168\u90e8\u7684\u6570\u636e\uff0c\u800c\u662f\u8ba9 GAN \u4e00\u6b65\u6b65\u5b8c\u6210\u8fd9\u4e2a\u5b66\u4e60\u8fc7\u7a0b\u3002\u5177\u4f53\u5230\u56fe\u7247\u751f\u6210\u5c31\u662f\uff0c\u4e0d\u8981\u8ba9 GAN \u4e2d\u7684\u751f\u6210\u6a21\u578b\uff08G\uff09\u6bcf\u6b21\u90fd\u76f4\u63a5\u751f\u6210\u4e00\u6574\u5f20\u56fe\u7247\uff0c\u800c\u662f\u8ba9\u5b83\u751f\u6210\u56fe\u7247\u7684\u4e00\u90e8\u5206\u3002<\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><br  \/><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\">\u8fd9\u4e2a\u601d\u60f3\u53ef\u4ee5\u8ba4\u4e3a\u662f DeepMind \u4e5f\u5f88\u6709\u540d\u7684\u5de5\u4f5c DRAW \u7684\u4e00\u79cd\u53d8\u5f62\u3002DRAW \u7684\u8bba\u6587 [3] \u5f00\u7bc7\u5c31\u8bf4\uff0c\u6211\u4eec\u4eba\u7c7b\u5728\u7ed8\u5236\u4e00\u5f20\u56fe\u7247\u65f6\uff0c\u5f88\u5c11\u662f\u4e00\u7b14\u5b8c\u6210\u7684\u3002\u65e2\u7136\u6211\u4eec\u4eba\u7c7b\u90fd\u4e0d\u662f\u8fd9\u6837\uff0c\u4e3a\u4ec0\u4e48\u6211\u4eec\u8981\u5bc4\u5e0c\u671b\u4e8e\u673a\u5668\u53ef\u4ee5\u505a\u5230\u5462\uff1f\u8bba\u6587 [4] \u4e2d\u63d0\u51fa\u7684 <strong>LAPGAN <\/strong>\u5c31\u662f\u57fa\u4e8e\u8fd9\u4e2a\u601d\u60f3\uff0c\u5c06 GAN \u7684\u5b66\u4e60\u8fc7\u7a0b\u53d8\u6210\u4e86 sequential \u201c\u5e8f\u5217\u5f0f\u201d \u7684\u3002 \u5177\u4f53\u800c\u8a00\uff0cLAPGAN \u91c7\u7528\u4e86&nbsp;Laplacian Pyramid \u5b9e\u73b0\u4e86 \u201c\u5e8f\u5217\u5316\u201d \uff0c\u4e5f\u56e0\u6b64\u8d77\u540d\u4e3a LAPGAN \u3002<\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><br  \/><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\">\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u8fd9\u4e2a LAPGAN \u4e2d\u4e5f\u6709 \u201c\u6b8b\u5dee\u201d \u5b66\u4e60\u7684\u601d\u60f3\uff08\u4e0e\u540e\u6765\u5927\u706b\u7684 ResNet \u4e5f\u7b97\u662f\u6709\u4e00\u70b9\u5173\u8054\uff09\u3002\u5728\u5b66\u4e60\u5e8f\u5217\u4e2d\uff0cLAPGAN \u4e0d\u65ad\u5730\u8fdb\u884c downsample \u548c upsample \u64cd\u4f5c\uff0c\u7136\u540e\u5728\u6bcf\u4e00\u4e2a Pyramid level \u4e2d\uff0c\u53ea\u5c06\u6b8b\u5dee\u4f20\u9012\u7ed9\u5224\u522b\u6a21\u578b\uff08D\uff09\u8fdb\u884c\u5224\u65ad\u3002\u8fd9\u6837\u7684 sequential + \u6b8b\u5dee\u7ed3\u5408\u7684\u65b9\u5f0f\uff0c\u80fd\u6709\u6548\u51cf\u5c11 GAN \u9700\u8981\u5b66\u4e60\u7684\u5185\u5bb9\u548c\u96be\u5ea6\uff0c\u4ece\u800c\u8fbe\u5230\u4e86 \u201c\u8f85\u52a9\u201d GAN \u5b66\u4e60\u7684\u76ee\u7684\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"margin-top: 10px; margin-bottom: 10px; max-width: 100%; box-sizing: border-box; text-align: center; word-wrap: break-word !important;\"><img class=\"\"    style=\"box-sizing: border-box; vertical-align: middle; height: 209px !important; word-wrap: break-word !important; width: 564px !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534234402.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\">\u53e6\u4e00\u4e2a\u57fa\u4e8e sequential \u601d\u60f3\u53bb\u6539\u8fdb GAN \u7684\u5de5\u4f5c\u6765\u81ea\u4e8e\u6587\u732e [5] \u4e2d\u7684 <strong>GRAN<\/strong>\u3002\u4e0e LAPGAN [4] \u6bcf\u4e00\u4e2a sequential step\uff08Pyramid level\uff09\u90fd\u662f\u72ec\u7acb\u8bad\u7ec3\u7684\u4e0d\u540c\u7684\u662f\uff0cGRAN \u628a GAN \u548c LSTM \u7ed3\u5408\uff0c\u8ba9 sequence \u4e2d\u7684\u6bcf\u4e00\u6b65\u5b66\u4e60\u548c\u751f\u6210\u80fd\u5145\u5206\u5229\u7528\u4e0a\u4e00\u6b65\u7684\u7ed3\u679c\u3002<\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><br  \/><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\">\u5177\u4f53\u6765\u770b\uff0cGRAN \u7684\u6bcf\u4e00\u6b65\u90fd\u6709\u4e00\u4e2a\u50cf LSTM \u4e2d\u7684 cell\uff0cC_t\uff0c\u5b83\u51b3\u5b9a\u4e86\u6bcf\u4e00\u6b65\u751f\u6210\u7684\u5185\u5bb9\u548c\u7ed3\u679c\uff1bGRAN \u4e2d\u7684 h_{c,t} \u4e5f\u5982 LSTM \u4e00\u6837\uff0c\u4ee3\u8868\u7740 hidden states \u3002\u65e2\u7136\u662f\u7ed3\u5408 LSTM \u548c GAN\uff0c\u90a3\u4e48\u8bf4\u5b8c\u4e86 LSTM \u65b9\u9762\u7684\u5f15\u5165\uff0c\u4fbf\u662f GAN \u65b9\u9762\u7684\u4e86\u3002GRAN \u5c06 GAN \u4e2d\u751f\u6210\u6a21\u578b\uff08G\uff09\u7684\u5148\u9a8c\u4e5f\u8fdb\u884c\u4e86\u5efa\u6a21\uff0c\u53d8\u6210\u4e86 hidden of prior h_z\uff1b\u7136\u540e\u5c06&nbsp;h_z \u548c&nbsp;h_{c,t}&nbsp;\u62fc\u63a5\uff08concatenate\uff09\u4e4b\u540e\u4f20\u9012\u7ed9\u6bcf\u4e00\u6b65\u7684 C_t\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"margin-top: 10px; margin-bottom: 10px; max-width: 100%; box-sizing: border-box; text-align: center; word-wrap: break-word !important;\"><img class=\"\"    style=\"box-sizing: border-box; vertical-align: middle; height: 242px !important; word-wrap: break-word !important; width: 564px !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534234402.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\">\u6700\u540e\u4e00\u79cd\u6539\u8fdb GAN \u7684\u8bad\u7ec3\u7a33\u5b9a\u6027\u7684\u65b9\u5f0f\u5219\u66f4\u52a0\u8d34\u8fd1\u672c\u8d28\uff0c\u4e5f\u662f\u6700\u65b0\u7684\u7814\u7a76\u6210\u679c\u3002\u8fd9\u4fbf\u662f\u53f7\u79f0 openAI \u8fd1\u671f\u4e94\u5927\u7a81\u7834\u4e4b\u4e00\u7684 <strong>infoGAN <\/strong>[7] \u3002<\/span><span style=\"color: rgb(66, 56, 56); font-size: 14px; line-height: 1.6;\">InfoGAN [7] \u7684\u51fa\u53d1\u70b9\u662f\uff0c\u65e2\u7136 GAN \u7684\u81ea\u7531\u5ea6\u662f\u7531\u4e8e\u4ec5\u6709\u4e00\u4e2a noise z\uff0c\u800c\u65e0\u6cd5\u63a7\u5236 GAN \u5982\u4f55\u5229\u7528\u8fd9\u4e2a z\u3002\u90a3\u4e48\u6211\u4eec\u5c31\u5c3d\u91cf\u53bb\u60f3\u529e\u6cd5\u5728 \u201c\u5982\u4f55\u5229\u7528 z\u201d \u4e0a\u505a\u6587\u7ae0\u3002<\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"color: rgb(66, 56, 56); font-size: 14px; line-height: 1.6;\"><br  \/><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"color: rgb(66, 56, 56); font-size: 14px; line-height: 1.6;\">\u4e8e\u662f\uff0c[7] \u4e2d\u5c06 z \u505a\u4e86\u62c6\u89e3\uff0c\u8ba4\u4e3a GAN \u4e2d\u751f\u6210\u6a21\u578b\uff08G\uff09\u5e94\u8be5\u5305\u542b\u7684 \u201c\u5148\u9a8c\u201d \u5206\u6210\u4e24\u79cd\uff1a&nbsp;<\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"color: rgb(66, 56, 56); font-size: 14px; line-height: 1.6;\">\u4e0d\u80fd\u518d\u505a\u538b\u7f29\u7684 noise z\uff1b<\/span><\/p>\n<\/li>\n<li>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"color: rgb(66, 56, 56); font-size: 14px; line-height: 1.6;\">\u548c\u53ef\u89e3\u91ca\u5730\u3001\u6709\u9690\u542b\u610f\u4e49\u7684\u4e00\u7ec4\u9690\u53d8\u91cf c_1, c_2, \u2026, c_L\uff0c\u7b80\u5199\u4e3a c \u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"color: rgb(66, 56, 56); font-size: 14px; line-height: 1.6;\"><br  \/><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"color: rgb(66, 56, 56); font-size: 14px; line-height: 1.6;\">\u8fd9\u91cc\u9762\u7684\u601d\u60f3\u4e3b\u8981\u662f\uff0c\u5f53\u6211\u4eec\u5b66\u4e60\u751f\u6210\u56fe\u50cf\u65f6\uff0c\u56fe\u50cf\u6709\u8bb8\u591a\u53ef\u63a7\u7684\u6709\u542b\u4e49\u7684\u7ef4\u5ea6\uff0c\u6bd4\u5982\u7b14\u5212\u7684\u7c97\u7ec6\u3001\u56fe\u7247\u7684\u5149\u7167\u65b9\u5411\u7b49\u7b49\uff0c\u8fd9\u4e9b\u4fbf\u662f c \uff1b\u800c\u5269\u4e0b\u7684\u4e0d\u77e5\u9053\u600e\u4e48\u63cf\u8ff0\u7684\u4fbf\u662f z \u3002<\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"color: rgb(66, 56, 56); font-size: 14px; line-height: 1.6;\"><br  \/><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"color: rgb(66, 56, 56); font-size: 14px; line-height: 1.6;\">\u8fd9\u6837\u4e00\u6765\uff0c[7] \u5b9e\u9645\u4e0a\u662f\u5e0c\u671b\u901a\u8fc7\u62c6\u89e3\u5148\u9a8c\u7684\u65b9\u5f0f\uff0c\u8ba9 GAN \u80fd\u5b66\u51fa\u66f4\u52a0 disentangled \u7684\u6570\u636e\u8868\u793a\uff08representation\uff09\uff0c\u4ece\u800c\u65e2\u80fd\u63a7\u5236 GAN \u7684\u5b66\u4e60\u8fc7\u7a0b\uff0c\u53c8\u80fd\u4f7f\u5f97\u5b66\u51fa\u6765\u7684\u7ed3\u679c\u66f4\u52a0\u5177\u5907\u53ef\u89e3\u91ca\u6027\u3002\u4e3a\u4e86\u5f15\u5165\u8fd9\u4e2a c \uff0c[7] \u5229\u7528\u4e86\u4e92\u4fe1\u606f\u7684\u5efa\u6a21\u65b9\u5f0f\uff0c\u5373 c \u5e94\u8be5\u548c\u751f\u6210\u6a21\u578b \uff08G\uff09\u57fa\u4e8e z \u548c c \u751f\u6210\u7684\u56fe\u7247\uff0c\u5373 G ( z,c )\uff0c\u9ad8\u5ea6\u76f8\u5173 \u2014\u2014 \u4e92\u4fe1\u606f\u5927\u3002<\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"color: rgb(66, 56, 56); font-size: 14px; line-height: 1.6;\"><br  \/><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"color: rgb(66, 56, 56); font-size: 14px; line-height: 1.6;\">\u5229\u7528\u8fd9\u79cd\u66f4\u52a0\u7ec6\u81f4\u7684\u9690\u53d8\u91cf\u5efa\u6a21\u63a7\u5236\uff0cinfoGAN \u53ef\u4ee5\u8bf4\u5c06 GAN \u7684\u53d1\u5c55\u53c8\u63a8\u52a8\u4e86\u4e00\u6b65\u3002\u9996\u5148\uff0c\u5b83\u4eec\u8bc1\u660e\u4e86 infoGAN \u4e2d\u7684 c \u5bf9\u4e8e GAN \u7684\u8bad\u7ec3\u662f\u6709\u786e\u5b9e\u7684\u5e2e\u52a9\u7684\uff0c\u5373\u80fd\u4f7f\u5f97\u751f\u6210\u6a21\u578b\uff08G\uff09\u5b66\u51fa\u66f4\u7b26\u5408\u771f\u5b9e\u6570\u636e\u7684\u7ed3\u679c\u3002\u5176\u6b21\uff0c\u4ed6\u4eec\u5229\u7528 c \u7684\u5929\u7136\u7279\u6027\uff0c\u63a7\u5236 c \u7684\u7ef4\u5ea6\uff0c\u4f7f\u5f97 infoGAN \u80fd\u63a7\u5236\u751f\u6210\u7684\u56fe\u7247\u5728\u67d0\u4e00\u4e2a\u7279\u5b9a\u8bed\u4e49\u7ef4\u5ea6\u7684\u53d8\u5316\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"margin-top: 10px; margin-bottom: 10px; max-width: 100%; box-sizing: border-box; text-align: center; word-wrap: break-word !important;\"><img class=\"\"    style=\"box-sizing: border-box; vertical-align: middle; height: 443px !important; word-wrap: break-word !important; width: 568px !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534234402.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"margin-top: 10px; margin-bottom: 10px; max-width: 100%; box-sizing: border-box; text-align: center; word-wrap: break-word !important;\"><img class=\"\"    style=\"box-sizing: border-box; vertical-align: middle; height: 271px !important; word-wrap: break-word !important; width: 568px !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534234403.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\">\u800c\u5b9e\u9645\u4e0a\uff0c infoGAN \u5e76\u4e0d\u662f\u7b2c\u4e00\u4e2a\u5c06\u4fe1\u606f\u8bba\u7684\u89d2\u5ea6\u5f15\u5165 GAN \u6846\u67b6\u7684\u5de5\u4f5c\u3002\u8fd9\u662f\u56e0\u4e3a\uff0c\u5728 infoGAN \u4e4b\u524d\uff0c\u8fd8\u6709\u4e00\u4e2a\u53eb\u4f5c <strong>f-GAN <\/strong>[8] \u7684\u5de5\u4f5c\u3002\u5e76\u4e14\uff0cGAN \u672c\u8eab\u4e5f\u53ef\u4ee5\u4ece\u4fe1\u606f\u8bba\u89d2\u5ea6\u53bb\u89e3\u91ca\u3002\u5982\u672c\u6587\u5f00\u7bc7\u6240\u8bf4\uff0c\u5728\u539f\u59cb GAN \u8bba\u6587 [1] \u4e2d\uff0c\u4f5c\u8005\u662f\u901a\u8fc7\u535a\u5f08\u8bba\u7684\u89d2\u5ea6\u89e3\u91ca\u4e86 GAN \u7684\u601d\u60f3\u3002\u7136\u800c\uff0cGAN \u7684\u751f\u6210\u6a21\u578b\uff08G\uff09\u4ea7\u751f\u7684\u6570\u636e\u548c\u771f\u5b9e\u6570\u636e\u5c31\u53ef\u4ee5\u770b\u4f5c\u4e00\u9897\u786c\u5e01\u7684\u4e24\u9762\u3002\u5f53\u629b\u786c\u5e01\u629b\u5230\u6b63\u9762\u65f6\uff0c\u6211\u4eec\u5c31\u5c06\u4e00\u4e2a\u771f\u5b9e\u6570\u636e\u6837\u672c\u5c55\u793a\u7ed9\u5224\u522b\u6a21\u578b\uff08D\uff09\uff1b\u53cd\u4e4b\uff0c\u5219\u5c55\u793a\u7531\u751f\u6210\u6a21\u578b \uff08G\uff09\u751f\u6210\u7684\u201c\u5047\u201d\u6837\u672c\u3002\u800c GAN \u7684\u7406\u60f3\u72b6\u6001\u662f\uff0c\u5224\u522b\u6a21\u578b\uff08D\uff09\u5bf9\u4e8e\u786c\u5e01\u7684\u5224\u65ad\u51e0\u4e4e\u7b49\u540c\u4e8e\u968f\u673a\uff0c\u4e5f\u5c31\u662f\u751f\u6210\u6a21\u578b\uff08G\uff09\u4ea7\u751f\u7684\u6570\u636e\u5b8c\u5168\u7b26\u5408\u771f\u5b9e\u6570\u636e\u3002<\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><br  \/><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\">\u90a3\u4e48\u8fd9\u65f6\u5019\uff0cGAN \u7684\u8bad\u7ec3\u8fc7\u7a0b\u5b9e\u9645\u5728\u505a\u7684\u5c31\u662f\u6700\u5c0f\u5316\u8fd9\u9897\u786c\u5e01\u548c\u771f\u5b9e\u6570\u636e\u4e4b\u95f4\u7684\u4e92\u4fe1\u606f\u3002\u4e92\u4fe1\u606f\u8d8a\u5c0f\uff0c\u5224\u522b\u6a21\u578b\uff08D\uff09\u80fd\u4ece\u89c2\u5bdf\u4e2d\u83b7\u5f97\u7684\u4fe1\u606f\u8d8a\u5c11\uff0c\u4e5f\u5c31\u8d8a\u53ea\u80fd\u50cf \u201c\u968f\u673a\u201d \u4e00\u6837\u731c\u7ed3\u679c\u3002\u65e2\u7136\u6709\u4e86\u8fd9\u6837\u4e00\u4e2a\u4ece\u4e92\u4fe1\u606f\u89d2\u5ea6\u7684\u5bf9\u4e8e GAN \u7684\u7406\u89e3\uff0c\u90a3\u4e48\u662f\u5426\u80fd\u5bf9 GAN \u8fdb\u884c\u66f4\u8fdb\u4e00\u6b65\u7684\u6539\u9020\u5462\uff1f\u5176\u5b9e\u662f\u53ef\u4ee5\u7684\u3002\u6bd4\u5982\u53ef\u4ee5\u628a\u9488\u5bf9\u4e92\u4fe1\u606f\u7684\u5efa\u6a21\u66f4\u8fdb\u4e00\u6b65\u5730\u6cdb\u5316\u4e3a\u57fa\u4e8e divergence \u7684\u4f18\u5316\u76ee\u6807\u3002\u8fd9\u65b9\u9762\u7684\u8ba8\u8bba\u548c\u6539\u8fdb\u53ef\u4ee5\u89c1\u8bba\u6587 [8]\uff0cf-GAN \u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; font-size: 6px; word-wrap: break-word !important;\">\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><br style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"  \/><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><br  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\">\u4e0a\u9762\u8fd9\u4e9b\u5bf9\u4e8e GAN \u7684\u6539\u8fdb\u5de5\u4f5c\u90fd\u51e0\u4e4e\u662f\u5728\u77ed\u77ed\u4e00\u5e74\u534a\u65f6\u95f4\u5185\u5b8c\u6210\u7684\uff0c\u5c24\u5176\u662f\u8fd1\u534a\u5e74\u3002\u8fd9\u91cc\u9762\u6700\u5927\u7684\u539f\u56e0\u5c31\u5728\u4e8e GAN \u76f8\u8f83\u4e8e\u4ee5\u524d\u7684 generative models\uff0c\u5de7\u5999\u5730\u5c06 \u201c\u771f\u5047\u201d \u6837\u672c\u8f6c\u6362\u4e3a\u4e00\u79cd\u9690\u6027\u7684 label\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u4e00\u79cd \u201c\u65e0\u76d1\u7763\u201d \u7684\u751f\u6210\u5f0f\u6a21\u578b\u8bad\u7ec3\u6846\u67b6\u3002\u8fd9\u79cd\u601d\u60f3\u4e5f\u53ef\u4ee5\u4ece\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u770b\u4f5c word2vec \u4e2d Skip-Gram \u7684\u4e00\u79cd\u53d8\u5f62\u3002\u672a\u6765\uff0c\u4e0d\u4ec5\u4ec5\u662f GAN \u7684\u66f4\u591a\u6539\u8fdb\u503c\u5f97\u671f\u5f85\uff0c\u65e0\u76d1\u7763\u5b66\u4e60\u548c\u751f\u6210\u5f0f\u6a21\u578b\u7684\u53d1\u5c55\u4e5f\u540c\u6837\u503c\u5f97\u5173\u6ce8\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<section label=\"Copyright \u00a9 2015 playhudong All Rights Reserved.\" donone=\"shifuMouseDown(&#39;shifu_t_003&#39;)\" style=\"margin: 1em auto; padding-top: 0.5em; padding-bottom: 0.5em; white-space: normal; border: none; text-align: center; width: 100%;\"><span class=\"color\" style=\"width: 100%; border-bottom-style: solid; border-bottom-width: 1px; border-color: rgb(102, 102, 102); display: inline-block;\"><\/p>\n<section class=\"color\" style=\"min-height: 32px; display: inline-block; border-bottom-width: 5px; border-bottom-style: solid; border-color: rgb(102, 102, 102); padding-top: 5px; padding-right: 10px; padding-left: 10px; margin-bottom: -3px; font-size: 20px;\">\n<p style=\"margin-bottom: 5px;\"><strong>\u53c2\u8003\u6587\u732e<\/strong><\/p>\n<\/section>\n<p><\/span><\/section>\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"font-size: 14px;\"><strong style=\"text-align: center; line-height: 1.6; white-space: pre-wrap; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">[1] <\/span><\/strong><span style=\"text-align: center; line-height: 1.6; white-space: pre-wrap; max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">Generative Adversarial Nets<\/span><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<p style=\"max-width: 100%; box-sizing: border-box; min-height: 1em; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><strong style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px; color: rgb(66, 56, 56);\"><strong style=\"font-size: 14px; line-height: 1.6; white-space: pre-wrap; text-align: center; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">[<\/span><\/strong>2<strong style=\"font-size: 14px; line-height: 1.6; white-space: pre-wrap; text-align: center; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">] <\/span><\/strong><\/span><\/strong><span style=\"max-width: 100%; color: rgb(66, 56, 56);\">Conditional Generative Adversarial Nets<\/span><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; min-height: 1em; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><strong style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px; color: rgb(66, 56, 56);\"><strong style=\"font-size: 14px; line-height: 1.6; white-space: pre-wrap; text-align: center; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">[<\/span><\/strong>3<strong style=\"font-size: 14px; line-height: 1.6; white-space: pre-wrap; text-align: center; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">] <\/span><\/strong><\/span><\/strong><span style=\"max-width: 100%; color: rgb(66, 56, 56);\">DRAW: A Recurrent Neural Network For Image Generation<\/span><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; min-height: 1em; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><strong style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px; color: rgb(66, 56, 56);\"><strong style=\"font-size: 14px; line-height: 1.6; white-space: pre-wrap; text-align: center; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">[<\/span><\/strong>4<strong style=\"font-size: 14px; line-height: 1.6; white-space: pre-wrap; text-align: center; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">]<\/span><\/strong> <\/span><\/strong><span style=\"max-width: 100%; color: rgb(66, 56, 56);\">Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks<\/span><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; min-height: 1em; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><strong style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px; color: rgb(66, 56, 56);\"><strong style=\"font-size: 14px; line-height: 1.6; white-space: pre-wrap; text-align: center; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">[<\/span><\/strong>5<strong style=\"font-size: 14px; line-height: 1.6; white-space: pre-wrap; text-align: center; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">] <\/span><\/strong><\/span><\/strong><span style=\"max-width: 100%; color: rgb(66, 56, 56);\">Generating Images with Recurrent Adversarial Networks<\/span><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; min-height: 1em; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><strong style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px; color: rgb(66, 56, 56);\"><strong style=\"font-size: 14px; line-height: 1.6; white-space: pre-wrap; text-align: center; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">[<\/span><\/strong>6<strong style=\"font-size: 14px; line-height: 1.6; white-space: pre-wrap; text-align: center; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">] <\/span><\/strong><\/span><\/strong><span style=\"max-width: 100%; color: rgb(66, 56, 56);\">Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks<\/span><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; min-height: 1em; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><strong style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px; color: rgb(66, 56, 56);\"><strong style=\"font-size: 14px; line-height: 1.6; white-space: pre-wrap; text-align: center; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">[<\/span><\/strong>7<strong style=\"font-size: 14px; line-height: 1.6; white-space: pre-wrap; text-align: center; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">] <\/span><\/strong><\/span><\/strong><span style=\"max-width: 100%; color: rgb(66, 56, 56);\">InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets<\/span><\/span><\/p>\n<section style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><strong style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px; color: rgb(66, 56, 56);\"><strong style=\"font-size: 14px; line-height: 1.6; white-space: pre-wrap; text-align: center; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">[<\/span><\/strong>8<strong style=\"font-size: 14px; line-height: 1.6; white-space: pre-wrap; text-align: center; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">] <\/span><\/strong><\/span><\/strong><span style=\"max-width: 100%; color: rgb(66, 56, 56);\">f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization<\/span><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"margin-top: 10px; margin-bottom: 10px; max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"margin-left: 0.8em; max-width: 100%; box-sizing: border-box; float: left; word-wrap: break-word !important;\"><img class=\"\"   width=\"2.5em\"  style=\"box-sizing: border-box; display: inline-block; vertical-align: bottom; word-wrap: break-word !important; width: 2.5em !important; visibility: visible !important;\"  src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534234403.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>&nbsp;<\/p>\n<section class=\"\" style=\"margin-top: 0.5em; max-width: 100%; box-sizing: border-box; display: inline-block; vertical-align: top; font-size: 17px; word-wrap: break-word !important;\">\n<section style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); font-size: 16px; box-sizing: border-box !important; word-wrap: break-word !important;\"><strong style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\u4f5c\u8005\u7b80\u4ecb<\/strong><\/span><\/section>\n<\/section>\n<\/section>\n<div class=\"post-image\"><img class=\"\"   width=\"100%\"  style=\"box-sizing: border-box; width: 670px; float: left; display: inline-block; vertical-align: middle; word-wrap: break-word !important; visibility: visible !important; background-color: rgb(71, 193, 168);\"  src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534234403.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/div>\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; clear: both; word-wrap: break-word !important;\"><\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"margin-top: 0.5em; margin-bottom: 0.5em; max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; float: left; word-wrap: break-word !important;\">\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"margin-right: 5px; max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"margin: auto; max-width: 100%; box-sizing: border-box; display: inline-block; width: 7em; height: 7em; border-radius: 100%; word-wrap: break-word !important; background-image: url('http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534234404-1.jpeg'); background-size: cover; background-position: 50% 50%; background-repeat: no-repeat;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; width: 112px; height: 112px; overflow: hidden; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important;\">&nbsp;<\/span><img class=\"\"   width=\"100%\"  style=\"box-sizing: border-box; width: 112px; opacity: 0; vertical-align: middle; word-wrap: break-word !important; visibility: visible !important;\"  src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534234403.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(66, 56, 56); box-sizing: border-box !important; word-wrap: break-word !important; font-size: 14px;\"><strong style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\u674e\u5ae3\u7136\uff0c<\/strong>\u9999\u6e2f\u7406\u5de5\u5927\u5b66\u5728\u8bfb\u535a\u58eb\u751f\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u4e0e\u5bf9\u8bdd\u751f\u6210\u3002\u5fae\u4fe1\u516c\u4f17\u53f7\u201c\u7a0b\u5e8f\u5a9b\u7684\u65e5\u5e38\u201d\u4e3b\u8981\u53d1\u8d77\u4eba\u4e4b\u4e00\uff08\u5c0fS\uff09\u3002<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; clear: both; word-wrap: break-word !important;\"><\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"margin-top: 0.5em; margin-bottom: 0.5em; max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; height: 1px; word-wrap: break-word !important; background-color: rgb(71, 193, 168);\"><\/section>\n<\/section>\n<\/section>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<p style=\"margin-top: 10px; margin-bottom: 10px; max-width: 100%; box-sizing: border-box; text-align: center; word-wrap: break-word !important;\"><img class=\"\"    style=\"box-sizing: border-box; vertical-align: middle; word-wrap: break-word !important; width: auto !important; visibility: visible !important;\"  src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534234403.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; line-height: 25.6000003814697px; white-space: normal; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; text-align: center; word-wrap: break-word !important;\">\n<section style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\"><span style=\"color: rgb(66, 56, 56); font-size: 14px;\">\u672c\u6587\u8f6c\u8f7d\u81ea\u201c<span style=\"color: rgb(66, 56, 56); line-height: 25.6000003814697px; text-align: center;\">\u6df1\u5ea6\u5b66\u4e60\u5927\u8bb2\u5802\u201d\uff0c\u6b22\u8fce\u5173\u6ce8\uff01<\/span><\/span><span style=\"color: rgb(66, 56, 56); line-height: 25.6000003814697px; text-align: center; font-size: 14px;\"><\/p>\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; color: rgb(62, 62, 62); line-height: 25.6000003814697px; white-space: normal; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important;\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; font-size: 14px; color: rgb(0, 0, 0); word-wrap: break-word !important;\">\n<p style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important; text-indent: 0em; text-align: center;\"><span style=\"color: rgb(66, 56, 56); line-height: 25.6000003814697px; text-align: center; font-size: 14px; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\">\u6df1\u5ea6\u5b66\u4e60\u5927\u8bb2\u5802\u662f\u9ad8\u8d28\u91cf\u539f\u521b\u5185\u5bb9\u7684\u5e73\u53f0\uff0c\u9080\u8bf7\u5b66\u672f\u754c\u3001\u5de5\u4e1a\u754c\u4e00\u7ebf\u4e13\u5bb6\u64b0\u7a3f\uff0c\u81f4\u529b\u4e8e\u63a8\u9001\u4eba\u5de5\u667a\u80fd\u4e0e\u6df1\u5ea6\u5b66\u4e60\u6700\u65b0\u6280\u672f\u3001\u4ea7\u54c1\u548c\u6d3b\u52a8\u4fe1\u606f\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<p><\/span><img class=\"\"   width=\"60%\"   style=\"color: rgb(62, 62, 62); line-height: 25.6000003814697px; box-sizing: border-box; width: 402px; vertical-align: middle; word-wrap: break-word !important; visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534234403.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<hr style=\"line-height: 25.6px; white-space: normal; max-width: 100%; color: rgb(62, 62, 62); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"  \/>\n<p style=\"max-width: 100%; min-height: 1em; text-align: center; font-size: 14px; line-height: 1.4; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><strong style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(0, 0, 0); line-height: 1.4; box-sizing: border-box !important; word-wrap: break-word !important;\"><\/span><\/strong><br style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"  \/><\/p>\n<p style=\"max-width: 100%; min-height: 1em; text-align: center; font-size: 14px; line-height: 1.4; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><strong style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(0, 0, 0); line-height: 1.4; box-sizing: border-box !important; word-wrap: break-word !important;\">\u96c6\u667a\u8457\u4f5c\uff1a\u300a\u8d70\u8fd12050\uff1a\u6ce8\u610f\u529b\u3001\u4e92\u8054\u7f51\u4e0e\u4eba\u5de5\u667a\u80fd\u300b<\/span><\/strong><\/p>\n<p style=\"max-width: 100%; min-height: 1em; text-align: center; font-size: 14px; line-height: 1.4; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><strong style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(0, 0, 0); line-height: 1.4; box-sizing: border-box !important; word-wrap: break-word !important;\"><\/span><\/strong><\/p>\n<p style=\"line-height: 25.6000003814697px;\"><span style=\"font-size: 14px; line-height: 24px; background-color: rgb(255, 255, 255);\">\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7a0b\u5e8fAlphaGo\u4ee54:1\u7684\u5927\u6bd4\u5206\u6218\u80dc\u4eba\u7c7b\u56f4\u68cb\u4e16\u754c\u51a0\u519b\u674e\u4e16\u77f3\uff0c\u673a\u5668\u5c06\u5f81\u670d\u4eba\u7c7b\u7684\u62c5\u5fe7\u6b63\u5728\u751a\u56a3\u5c18\u4e0a\u3002\u300a\u8d70\u8fd12050\uff1a\u6ce8\u610f\u529b\u3001\u4e92\u8054\u7f51\u4e0e\u4eba\u5de5\u667a\u80fd\u300b\u5219\u4e3a\u6211\u4eec\u63cf\u7ed8\u4e86\u4e00\u5e45\u4eba\u673a\u548c\u8c10\u5171\u751f\u3001\u534f\u540c\u6f14\u5316\u7684\u5168\u65b0\u573a\u666f\u3002\u5728\u770b\u5f97\u89c1\u7684\u672a\u6765\uff0c\u4eba\u7c7b\u5c06\u8d8a\u6765\u8d8a\u591a\u5730\u6c89\u6d78\u4e8e\u4e94\u82b1\u516b\u95e8\u7684\u865a\u62df\u4e16\u754c\u4ee5\u83b7\u53d6\u5404\u5f0f\u4f53\u9a8c\uff0c\u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u4eec\u5c06\u5fc3\u7518\u60c5\u613f\u5730\u5c06\u81ea\u5df1\u7684\u6ce8\u610f\u529b\u6e90\u6e90\u4e0d\u65ad\u5730\u8f93\u5165\u7ed9\u673a\u5668\u4e16\u754c\u4ee5\u4fc3\u4f7f\u5b83\u4eec\u8fdb\u5316\u3002<\/span><br  \/><\/p>\n<p style=\"max-width: 100%; min-height: 1em; color: rgb(62, 62, 62); font-size: 12px; line-height: 1.75em; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"max-width: 100%; color: rgb(0, 213, 255); font-size: 14px; box-sizing: border-box !important; word-wrap: break-word !important;\"><\/span><\/p>\n<p style=\"max-width: 100%; min-height: 1em; font-size: 14px; line-height: 1.75em; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"max-width: 100%; line-height: 24px; color: rgb(0, 0, 0); box-sizing: border-box !important; word-wrap: break-word !important;\">\u672c\u4e66\u4ece\u6ce8\u610f\u529b\u7684\u89d2\u5ea6\u89e3\u8bfb\u4e86\u5305\u62ec\u4e92\u8054\u7f51\u3001\u4eba\u5de5\u667a\u80fd\u3001\u4f17\u5305\u3001\u4eba\u7c7b\u8ba1\u7b97\u3001\u8ba1\u7b97\u673a\u6e38\u620f\u3001\u865a\u62df\u73b0\u5b9e\u5728\u5185\u7684\u6280\u672f\u9886\u57df\u53ca\u5176\u5bf9\u793e\u4f1a\u751f\u6d3b\u7684\u5f71\u54cd\uff0c\u8fd8\u521b\u9020\u6027\u5730\u63d0\u51fa\u4e86\u4e00\u7cfb\u5217\u5168\u65b0\u7684\u6982\u5ff5\uff1a\u5360\u610f\u7406\u8bba\u3001\u56fe\u7075\u673a-\u53c2\u4e0e\u8005\u6a21\u578b\u3001\u201c\u6e38\u620f\uff0b\u201d\u65f6\u4ee3\u3001\u610f\u672c\u5bb6\u3001\u81ea\u52a8\u6e38\u620f\u8bbe\u8ba1\u3001\u81ea\u52a8\u5316\u521b\u4e1a\u3001\u5360\u610f\u901a\u8d27\u3001\u8bb8\u613f\u6811\uff0c\u7b49\u7b49\u3002\u6240\u6709\u8fd9\u4e9b\u5c06\u4e3a\u6211\u4eec\u7406\u89e3\u6280\u672f\u4e0e\u4eba\u7c7b\u7684\u5173\u7cfb\u3001\u900f\u89c6\u4eba\u7c7b\u793e\u4f1a\u7684\u672a\u6765\u53d1\u5c55\u548c\u8d70\u5411\u63d0\u4f9b\u6df1\u523b\u7684\u6d1e\u5bdf\u3002<\/span><\/p>\n<p style=\"max-width: 100%; min-height: 1em; text-align: center; font-size: 14px; line-height: 1.4; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><br  \/><\/p>\n<p style=\"max-width: 100%; min-height: 1em; text-align: center; font-size: 14px; line-height: 1.4; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><strong style=\"max-width: 100%; line-height: 1.4; box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"max-width: 100%; color: rgb(0, 0, 0); line-height: 1.4; box-sizing: border-box !important; word-wrap: break-word !important;\"><img      style=\"box-sizing: border-box !important; word-wrap: break-word !important; width: auto !important; visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534234403.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/strong><br style=\"max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\"  \/><\/p>\n<p style=\"white-space: normal; line-height: 25.6px; max-width: 100%; min-height: 1em; color: rgb(62, 62, 62); text-align: center; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\">\u25bc<\/p>\n<section label=\"Copyright \u00a9 2015 playhudong All Rights Reserved.\" style=\"margin: 15px auto; white-space: normal; max-width: 100%; color: rgb(62, 62, 62); width: 286px; text-align: center; overflow: hidden; font-size: 12px; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"margin: 10px auto; max-width: 100%; width: auto; clear: both; vertical-align: middle; display: block; box-sizing: border-box !important; word-wrap: break-word !important;\"><\/p>\n<section style=\"margin-right: auto; margin-bottom: 10px; margin-left: auto; max-width: 100%; width: 143px; float: left; display: inline-block; box-sizing: border-box !important; word-wrap: break-word !important;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534234403.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/section>\n<section style=\"margin-top: 20px; max-width: 100%; width: 143px; float: right; display: inline-block; box-sizing: border-box !important; word-wrap: break-word !important;\"><img    width=\"75\"  style=\"margin-right: auto; margin-bottom: 18px; margin-left: auto; display: block; box-sizing: border-box !important; word-wrap: break-word !important; visibility: visible !important; width: 75px !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534234403.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"max-width: 100%; color: rgb(255, 0, 0); box-sizing: border-box !important; word-wrap: break-word !important;\">\u2190<\/span>\u8bc6\u522b\u4e8c\u7ef4\u7801\u8d2d\u4e70~<\/section>\n<p><\/span><\/section>\n<p style=\"max-width: 100%; min-height: 1em; text-align: center; font-size: 14px; line-height: 1.4; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><img    width=\"548.094px\"  style=\"margin-right: auto; margin-left: auto; line-height: 23.2727px; text-align: justify; display: inline-block; box-sizing: border-box !important; word-wrap: break-word !important; visibility: visible !important; width: 548.094px !important; background-color: rgb(254, 255, 255);\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534234403.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"max-width: 100%; min-height: 1em; font-size: 19px; line-height: 23.2727px; color: rgb(71, 193, 168); text-align: justify; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><img    width=\"22px\"  style=\"margin-right: auto; margin-left: auto; display: block; box-sizing: border-box !important; word-wrap: break-word !important; visibility: visible !important; width: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534234403.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"max-width: 100%; min-height: 1em; text-align: center; font-size: 24px; line-height: 23.2727px; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"max-width: 100%; color: rgb(0, 0, 0); font-size: 14px; line-height: 21.12px; box-sizing: border-box !important; word-wrap: break-word !important;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01\uff01\uff01<\/span><\/p>\n<p style=\"max-width: 100%; min-height: 1em; text-align: center; font-size: 24px; line-height: 23.2727px; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"max-width: 100%; color: rgb(0, 0, 0); font-size: 14px; line-height: 21.12px; box-sizing: border-box !important; word-wrap: break-word !important;\"><img loading=\"lazy\" width=\"228px\" height=\"347\"      style=\"color: rgb(71, 193, 168); font-size: 18.018px; line-height: 25.2252px; box-sizing: border-box !important; word-wrap: break-word !important; visibility: visible !important; width: 228px !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534234403.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/p>\n<section style=\"white-space: normal; max-width: 100%; text-align: center; font-size: 14px; line-height: 20px; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\">\n<section style=\"margin: 10px auto; padding: 10px; max-width: 100%; width: 180px; border: 2px dashed rgb(132, 132, 132); box-sizing: border-box !important; word-wrap: break-word !important;\"><img      style=\"box-sizing: border-box !important; word-wrap: break-word !important; width: auto !important; visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534234403-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/section>\n<\/section>\n<p style=\"max-width: 100%; min-height: 1em; text-align: center; font-size: 19px; line-height: 23.2727px; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"max-width: 100%; font-size: 14px; color: rgb(0, 0, 0); box-sizing: border-box !important; word-wrap: break-word !important;\">\u957f\u6309\u8bc6\u522b\u4e8c\u7ef4\u7801\uff0c\u5173\u6ce8\u96c6\u667aClub\u5fae\u4fe1\uff0c<\/span><\/p>\n<p style=\"max-width: 100%; min-height: 1em; text-align: center; font-size: 19px; line-height: 23.2727px; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"max-width: 100%; font-size: 14px; color: rgb(0, 0, 0); box-sizing: border-box !important; word-wrap: break-word !important;\">\u8ba9\u6211\u4eec\u79bb\u79d1\u5b66\u63a2\u7d22\u66f4\u8fd1\u4e00\u6b65\u3002<\/span><\/p>\n<blockquote class='keep-source'>\n<p>\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a                         \u96c6\u667a\u4ff1\u4e50\u90e8                      <\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6458\u8981 \u5728\u8fc7\u53bb\u4e00\u4e24\u5e74\u4e2d\uff0c\u751f\u6210\u5f0f\u6a21\u578b Generative Adversarial Networks\uff08GAN\uff09\u7684\u65b0\u5174\u4e3a\u751f\u6210\u5f0f\u4efb\u52a1\u5e26\u6765\u4e86\u4e0d\u5c0f\u7684\u8fdb\u5c55\u3002\u5c3d\u7ba1 GAN \u5728\u88ab\u63d0\u51fa\u65f6\u5b58\u5728\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u7b49\u8bf8\u591a\u95ee\u9898\uff0c\u4f46\u540e\u6765\u7684\u7814\u7a76\u8005\u4eec\u5206\u522b\u4ece\u6a21\u578b\u3001\u8bad\u7ec3\u6280\u5de7\u548c\u7406\u8bba\u7b49\u65b9\u9762\u5bf9\u5b83\u505a\u4e86\u6539\u8fdb\u3002\u672c\u6587\u65e8\u5728\u68b3\u7406\u8fd9\u4e9b\u76f8\u5173\u5de5\u4f5c\u3002 \u672c\u6587\u8f6c\u8f7d\u81ea\u201c\u6df1\u5ea6\u5b66&#8230;<\/p>\n","protected":false},"author":1,"featured_media":9361,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[27],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/9360"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9360"}],"version-history":[{"count":1,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/9360\/revisions"}],"predecessor-version":[{"id":9384,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/9360\/revisions\/9384"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/9361"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9360"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9360"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9360"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=9360"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}