{"id":4480,"date":"2024-08-29T09:59:27","date_gmt":"2024-08-29T01:59:27","guid":{"rendered":"https:\/\/nullthought.net\/?p=4480"},"modified":"2025-03-03T12:25:32","modified_gmt":"2025-03-03T04:25:32","slug":"gamengen%ef%bc%9a%e9%a6%96%e4%b8%aa%e5%ae%8c%e5%85%a8%e7%94%b1%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e6%a8%a1%e5%9e%8b%e9%a9%b1%e5%8a%a8%e7%9a%84%e6%b8%b8%e6%88%8f%e5%bc%95%e6%93%8e","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=4480","title":{"rendered":"GameNGen\uff1a\u9996\u4e2a\u5b8c\u5168\u7531\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u9a71\u52a8\u7684\u6e38\u620f\u5f15\u64ce"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/2408.14837\" target=\"_blank\" rel=\"noreferrer noopener\">Diffusion Models Are Real-Time Game Engines<\/a><\/strong>\uff08\u300a\u6269\u6563\u6a21\u578b\u662f\u5b9e\u65f6\u6e38\u620f\u5f15\u64ce\u300b\uff09\u4ecb\u7ecd\u4e86GameNGen\uff0c\u8fd9\u662f\u7b2c\u4e00\u4e2a\u5b8c\u5168\u7531\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u9a71\u52a8\u7684\u6e38\u620f\u5f15\u64ce\uff0c\u80fd\u591f\u4ee5\u8d85\u8fc720\u5e27\u6bcf\u79d2\uff08FPS\uff09\u7684\u901f\u5ea6\u5728\u5355\u4e2aTPU\u4e0a\u8fdb\u884c\u590d\u6742\u73af\u5883\u7684\u5b9e\u65f6\u4ea4\u4e92\u6a21\u62df\u3002\u901a\u8fc7\u5e94\u7528\u751f\u6210\u6269\u6563\u6a21\u578b\uff08\u901a\u5e38\u5728\u5a92\u4f53\u751f\u6210\u9886\u57df\u8868\u73b0\u51fa\u8272\uff0c\u4f8b\u5982\u56fe\u50cf\u548c\u89c6\u9891\uff09\uff0cGameNGen\u73b0\u5728\u88ab\u7528\u4e8e\u6a21\u62df\u4ea4\u4e92\u5f0f\u865a\u62df\u4e16\u754c\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aDani Valevski, Yaniv Leviathan, Moab Arar, Shlomi Fruchter\uff0c\u6765\u81eaGoogle Research\u3001Tel Aviv University\u548cGoogle DeepMind\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"891\" height=\"452\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/08\/image-14.png\" alt=\"\" class=\"wp-image-4481\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/08\/image-14.png 891w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/08\/image-14-300x152.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/08\/image-14-768x390.png 768w\" sizes=\"auto, (max-width: 891px) 100vw, 891px\" \/><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/gamengen.github.io\/\" target=\"_blank\" rel=\"noreferrer noopener\">GameNGen\uff1a\u5b8c\u5168\u7531\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u9a71\u52a8\u7684\u6e38\u620f\u5f15\u64ce<\/a><\/figcaption><\/figure>\n\n\n\n<p>Nvidia\u9ad8\u7ea7\u7814\u53d1\u7ecf\u7406<a href=\"https:\/\/www.linkedin.com\/in\/drjimfan\/\" target=\"_blank\" rel=\"noreferrer noopener\">Jim Fan<\/a>\u5bf9GameNGen\u7684<a href=\"https:\/\/www.linkedin.com\/posts\/drjimfan_its-a-tradition-for-hackers-to-run-doom-ugcPost-7234580017395982337-H-CM\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8bc4\u4ef7<\/a>\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"has-small-font-size\">GameNGen \u5728\u5355\u4e2a\u6e38\u620f\u4e0a\u8fc7\u62df\u5408\u5230\u4e86\u6781\u81f4\uff0c\u901a\u8fc7\u8bad\u7ec3\u4e860.9B\uff089\u4ebf\uff09\u5e27\uff08!!\uff09\u3002\u8fd9\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u6570\u5b57\uff0c\u51e0\u4e4e\u662f\u7528\u4e8e\u8bad\u7ec3 Stable Diffusion v1 \u6570\u636e\u96c6\u768440%\u3002\u5728\u8fd9\u4e00\u70b9\u4e0a\uff0c\u5b83\u53ef\u80fd\u5df2\u7ecf\u8bb0\u4f4f\u4e86 DOOM \u5728\u5404\u79cd\u573a\u666f\u4e2d\u4ece\u6bcf\u4e2a\u89d2\u843d\u6e32\u67d3\u7684\u65b9\u5f0f\u3002\u53cd\u6b63 DOOM \u672c\u8eab\u7684\u5185\u5bb9\u4e5f\u4e0d\u591a\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size\">GameNGen \u66f4\u50cf\u662f\u4e00\u4e2a\u5347\u7ea7\u7248\u7684 NeRF\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u89c6\u9891\u751f\u6210\u6a21\u578b\u3002NeRF \u4ece\u4e0d\u540c\u7684\u89c6\u89d2\u62cd\u6444\u573a\u666f\u7684\u56fe\u50cf\uff0c\u5e76\u91cd\u5efa\u8be5\u573a\u666f\u76843D\u8868\u793a\u3002\u539f\u59cb\u5f62\u5f0f\u7684 NeRF \u6ca1\u6709\u6cdb\u5316\u80fd\u529b\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u65e0\u6cd5\u201c\u60f3\u8c61\u201d\u65b0\u7684\u573a\u666f\u3002GameNGen \u4e0d\u50cf Sora\uff1a\u4ece\u8bbe\u8ba1\u4e0a\u6765\u8bf4\uff0c\u5b83\u65e0\u6cd5\u5408\u6210\u65b0\u7684\u6e38\u620f\u6216\u4e92\u52a8\u673a\u5236\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size\">\u8fd9\u7bc7\u8bba\u6587\u7684\u96be\u70b9\u4e0d\u5728\u4e8e\u6269\u6563\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u6570\u636e\u96c6\u3002\u4f5c\u8005\u9996\u5148\u8bad\u7ec3\u4e86 RL \u4ee3\u7406\u4ee5\u4e0d\u540c\u7684\u6280\u80fd\u6c34\u5e73\u6765\u73a9\u6e38\u620f\uff0c\u5e76\u6536\u96c6\u4e860.9B\uff08\u5e27\uff0c\u52a8\u4f5c\uff09\u5bf9\u7528\u4e8e\u8bad\u7ec3\u3002\u5927\u591a\u6570\u5728\u7ebf\u89c6\u9891\u6570\u636e\u96c6\u5e76\u4e0d\u5305\u542b\u52a8\u4f5c\u4fe1\u606f\uff0c\u8fd9\u610f\u5473\u7740\u8fd9\u79cd\u65b9\u6cd5\u65e0\u6cd5\u63a8\u5e7f\u3002\u6570\u636e\u59cb\u7ec8\u662f\u57fa\u4e8e\u52a8\u4f5c\u7684\u4e16\u754c\u6a21\u578b\u7684\u74f6\u9888\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size\">\u5728\u6211\u770b\u6765\uff0c\u6e38\u620f\u4e16\u754c\u6a21\u578b\u6709\u4e24\u4e2a\u5b9e\u9645\u7684\u5e94\u7528\u573a\u666f\uff1a\uff081\uff09\u7f16\u5199\u63d0\u793a\u8bcd\u4ee5\u521b\u5efa\u53ef\u73a9\u4e16\u754c\uff0c\u800c\u8fd9\u4e9b\u4e16\u754c\u672c\u6765\u9700\u8981\u6e38\u620f\u5de5\u4f5c\u5ba4\u82b1\u8d39\u6570\u5e74\u65f6\u95f4\u6765\u5236\u4f5c\uff1b\uff082\uff09\u4f7f\u7528\u4e16\u754c\u6a21\u578b\u6765\u8bad\u7ec3\u66f4\u597d\u7684\u5177\u8eab AI\u3002\u7136\u800c\uff0c\u8fd9\u4e24\u4e2a\u5e94\u7528\u573a\u666f\u90fd\u65e0\u6cd5\u5b9e\u73b0\u3002\u5e94\u7528\u573a\u666f\uff082\uff09\u884c\u4e0d\u901a\uff0c\u56e0\u4e3a\u4f7f\u7528 GameNGen \u6765\u8bad\u7ec3\u4ee3\u7406\u5e76\u6ca1\u6709\u6bd4\u76f4\u63a5\u4f7f\u7528 DOOM \u6a21\u62df\u5668\u672c\u8eab\u66f4\u6709\u4f18\u52bf\u3002\u5982\u679c\u4e00\u4e2a\u795e\u7ecf\u4e16\u754c\u6a21\u578b\u80fd\u6a21\u62df\u51fa\u4f20\u7edf\u624b\u5de5\u5236\u4f5c\u7684\u56fe\u5f62\u5f15\u64ce\u65e0\u6cd5\u5b9e\u73b0\u7684\u573a\u666f\uff0c\u90a3\u4f1a\u66f4\u6709\u8da3\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size\">&#8230;&#8230;<\/p>\n<\/blockquote>\n\n\n\n<p>\u62b1\u62b1\u8138Hugging Face\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08<a href=\"https:\/\/www.linkedin.com\/in\/a-roucher\/\" target=\"_blank\" rel=\"noreferrer noopener\">Aymeric Roucher<\/a>\u5bf9GameNGen\u7684<a href=\"https:\/\/www.linkedin.com\/posts\/a-roucher_%F0%9D%97%94-%F0%9D%97%B1%F0%9D%97%B6%F0%9D%97%B3%F0%9D%97%B3%F0%9D%98%82%F0%9D%98%80%F0%9D%97%B6%F0%9D%97%BC%F0%9D%97%BB-%F0%9D%97%BA%F0%9D%97%BC%F0%9D%97%B1%F0%9D%97%B2%F0%9D%97%B9-%F0%9D%98%80%F0%9D%97%B6%F0%9D%97%BA%F0%9D%98%82%F0%9D%97%B9%F0%9D%97%AE%F0%9D%98%81%F0%9D%97%B2%F0%9D%98%80-ugcPost-7234442247373541376-4GL6\" target=\"_blank\" rel=\"noreferrer noopener\">\u8bc4\u4ef7<\/a>\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"has-small-font-size\">&#8212;\u4ece3\u79d2\u7684\u77ed\u7247\u6bb5\u4e2d\uff0c\u4eba\u7c7b\u73a9\u5bb6\u51e0\u4e4e\u65e0\u6cd5\u5206\u8fa8\u51fa\u662f\u771f\u5b9e\u6e38\u620f\u8fd8\u662f\u6a21\u62df\u7ed3\u679c\u3002<br>&#8212;\u5c3d\u7ba1\u6a21\u578b\u7684\u6709\u6548\u4e0a\u4e0b\u6587\u957f\u5ea6\u53ea\u67093\u79d2\uff0c\u4f46\u5b83\u80fd\u5728\u957f\u65f6\u95f4\u5185\u4fdd\u6301\u6e38\u620f\u72b6\u6001\uff08\u751f\u547d\u503c\u3001\u5f39\u836f\u7b49\uff09\u3002<br>&#8212;\u4ed6\u4eec\u5728\u8bad\u7ec3\u4e2d\u4f7f\u7528\u4e86\u201c\u566a\u58f0\u589e\u5f3a\u201d\u6280\u672f\uff0c\u4ee5\u9632\u6b62\u5728\u957f\u65f6\u95f4\u6e38\u620f\u8fc7\u7a0b\u4e2d\u8d28\u91cf\u4e0b\u964d\u3002<br>&#8212;\u6e38\u620f\u5728\u4e00\u4e2aTPU\u4e0a\u4ee520 FPS\u7684\u901f\u5ea6\u8fd0\u884c\uff0c\u4f7f\u75284\u6b21\u53bb\u566a\u6b65\u9aa4\uff1b\u901a\u8fc7\u6a21\u578b\u84b8\u998f\uff0c\u53ef\u4ee5\u572850 FPS\u7684\u901f\u5ea6\u4e0b\u8fd0\u884c\uff08\u4f46\u4f1a\u6709\u4e00\u4e9b\u8d28\u91cf\u635f\u5931\uff09\u3002<br>&#8212;\u4ecd\u7136\u5b58\u5728\u4e00\u4e9b\u9650\u5236\uff0c\u4f8b\u5982\u6a21\u578b\u7684\u77ed\u671f\u8bb0\u5fc6\u4e0a\u4e0b\u6587\u4ec5\u4e3a\u51e0\u79d2\uff0c\u8fd9\u53ef\u80fd\u4f1a\u4f7f\u6e38\u620f\u5728\u8f83\u957f\u65f6\u95f4\u5185\u663e\u5f97\u4e0d\u591f\u771f\u5b9e\u3002<br>&#8230;&#8230;<\/p>\n<\/blockquote>\n\n\n\n<p>\u8bba\u6587\u6982\u8981\u5185\u5bb9\u5982\u4e0b\uff1a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e00\u3001\u4e3b\u8981\u8d21\u732e\u548c\u65b9\u6cd5<\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>DOOM\u6e38\u620f\u7684\u4ea4\u4e92\u5f0f\u6a21\u62df<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>GameNGen\u80fd\u591f\u4ea4\u4e92\u5f0f\u5730\u6a21\u62df\u7ecf\u5178\u6e38\u620fDOOM\uff0c\u8fbe\u523029.4\u7684PSNR\uff08\u5cf0\u503c\u4fe1\u566a\u6bd4\uff09\uff0c\u8fd9\u4e00\u7ed3\u679c\u4e0e\u6709\u635fJPEG\u538b\u7f29\u76f8\u5f53\u3002\u4eba\u7c7b\u8bc4\u6d4b\u5458\u53d1\u73b0\u5f88\u96be\u5206\u8fa8\u51fa\u6e38\u620f\u7684\u5b9e\u9645\u7247\u6bb5\u548c\u6a21\u62df\u7247\u6bb5\uff0c\u8868\u660e\u5176\u89c6\u89c9\u4fdd\u771f\u5ea6\u6781\u9ad8\u3002<\/li>\n\n\n\n<li>\u8be5\u5f15\u64ce\u80fd\u591f\u6267\u884c\u590d\u6742\u7684\u6e38\u620f\u72b6\u6001\u66f4\u65b0\uff0c\u4f8b\u5982\u8ba1\u7b97\u751f\u547d\u503c\u548c\u5f39\u836f\u3001\u653b\u51fb\u654c\u4eba\u3001\u7ba1\u7406\u6e38\u620f\u8fdb\u7a0b\u7b49\uff0c\u5e76\u5728\u957f\u65f6\u95f4\u7684\u6e38\u620f\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u8fd9\u4e9b\u72b6\u6001\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3\u8fc7\u7a0b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>GameNGen\u7684\u8bad\u7ec3\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a\n<ol class=\"wp-block-list\">\n<li><strong>\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u4ee3\u7406\u8bad\u7ec3<\/strong>\uff1a\u9996\u5148\u8bad\u7ec3\u4e00\u4e2aRL\u4ee3\u7406\u6765\u73a9\u6e38\u620f\uff0c\u5e76\u8bb0\u5f55\u5176\u6e38\u620f\u8fc7\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u6269\u6563\u6a21\u578b\u8bad\u7ec3<\/strong>\uff1a\u4f7f\u7528\u8bb0\u5f55\u4e0b\u6765\u7684\u6e38\u620f\u8fc7\u7a0b\u6765\u8bad\u7ec3\u4e00\u4e2a\u6269\u6563\u6a21\u578b\uff0c\u4ee5\u9884\u6d4b\u6e38\u620f\u7684\u4e0b\u4e00\u5e27\u56fe\u50cf\uff0c\u57fa\u4e8e\u4e4b\u524d\u7684\u5e27\u5e8f\u5217\u548c\u64cd\u4f5c\u8fdb\u884c\u6761\u4ef6\u751f\u6210\u3002<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u81ea\u56de\u5f52\u751f\u6210\u4e0e\u6761\u4ef6\u589e\u5f3a<\/strong>\uff1a\n<ul 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