{"id":3589,"date":"2026-01-29T14:34:05","date_gmt":"2026-01-29T14:34:05","guid":{"rendered":"https:\/\/umaax.com\/shenmeshishengchengmoxinggenerativemodelaibaikezhishi\/"},"modified":"2026-01-29T14:34:05","modified_gmt":"2026-01-29T14:34:05","slug":"shenmeshishengchengmoxinggenerativemodelaibaikezhishi","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/shenmeshishengchengmoxinggenerativemodelaibaikezhishi\/","title":{"rendered":"\u4ec0\u4e48\u662f\u751f\u6210\u6a21\u578b\uff08Generative Model\uff09 \u2013 AI\u767e\u79d1\u77e5\u8bc6"},"content":{"rendered":"<p>\u751f\u6210\u6a21\u578b\u6b63\u4ee5\u5176\u72ec\u7279\u7684\u521b\u9020\u529b\u548c\u6f5c\u529b\uff0c\u5f15\u9886\u7740\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u65b0\u6d6a\u6f6e\u3002\u5b83\u4eec\u4e0d\u4ec5\u662f\u7b97\u6cd5\u7684\u96c6\u5408\uff0c\u66f4\u662f\u5f00\u542f\u65e0\u9650\u53ef\u80fd\u6027\u7684\u94a5\u5319\uff0c\u4e00\u7aa5\u673a\u5668\u5982\u4f55\u5b66\u4f1a\u201c\u60f3\u8c61\u201d\u3002\u4ece\u6829\u6829\u5982\u751f\u7684\u865a\u62df\u753b\u4f5c\u5230\u4e2a\u6027\u5316\u7684\u5185\u5bb9\u521b\u4f5c\uff0c\u751f\u6210\u6a21\u578b\u4ee5\u5176\u5353\u8d8a\u7684\u80fd\u529b\uff0c\u4e0d\u65ad\u62d3\u5c55\u7740\u79d1\u6280\u7684\u8fb9\u754c\u3002\u751f\u6210\u6a21\u578b\u6b63\u9010\u6b65\u6539\u53d8\u6211\u4eec\u4e0e\u673a\u5668\u4e92\u52a8\u7684\u65b9\u5f0f\uff0c\u4e3a\u4eba\u7c7b\u793e\u4f1a\u5e26\u6765\u6df1\u8fdc\u7684\u5f71\u54cd\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u751f\u6210\u6a21\u578b\u7684\u5965\u79d8\uff0c\u63ed\u793a\u5982\u4f55\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u3001\u521b\u9020\uff0c\u5e76\u9884\u89c1\u5176\u5728\u672a\u6765\u4e16\u754c\u4e2d\u7684\u89d2\u8272\u4e0e\u6f5c\u529b\u3002<\/p>\n<p> <img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-full wp-image-19601\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2024\/09\/AI\u767e\u79d1\u6a21\u677f211-3.jpg\"  alt=\"\u751f\u6210\u6a21\u578b\" width=\"800\" height=\"450\" \/> <\/p>\n<h2>\u4ec0\u4e48\u662f\u751f\u6210\u6a21\u578b<\/h2>\n<p>\u751f\u6210\u6a21\u578b\uff08Generative Model\uff09\u662f\u4e00\u7c7b\u80fd\u5b66\u4e60\u6570\u636e\u5206\u5e03\u5e76\u751f\u6210\u65b0\u6837\u672c\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u901a\u8fc7\u6355\u6349\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u7684\u6a21\u5f0f\uff0c\u521b\u5efa\u51fa\u4e0e\u771f\u5b9e\u6570\u636e\u76f8\u4f3c\u4f46\u4ece\u672a\u51fa\u73b0\u8fc7\u7684\u65b0\u5b9e\u4f8b\u3002\u8fd9\u4e9b\u6a21\u578b\u5e7f\u6cdb\u5e94\u7528\u4e8e\u56fe\u50cf\u3001\u97f3\u9891\u548c\u6587\u672c\u7684\u5408\u6210\uff0c\u5305\u62ec\u56fe\u50cf\u751f\u6210\u3001\u98ce\u683c\u8fc1\u79fb\u548c\u6587\u672c\u5230\u56fe\u50cf\u7684\u8f6c\u6362\u7b49\u4efb\u52a1\u3002\u5e38\u89c1\u7684\u751f\u6210\u6a21\u578b\u6709\u81ea\u56de\u5f52\u6a21\u578b\u3001\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08VAE\uff09\u3001\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u7b49\u3002<\/p>\n<h2>\u751f\u6210\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406<\/h2>\n<p>\u751f\u6210\u6a21\u578b\uff08Generative Model\uff09\u7684\u5de5\u4f5c\u539f\u7406\u662f\u901a\u8fc7\u5b66\u4e60\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u7684\u7edf\u8ba1\u89c4\u5f8b\u548c\u7ed3\u6784\u7279\u5f81\uff0c\u6784\u5efa\u4e00\u4e2a\u80fd\u591f\u63cf\u8ff0\u6570\u636e\u5206\u5e03\u7684\u6a21\u578b\uff0c\u7136\u540e\u5229\u7528\u8fd9\u4e2a\u6a21\u578b\u751f\u6210\u65b0\u7684\u6570\u636e\u6837\u672c\uff0c\u8fd9\u4e9b\u6837\u672c\u5728\u7edf\u8ba1\u7279\u6027\u4e0a\u4e0e\u539f\u59cb\u8bad\u7ec3\u6570\u636e\u76f8\u4f3c\uff0c\u4f46\u5177\u4f53\u5185\u5bb9\u662f\u5168\u65b0\u7684\uff0c\u4ece\u800c\u80fd\u591f\u7528\u4e8e\u6570\u636e\u589e\u5f3a\u3001\u827a\u672f\u521b\u4f5c\u3001\u6a21\u62df\u548c\u5176\u4ed6\u591a\u79cd\u5e94\u7528\u573a\u666f\u3002<\/p>\n<h2>\u751f\u6210\u6a21\u578b\u7684\u4e3b\u8981\u5e94\u7528<\/h2>\n<p>\u751f\u6210\u6a21\u578b\u7684\u4e3b\u8981\u5e94\u7528\u975e\u5e38\u5e7f\u6cdb\uff0c\u6db5\u76d6\u4e86\u4ece\u827a\u672f\u521b\u4f5c\u5230\u6570\u636e\u79d1\u5b66\u7b49\u591a\u4e2a\u9886\u57df\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5173\u952e\u7684\u5e94\u7528\u5b9e\u4f8b\uff1a<\/p>\n<ul>\n<li><strong>\u56fe\u50cf\u751f\u6210<\/strong>\uff1a\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u7528\u6765\u521b\u5efa\u65b0\u7684\u56fe\u50cf\uff0c\u8fd9\u4e9b\u56fe\u50cf\u5728\u89c6\u89c9\u4e0a\u4e0e\u771f\u5b9e\u56fe\u50cf\u65e0\u6cd5\u533a\u5206\uff0c\u5e94\u7528\u4e8e\u827a\u672f\u521b\u4f5c\u3001\u6e38\u620f\u8bbe\u8ba1\u3001\u865a\u62df\u73b0\u5b9e\u7b49\u3002<\/li>\n<li><strong>\u98ce\u683c\u8fc1\u79fb<\/strong>\uff1a\u5728\u827a\u672f\u9886\u57df\uff0c\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u5c06\u4e00\u79cd\u827a\u672f\u98ce\u683c\u5e94\u7528\u5230\u53e6\u4e00\u5e45\u56fe\u50cf\u4e0a\uff0c\u5b9e\u73b0\u98ce\u683c\u8f6c\u6362\u3002<\/li>\n<li><strong>\u6570\u636e\u589e\u5f3a<\/strong>\uff1a\u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u7528\u6765\u589e\u52a0\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u591a\u6837\u6027\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5c24\u5176\u5728\u6570\u636e\u7a00\u7f3a\u7684\u60c5\u51b5\u4e0b\u975e\u5e38\u6709\u7528\u3002<\/li>\n<li><strong>\u56fe\u50cf\u4fee\u590d\u548c\u8d85\u5206\u8fa8\u7387<\/strong>\uff1a\u901a\u8fc7\u5b66\u4e60\u56fe\u50cf\u7684\u4f4e\u9891\u548c\u9ad8\u9891\u7279\u5f81\uff0c\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u4fee\u590d\u635f\u574f\u7684\u56fe\u50cf\u6216\u63d0\u9ad8\u56fe\u50cf\u7684\u5206\u8fa8\u7387\u3002<\/li>\n<li><strong>\u6587\u672c\u751f\u6210<\/strong>\uff1a\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u751f\u6210\u6587\u7ae0\u3001\u8bd7\u6b4c\u3001\u5bf9\u8bdd\u7b49\u81ea\u7136\u8bed\u8a00\u6587\u672c\uff0c\u5e94\u7528\u4e8e\u804a\u5929\u673a\u5668\u4eba\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u9886\u57df\u3002<\/li>\n<li><strong>\u8bed\u97f3\u5408\u6210<\/strong>\uff1a\u5728\u97f3\u9891\u5904\u7406\u9886\u57df\uff0c\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u5408\u6210\u65b0\u7684\u8bed\u97f3\u7247\u6bb5\uff0c\u7528\u4e8e\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\u7684\u8bad\u7ec3\u6216\u865a\u62df\u52a9\u624b\u7684\u58f0\u97f3\u751f\u6210\u3002<\/li>\n<li><strong>\u6e38\u620f\u5f00\u53d1<\/strong>\uff1a\u5728\u6e38\u620f\u8bbe\u8ba1\u4e2d\uff0c\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u81ea\u52a8\u751f\u6210\u6e38\u620f\u73af\u5883\u3001\u5173\u5361\u8bbe\u8ba1\u6216\u975e\u73a9\u5bb6\u89d2\u8272\uff08NPC\uff09\u7684\u884c\u4e3a\u6a21\u5f0f\u3002<\/li>\n<li><strong>\u533b\u5b66\u6210\u50cf<\/strong>\uff1a\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u5e2e\u52a9\u751f\u6210\u533b\u5b66\u6210\u50cf\u6570\u636e\uff0c\u7528\u4e8e\u589e\u5f3a\u8bca\u65ad\u7684\u51c6\u786e\u6027\u6216\u5728\u8bad\u7ec3\u533b\u7597\u5f71\u50cf\u5206\u6790\u7b97\u6cd5\u65f6\u63d0\u4f9b\u989d\u5916\u6570\u636e\u3002<\/li>\n<li><strong>\u589e\u5f3a\u73b0\u5b9e\uff08AR\uff09\u548c\u865a\u62df\u73b0\u5b9e\uff08VR\uff09<\/strong>\uff1a\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u521b\u5efa\u903c\u771f\u7684\u865a\u62df\u73af\u5883\u548c\u5bf9\u8c61\uff0c\u63d0\u5347AR\u548cVR\u4f53\u9a8c\u7684\u771f\u5b9e\u611f\u3002<\/li>\n<li><strong>\u6a21\u62df\u548c\u9884\u6d4b<\/strong>\uff1a\u5728\u79d1\u5b66\u7814\u7a76\u548c\u5de5\u7a0b\u9886\u57df\uff0c\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u6a21\u62df\u590d\u6742\u7cfb\u7edf\u7684\u884c\u4e3a\uff0c\u7528\u4e8e\u9884\u6d4b\u548c\u51b3\u7b56\u652f\u6301\u3002<\/li>\n<\/ul>\n<h2>\u751f\u6210\u6a21\u578b\u9762\u4e34\u7684\u6311\u6218<\/h2>\n<p>\u751f\u6210\u6a21\u578b\u867d\u7136\u5728\u591a\u4e2a\u9886\u57df\u5c55\u73b0\u51fa\u5de8\u5927\u7684\u6f5c\u529b\u548c\u5e94\u7528\u4ef7\u503c\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u548c\u7814\u7a76\u8fc7\u7a0b\u4e2d\u4e5f\u9762\u4e34\u7740\u4e00\u4e9b\u6311\u6218\uff1a<\/p>\n<ul>\n<li><strong>\u9ad8\u8d28\u91cf\u6837\u672c\u751f\u6210<\/strong>\uff1a\u751f\u6210\u6a21\u578b\u9700\u8981\u751f\u6210\u9ad8\u8d28\u91cf\u3001\u9ad8\u5206\u8fa8\u7387\u4e14\u4e0e\u771f\u5b9e\u6570\u636e\u65e0\u6cd5\u533a\u5206\u7684\u6837\u672c\uff0c\u8fd9\u5728\u6280\u672f\u4e0a\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u6311\u6218\u3002<\/li>\n<li><strong>\u6a21\u5f0f\u5d29\u6e83\uff08Mode Collapse\uff09<\/strong>\uff1a\u5728\u8bad\u7ec3\u751f\u6210\u6a21\u578b\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u751f\u6210\u4e00\u4e9b\u6837\u672c\uff0c\u8fd9\u4e9b\u6837\u672c\u5728\u89c6\u89c9\u4e0a\u770b\u8d77\u6765\u4e0d\u540c\uff0c\u4f46\u5b9e\u9645\u4e0a\u53ea\u662f\u5c11\u6570\u51e0\u79cd\u6a21\u5f0f\u7684\u91cd\u590d\uff0c\u800c\u4e0d\u662f\u6574\u4e2a\u6570\u636e\u5206\u5e03\u7684\u51c6\u786e\u8868\u793a\u3002<\/li>\n<li><strong>\u6570\u636e\u591a\u6837\u6027\u548c\u8986\u76d6\u5ea6<\/strong>\uff1a\u751f\u6210\u6a21\u578b\u9700\u8981\u80fd\u591f\u6355\u6349\u5e76\u751f\u6210\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u6240\u6709\u53ef\u80fd\u53d8\u5316\uff0c\u8fd9\u5728\u6570\u636e\u591a\u6837\u6027\u9ad8\u7684\u60c5\u51b5\u4e0b\u5c24\u4e3a\u56f0\u96be\u3002<\/li>\n<li><strong>\u8bc4\u4f30\u6307\u6807<\/strong>\uff1a\u4e3a\u751f\u6210\u6a21\u578b\u7684\u6027\u80fd\u5236\u5b9a\u5ba2\u89c2\u548c\u51c6\u786e\u7684\u8bc4\u4f30\u6807\u51c6\u662f\u4e00\u4e2a\u6311\u6218\uff0c\u56e0\u4e3a\u751f\u6210\u7684\u6837\u672c\u9700\u8981\u5728\u89c6\u89c9\u4e0a\u548c\u7edf\u8ba1\u4e0a\u90fd\u4e0e\u771f\u5b9e\u6837\u672c\u76f8\u4f3c\u3002<\/li>\n<li><strong>\u8ba1\u7b97\u8d44\u6e90<\/strong>\uff1a\u8bad\u7ec3\u9ad8\u6548\u7684\u751f\u6210\u6a21\u578b\u901a\u5e38\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u65f6\u95f4\uff0c\u8fd9\u9650\u5236\u4e86\u6a21\u578b\u7684\u53ef\u6269\u5c55\u6027\u548c\u5b9e\u7528\u6027\u3002<\/li>\n<li><strong>\u5bf9\u6297\u6027\u653b\u51fb<\/strong>\uff1a\u5728\u5b89\u5168\u654f\u611f\u7684\u5e94\u7528\u4e2d\uff0c\u751f\u6210\u6a21\u578b\u53ef\u80fd\u4f1a\u88ab\u7528\u4e8e\u751f\u6210\u8bef\u5bfc\u6027\u7684\u6837\u672c\uff0c\u5982\u6df1\u5ea6\u4f2a\u9020\uff08deepfakes\uff09\uff0c\u8fd9\u5f15\u53d1\u4e86\u5bf9\u6a21\u578b\u5b89\u5168\u6027\u548c\u4f26\u7406\u7684\u62c5\u5fe7\u3002<\/li>\n<li><strong>\u89e3\u91ca\u6027\u548c\u63a7\u5236\u6027<\/strong>\uff1a\u751f\u6210\u6a21\u578b\u901a\u5e38\u88ab\u89c6\u4e3a\u201c\u9ed1\u7bb1\u201d\uff0c\u96be\u4ee5\u89e3\u91ca\u5176\u5185\u90e8\u5de5\u4f5c\u673a\u5236\u3002\u6b64\u5916\uff0c\u5bf9\u751f\u6210\u8fc7\u7a0b\u7684\u63a7\u5236\u4e5f\u662f\u4e00\u4e2a\u6311\u6218\uff0c\u7279\u522b\u662f\u5728\u9700\u8981\u7279\u5b9a\u7c7b\u578b\u8f93\u51fa\u65f6\u3002<\/li>\n<li><strong>\u6570\u636e\u9690\u79c1<\/strong>\uff1a\u751f\u6210\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9700\u8981\u5927\u91cf\u6570\u636e\uff0c\u8fd9\u53ef\u80fd\u6d89\u53ca\u5230\u9690\u79c1\u548c\u6570\u636e\u4fdd\u62a4\u7684\u95ee\u9898\u3002<\/li>\n<li><strong>\u6cd5\u5f8b\u548c\u4f26\u7406\u95ee\u9898<\/strong>\uff1a\u751f\u6210\u6a21\u578b\u7684\u5e94\u7528\u53ef\u80fd\u4f1a\u5f15\u53d1\u7248\u6743\u3001\u8096\u50cf\u6743\u7b49\u6cd5\u5f8b\u95ee\u9898\uff0c\u4ee5\u53ca\u4e0e\u751f\u6210\u5185\u5bb9\u76f8\u5173\u7684\u4f26\u7406\u95ee\u9898\u3002<\/li>\n<li><strong>\u6cdb\u5316\u80fd\u529b<\/strong>\uff1a\u751f\u6210\u6a21\u578b\u5728\u9762\u5bf9\u65b0\u7684\u3001\u672a\u89c1\u8fc7\u7684\u6570\u636e\u5206\u5e03\u65f6\uff0c\u5982\u4f55\u4fdd\u6301\u826f\u597d\u7684\u6cdb\u5316\u80fd\u529b\u662f\u4e00\u4e2a\u6311\u6218\u3002<\/li>\n<\/ul>\n<h2>\u751f\u6210\u6a21\u578b\u7684\u53d1\u5c55\u524d\u666f<\/h2>\n<p>\u751f\u6210\u6a21\u578b\u7684\u53d1\u5c55\u524d\u666f\u5e7f\u9614\uff0c\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u9884\u8ba1\u751f\u6210\u6a21\u578b\u5c06\u5728\u56fe\u50cf\u548c\u89c6\u9891\u5408\u6210\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u865a\u62df\u73b0\u5b9e\u3001\u6e38\u620f\u5f00\u53d1\u4ee5\u53ca\u827a\u672f\u521b\u4f5c\u7b49\u9886\u57df\u53d1\u6325\u66f4\u52a0\u91cd\u8981\u7684\u4f5c\u7528\u3002\u7814\u7a76\u8005\u4eec\u4e5f\u5728\u52aa\u529b\u89e3\u51b3\u73b0\u6709\u6311\u6218\uff0c\u5982\u63d0\u9ad8\u6837\u672c\u8d28\u91cf\u3001\u589e\u5f3a\u6a21\u578b\u7684\u89e3\u91ca\u6027\u548c\u63a7\u5236\u6027\u3001\u4f18\u5316\u8ba1\u7b97\u6548\u7387\uff0c\u5e76\u63a2\u7d22\u65b0\u7684\u5e94\u7528\u573a\u666f\uff0c\u4f7f\u5f97\u751f\u6210\u6a21\u578b\u66f4\u52a0\u667a\u80fd\u3001\u9ad8\u6548\u548c\u5b89\u5168\u3002\u6b64\u5916\uff0c\u968f\u7740\u4f26\u7406\u548c\u6cd5\u5f8b\u95ee\u9898\u7684\u9010\u6e10\u660e\u6717\u5316\uff0c\u751f\u6210\u6a21\u578b\u5c06\u5728\u786e\u4fdd\u793e\u4f1a\u8d23\u4efb\u548c\u9053\u5fb7\u6807\u51c6\u7684\u524d\u63d0\u4e0b\uff0c\u4e3a\u5404\u884c\u5404\u4e1a\u5e26\u6765\u66f4\u591a\u521b\u65b0\u548c\u4ef7\u503c\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u751f\u6210\u6a21\u578b\u6b63\u4ee5\u5176\u72ec\u7279\u7684\u521b\u9020\u529b\u548c\u6f5c\u529b\uff0c\u5f15\u9886\u7740\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u65b0\u6d6a\u6f6e\u3002\u5b83\u4eec\u4e0d\u4ec5\u662f\u7b97\u6cd5\u7684\u96c6\u5408\uff0c\u66f4\u662f\u5f00\u542f\u65e0\u9650\u53ef\u80fd\u6027\u7684\u94a5\u5319\uff0c\u4e00\u7aa5\u673a\u5668\u5982\u4f55\u5b66\u4f1a\u201c\u60f3\u8c61\u201d\u3002\u4ece\u6829\u6829\u5982\u751f\u7684\u865a\u62df\u753b\u4f5c\u5230\u4e2a\u6027\u5316\u7684\u5185\u5bb9\u521b\u4f5c\uff0c\u751f\u6210\u6a21\u578b\u4ee5\u5176\u5353\u8d8a\u7684\u80fd\u529b\uff0c\u4e0d\u65ad\u62d3\u5c55\u7740\u79d1\u6280\u7684\u8fb9\u754c\u3002\u751f\u6210\u6a21\u578b\u6b63\u9010\u6b65\u6539\u53d8\u6211\u4eec\u4e0e\u673a\u5668\u4e92\u52a8\u7684\u65b9\u5f0f\uff0c\u4e3a\u4eba\u7c7b\u793e\u4f1a\u5e26\u6765\u6df1\u8fdc\u7684\u5f71\u54cd\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u751f\u6210\u6a21\u578b\u7684\u5965\u79d8\uff0c\u63ed\u793a\u5982\u4f55\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u3001\u521b\u9020\uff0c\u5e76\u9884\u89c1\u5176\u5728\u672a\u6765\u4e16\u754c\u4e2d\u7684\u89d2\u8272\u4e0e\u6f5c\u529b\u3002 \u4ec0\u4e48\u662f\u751f\u6210\u6a21\u578b \u751f\u6210\u6a21\u578b\uff08Generative Model\uff09\u662f\u4e00\u7c7b\u80fd\u5b66\u4e60\u6570\u636e\u5206\u5e03\u5e76\u751f\u6210\u65b0\u6837\u672c\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u901a\u8fc7\u6355\u6349\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u7684\u6a21\u5f0f\uff0c\u521b\u5efa\u51fa\u4e0e\u771f\u5b9e\u6570\u636e\u76f8\u4f3c\u4f46\u4ece\u672a\u51fa\u73b0\u8fc7\u7684\u65b0\u5b9e\u4f8b\u3002\u8fd9\u4e9b\u6a21\u578b\u5e7f\u6cdb\u5e94\u7528\u4e8e\u56fe\u50cf\u3001\u97f3\u9891\u548c\u6587\u672c\u7684\u5408\u6210\uff0c\u5305\u62ec\u56fe\u50cf\u751f\u6210\u3001\u98ce\u683c\u8fc1\u79fb\u548c\u6587\u672c\u5230\u56fe\u50cf\u7684\u8f6c\u6362\u7b49\u4efb\u52a1\u3002\u5e38\u89c1\u7684\u751f\u6210\u6a21\u578b\u6709\u81ea\u56de\u5f52\u6a21\u578b\u3001\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08VAE\uff09\u3001\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u7b49\u3002 \u751f\u6210\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406 \u751f\u6210\u6a21\u578b\uff08Generative Model\uff09\u7684\u5de5\u4f5c\u539f\u7406\u662f\u901a\u8fc7\u5b66\u4e60\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u7684\u7edf\u8ba1\u89c4\u5f8b\u548c\u7ed3\u6784\u7279\u5f81\uff0c\u6784\u5efa\u4e00\u4e2a\u80fd\u591f\u63cf\u8ff0\u6570\u636e\u5206\u5e03\u7684\u6a21\u578b\uff0c\u7136\u540e\u5229\u7528\u8fd9\u4e2a\u6a21\u578b\u751f\u6210\u65b0\u7684\u6570\u636e\u6837\u672c\uff0c\u8fd9\u4e9b\u6837\u672c\u5728\u7edf\u8ba1\u7279\u6027\u4e0a\u4e0e\u539f\u59cb\u8bad\u7ec3\u6570\u636e\u76f8\u4f3c\uff0c\u4f46\u5177\u4f53\u5185\u5bb9\u662f\u5168\u65b0\u7684\uff0c\u4ece\u800c\u80fd\u591f\u7528\u4e8e\u6570\u636e\u589e\u5f3a\u3001\u827a\u672f\u521b\u4f5c\u3001\u6a21\u62df\u548c\u5176\u4ed6\u591a\u79cd\u5e94\u7528\u573a\u666f\u3002 \u751f\u6210\u6a21\u578b\u7684\u4e3b\u8981\u5e94\u7528 \u751f\u6210\u6a21\u578b\u7684\u4e3b\u8981\u5e94\u7528\u975e\u5e38\u5e7f\u6cdb\uff0c\u6db5\u76d6\u4e86\u4ece\u827a\u672f\u521b\u4f5c\u5230\u6570\u636e\u79d1\u5b66\u7b49\u591a\u4e2a\u9886\u57df\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5173\u952e\u7684\u5e94\u7528\u5b9e\u4f8b\uff1a \u56fe\u50cf\u751f\u6210\uff1a\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u7528\u6765\u521b\u5efa\u65b0\u7684\u56fe\u50cf\uff0c\u8fd9\u4e9b\u56fe\u50cf\u5728\u89c6\u89c9\u4e0a\u4e0e\u771f\u5b9e\u56fe\u50cf\u65e0\u6cd5\u533a\u5206\uff0c\u5e94\u7528\u4e8e\u827a\u672f\u521b\u4f5c\u3001\u6e38\u620f\u8bbe\u8ba1\u3001\u865a\u62df\u73b0\u5b9e\u7b49\u3002 \u98ce\u683c\u8fc1\u79fb\uff1a\u5728\u827a\u672f\u9886\u57df\uff0c\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u5c06\u4e00\u79cd\u827a\u672f\u98ce\u683c\u5e94\u7528\u5230\u53e6\u4e00\u5e45\u56fe\u50cf\u4e0a\uff0c\u5b9e\u73b0\u98ce\u683c\u8f6c\u6362\u3002 \u6570\u636e\u589e\u5f3a\uff1a\u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u7528\u6765\u589e\u52a0\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u591a\u6837\u6027\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5c24\u5176\u5728\u6570\u636e\u7a00\u7f3a\u7684\u60c5\u51b5\u4e0b\u975e\u5e38\u6709\u7528\u3002 \u56fe\u50cf\u4fee\u590d\u548c\u8d85\u5206\u8fa8\u7387\uff1a\u901a\u8fc7\u5b66\u4e60\u56fe\u50cf\u7684\u4f4e\u9891\u548c\u9ad8\u9891\u7279\u5f81\uff0c\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u4fee\u590d\u635f\u574f\u7684\u56fe\u50cf\u6216\u63d0\u9ad8\u56fe\u50cf\u7684\u5206\u8fa8\u7387\u3002 \u6587\u672c\u751f\u6210\uff1a\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u751f\u6210\u6587\u7ae0\u3001\u8bd7\u6b4c\u3001\u5bf9\u8bdd\u7b49\u81ea\u7136\u8bed\u8a00\u6587\u672c\uff0c\u5e94\u7528\u4e8e\u804a\u5929\u673a\u5668\u4eba\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u9886\u57df\u3002 \u8bed\u97f3\u5408\u6210\uff1a\u5728\u97f3\u9891\u5904\u7406\u9886\u57df\uff0c\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u5408\u6210\u65b0\u7684\u8bed\u97f3\u7247\u6bb5\uff0c\u7528\u4e8e\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\u7684\u8bad\u7ec3\u6216\u865a\u62df\u52a9\u624b\u7684\u58f0\u97f3\u751f\u6210\u3002 \u6e38\u620f\u5f00\u53d1\uff1a\u5728\u6e38\u620f\u8bbe\u8ba1\u4e2d\uff0c\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u81ea\u52a8\u751f\u6210\u6e38\u620f\u73af\u5883\u3001\u5173\u5361\u8bbe\u8ba1\u6216\u975e\u73a9\u5bb6\u89d2\u8272\uff08NPC\uff09\u7684\u884c\u4e3a\u6a21\u5f0f\u3002 \u533b\u5b66\u6210\u50cf\uff1a\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u5e2e\u52a9\u751f\u6210\u533b\u5b66\u6210\u50cf\u6570\u636e\uff0c\u7528\u4e8e\u589e\u5f3a\u8bca\u65ad\u7684\u51c6\u786e\u6027\u6216\u5728\u8bad\u7ec3\u533b\u7597\u5f71\u50cf\u5206\u6790\u7b97\u6cd5\u65f6\u63d0\u4f9b\u989d\u5916\u6570\u636e\u3002 \u589e\u5f3a\u73b0\u5b9e\uff08AR\uff09\u548c\u865a\u62df\u73b0\u5b9e\uff08VR\uff09\uff1a\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u521b\u5efa\u903c\u771f\u7684\u865a\u62df\u73af\u5883\u548c\u5bf9\u8c61\uff0c\u63d0\u5347AR\u548cVR\u4f53\u9a8c\u7684\u771f\u5b9e\u611f\u3002 \u6a21\u62df\u548c\u9884\u6d4b\uff1a\u5728\u79d1\u5b66\u7814\u7a76\u548c\u5de5\u7a0b\u9886\u57df\uff0c\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u6a21\u62df\u590d\u6742\u7cfb\u7edf\u7684\u884c\u4e3a\uff0c\u7528\u4e8e\u9884\u6d4b\u548c\u51b3\u7b56\u652f\u6301\u3002 \u751f\u6210\u6a21\u578b\u9762\u4e34\u7684\u6311\u6218 \u751f\u6210\u6a21\u578b\u867d\u7136\u5728\u591a\u4e2a\u9886\u57df\u5c55\u73b0\u51fa\u5de8\u5927\u7684\u6f5c\u529b\u548c\u5e94\u7528\u4ef7\u503c\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u548c\u7814\u7a76\u8fc7\u7a0b\u4e2d\u4e5f\u9762\u4e34\u7740\u4e00\u4e9b\u6311\u6218\uff1a \u9ad8\u8d28\u91cf\u6837\u672c\u751f\u6210\uff1a\u751f\u6210\u6a21\u578b\u9700\u8981\u751f\u6210\u9ad8\u8d28\u91cf\u3001\u9ad8\u5206\u8fa8\u7387\u4e14\u4e0e\u771f\u5b9e\u6570\u636e\u65e0\u6cd5\u533a\u5206\u7684\u6837\u672c\uff0c\u8fd9\u5728\u6280\u672f\u4e0a\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u6311\u6218\u3002 \u6a21\u5f0f\u5d29\u6e83\uff08Mode Collapse\uff09\uff1a\u5728\u8bad\u7ec3\u751f\u6210\u6a21\u578b\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u751f\u6210\u4e00\u4e9b\u6837\u672c\uff0c\u8fd9\u4e9b\u6837\u672c\u5728\u89c6\u89c9\u4e0a\u770b\u8d77\u6765\u4e0d\u540c\uff0c\u4f46\u5b9e\u9645\u4e0a\u53ea\u662f\u5c11\u6570\u51e0\u79cd\u6a21\u5f0f\u7684\u91cd\u590d\uff0c\u800c\u4e0d\u662f\u6574\u4e2a\u6570\u636e\u5206\u5e03\u7684\u51c6\u786e\u8868\u793a\u3002 \u6570\u636e\u591a\u6837\u6027\u548c\u8986\u76d6\u5ea6\uff1a\u751f\u6210\u6a21\u578b\u9700\u8981\u80fd\u591f\u6355\u6349\u5e76\u751f\u6210\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u6240\u6709\u53ef\u80fd\u53d8\u5316\uff0c\u8fd9\u5728\u6570\u636e\u591a\u6837\u6027\u9ad8\u7684\u60c5\u51b5\u4e0b\u5c24\u4e3a\u56f0\u96be\u3002 \u8bc4\u4f30\u6307\u6807\uff1a\u4e3a\u751f\u6210\u6a21\u578b\u7684\u6027\u80fd\u5236\u5b9a\u5ba2\u89c2\u548c\u51c6\u786e\u7684\u8bc4\u4f30\u6807\u51c6\u662f\u4e00\u4e2a\u6311\u6218\uff0c\u56e0\u4e3a\u751f\u6210\u7684\u6837\u672c\u9700\u8981\u5728\u89c6\u89c9\u4e0a\u548c\u7edf\u8ba1\u4e0a\u90fd\u4e0e\u771f\u5b9e\u6837\u672c\u76f8\u4f3c\u3002 \u8ba1\u7b97\u8d44\u6e90\uff1a\u8bad\u7ec3\u9ad8\u6548\u7684\u751f\u6210\u6a21\u578b\u901a\u5e38\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u65f6\u95f4\uff0c\u8fd9\u9650\u5236\u4e86\u6a21\u578b\u7684\u53ef\u6269\u5c55\u6027\u548c\u5b9e\u7528\u6027\u3002 \u5bf9\u6297\u6027\u653b\u51fb\uff1a\u5728\u5b89\u5168\u654f\u611f\u7684\u5e94\u7528\u4e2d\uff0c\u751f\u6210\u6a21\u578b\u53ef\u80fd\u4f1a\u88ab\u7528\u4e8e\u751f\u6210\u8bef\u5bfc\u6027\u7684\u6837\u672c\uff0c\u5982\u6df1\u5ea6\u4f2a\u9020\uff08deepfakes\uff09\uff0c\u8fd9\u5f15\u53d1\u4e86\u5bf9\u6a21\u578b\u5b89\u5168\u6027\u548c\u4f26\u7406\u7684\u62c5\u5fe7\u3002 \u89e3\u91ca\u6027\u548c\u63a7\u5236\u6027\uff1a\u751f\u6210\u6a21\u578b\u901a\u5e38\u88ab\u89c6\u4e3a\u201c\u9ed1\u7bb1\u201d\uff0c\u96be\u4ee5\u89e3\u91ca\u5176\u5185\u90e8\u5de5\u4f5c\u673a\u5236\u3002\u6b64\u5916\uff0c\u5bf9\u751f\u6210\u8fc7\u7a0b\u7684\u63a7\u5236\u4e5f\u662f\u4e00\u4e2a\u6311\u6218\uff0c\u7279\u522b\u662f\u5728\u9700\u8981\u7279\u5b9a\u7c7b\u578b\u8f93\u51fa\u65f6\u3002 \u6570\u636e\u9690\u79c1\uff1a\u751f\u6210\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9700\u8981\u5927\u91cf\u6570\u636e\uff0c\u8fd9\u53ef\u80fd\u6d89\u53ca\u5230\u9690\u79c1\u548c\u6570\u636e\u4fdd\u62a4\u7684\u95ee\u9898\u3002 \u6cd5\u5f8b\u548c\u4f26\u7406\u95ee\u9898\uff1a\u751f\u6210\u6a21\u578b\u7684\u5e94\u7528\u53ef\u80fd\u4f1a\u5f15\u53d1\u7248\u6743\u3001\u8096\u50cf\u6743\u7b49\u6cd5\u5f8b\u95ee\u9898\uff0c\u4ee5\u53ca\u4e0e\u751f\u6210\u5185\u5bb9\u76f8\u5173\u7684\u4f26\u7406\u95ee\u9898\u3002 \u6cdb\u5316\u80fd\u529b\uff1a\u751f\u6210\u6a21\u578b\u5728\u9762\u5bf9\u65b0\u7684\u3001\u672a\u89c1\u8fc7\u7684\u6570\u636e\u5206\u5e03\u65f6\uff0c\u5982\u4f55\u4fdd\u6301\u826f\u597d\u7684\u6cdb\u5316\u80fd\u529b\u662f\u4e00\u4e2a\u6311\u6218\u3002 \u751f\u6210\u6a21\u578b\u7684\u53d1\u5c55\u524d\u666f \u751f\u6210\u6a21\u578b\u7684\u53d1\u5c55\u524d\u666f\u5e7f\u9614\uff0c\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u9884\u8ba1\u751f\u6210\u6a21\u578b\u5c06\u5728\u56fe\u50cf\u548c\u89c6\u9891\u5408\u6210\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u865a\u62df\u73b0\u5b9e\u3001\u6e38\u620f\u5f00\u53d1\u4ee5\u53ca\u827a\u672f\u521b\u4f5c\u7b49\u9886\u57df\u53d1\u6325\u66f4\u52a0\u91cd\u8981\u7684\u4f5c\u7528\u3002\u7814\u7a76\u8005\u4eec\u4e5f\u5728\u52aa\u529b\u89e3\u51b3\u73b0\u6709\u6311\u6218\uff0c\u5982\u63d0\u9ad8\u6837\u672c\u8d28\u91cf\u3001\u589e\u5f3a\u6a21\u578b\u7684\u89e3\u91ca\u6027\u548c\u63a7\u5236\u6027\u3001\u4f18\u5316\u8ba1\u7b97\u6548\u7387\uff0c\u5e76\u63a2\u7d22\u65b0\u7684\u5e94\u7528\u573a\u666f\uff0c\u4f7f\u5f97\u751f\u6210\u6a21\u578b\u66f4\u52a0\u667a\u80fd\u3001\u9ad8\u6548\u548c\u5b89\u5168\u3002\u6b64\u5916\uff0c\u968f\u7740\u4f26\u7406\u548c\u6cd5\u5f8b\u95ee\u9898\u7684\u9010\u6e10\u660e\u6717\u5316\uff0c\u751f\u6210\u6a21\u578b\u5c06\u5728\u786e\u4fdd\u793e\u4f1a\u8d23\u4efb\u548c\u9053\u5fb7\u6807\u51c6\u7684\u524d\u63d0\u4e0b\uff0c\u4e3a\u5404\u884c\u5404\u4e1a\u5e26\u6765\u66f4\u591a\u521b\u65b0\u548c\u4ef7\u503c\u3002<\/p>","protected":false},"author":1,"featured_media":3470,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_tocer_settings":[],"footnotes":""},"categories":[85],"tags":[84],"class_list":["post-3589","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-aibaike"],"_links":{"self":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3589","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/comments?post=3589"}],"version-history":[{"count":0,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3589\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media\/3470"}],"wp:attachment":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media?parent=3589"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/categories?post=3589"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/tags?post=3589"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}