{"id":38978,"date":"2025-02-27T01:01:37","date_gmt":"2025-02-26T17:01:37","guid":{"rendered":"https:\/\/17aitech.com\/?p=38978"},"modified":"2025-02-27T01:01:37","modified_gmt":"2025-02-26T17:01:37","slug":"%e5%8d%83%e5%b8%a7%e9%95%bf%e8%a7%86%e9%a2%91%e6%97%b6%e4%bb%a3%e5%88%b0%e6%9d%a5%ef%bc%81mit%e5%85%a8%e6%96%b0%e6%89%a9%e6%95%a3%e7%ae%97%e6%b3%95%e8%ae%a9%e4%bb%bb%e6%84%8f%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38978","title":{"rendered":"\u5343\u5e27\u957f\u89c6\u9891\u65f6\u4ee3\u5230\u6765\uff01MIT\u5168\u65b0\u6269\u6563\u7b97\u6cd5\u8ba9\u4efb\u610f\u6a21\u578b\u7a81\u7834\u65f6\u957f\u6781\u9650"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-26-7\" target=\"_blank\">\u5343\u5e27\u957f\u89c6\u9891\u65f6\u4ee3\u5230\u6765\uff01MIT\u5168\u65b0\u6269\u6563\u7b97\u6cd5\u8ba9\u4efb\u610f\u6a21\u578b\u7a81\u7834\u65f6\u957f\u6781\u9650<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b6f6f26948db1aedb4b9a52361ca19cf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b6f6f26948db1aedb4b9a52361ca19cf.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u8fdb\u5165\u5230 2025 \u5e74\uff0c\u89c6\u9891\u751f\u6210\uff08\u5c24\u5176\u662f\u57fa\u4e8e\u6269\u6563\u6a21\u578b\uff09\u9886\u57df\u8fd8\u5728\u4e0d\u65ad\u5730\u300c\u63a8\u9648\u51fa\u65b0\u300d\uff0c\u5404\u79cd\u6587\u751f\u89c6\u9891\u3001\u56fe\u751f\u89c6\u9891\u6a21\u578b\u5c55\u73b0\u51fa\u4e86\u9177\u70ab\u7684\u6548\u679c\u3002\u5176\u4e2d\uff0c\u957f\u89c6\u9891\u751f\u6210\u4e00\u76f4\u662f\u73b0\u6709\u89c6\u9891\u6269\u6563\u7684\u75db\u70b9\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u671f\uff0cMIT \u56e2\u961f\u706b\u904d\u5916\u7f51\u7684\u65b0\u8bba\u6587\u300aHistory-guided Video Diffusion\u300b\u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u5168\u65b0\u7b97\u6cd5 Diffusion Forcing Transformer\uff08<\/strong><strong>DFoT<\/strong><strong>\uff09\uff0c\u5728\u4e0d\u6539\u52a8\u539f\u6709\u67b6\u6784\u7684\u60c5\u51b5\u4e0b\u5c31\u80fd\u8ba9\u6a21\u578b\u7a33\u5b9a\u8f93\u51fa\u6bd4\u4e4b\u524d\u8fd1 50 \u500d\u3001\u8fd1\u5343\u5e27\u957f\u7684\u89c6\u9891<\/strong>\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-098a2ef075f9b9a49dd8b106b3271f4f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-098a2ef075f9b9a49dd8b106b3271f4f.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2502.06764<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/boyuan.space\/history-guidance\/<\/p>\n<\/li>\n<\/ul>\n<section>\u8be5\u7b97\u6cd5\u751f\u6210\u7684\u89c6\u9891\u5982\u6b64\u4e4b\u957f\uff0c\u4ee5\u81f3\u4e8e\u53ea\u80fd\u622a\u77ed\u5e76\u964d\u4f4e\u5e27\u7387\u624d\u80fd\u653e\u4e0b\u3002\u6211\u4eec\u5148\u6765\u4e00\u7779\u751f\u6210\u89c6\u9891\u7684\u6548\u679c\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/Ra-RJfgEVjbUUDcmZFE07Q\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-bce522e11d6fe63178f728dd02c57b61.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-bce522e11d6fe63178f728dd02c57b61.png\"><\/a><\/a><\/section>\n<section>\u5728\u73b0\u6709\u7684\u89c6\u9891\u6269\u6563\u6a21\u578b\u4e2d\uff0c\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\uff08Classifier-free Guidance, CFG\uff09 \u5df2\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u63d0\u5347\u91c7\u6837\u8d28\u91cf\u3002\u7136\u800c\uff0c\u76ee\u524d\u7684\u89c6\u9891\u6a21\u578b\u901a\u5e38\u53ea\u4f7f\u7528\u7b2c\u4e00\u5e27\u8fdb\u884c\u5f15\u5bfc\uff0c\u800c\u5ffd\u7565\u4e86\u5176\u4ed6\u5386\u53f2\u5e27\u7684\u91cd\u8981\u6027\u3002\u4f5c\u8005\u7684\u7814\u7a76\u53d1\u73b0\uff1a<strong>\u5386\u53f2\u4fe1\u606f\u624d\u662f\u63d0\u5347\u89c6\u9891\u751f\u6210\u8d28\u91cf\u7684\u5173\u952e\u56e0\u7d20<\/strong>\uff01<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u901a\u8fc7\u5728\u53bb\u566a\u8fc7\u7a0b\u4e2d\u6df7\u5408\u957f\u5386\u53f2\u6a21\u578b\u548c\u77ed\u5386\u53f2\u6a21\u578b\u7684\u4e0d\u540c\u9884\u6d4b\uff0c\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u7cfb\u5217\u300c\u5386\u53f2\u5f15\u5bfc\u300d\u7b97\u6cd5 (History Guidance)\uff0c\u663e\u8457\u63d0\u5347\u4e86\u89c6\u9891\u6269\u6563\u6a21\u578b\u7684\u8d28\u91cf\u3001\u751f\u6210\u957f\u5ea6\u3001\u9c81\u68d2\u6027\u4e0e\u53ef\u7ec4\u5408\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-dc4b5c8cc52e00cb4851cf09e290baee.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-dc4b5c8cc52e00cb4851cf09e290baee.gif\"><\/a><\/section>\n<section>\u5728 X \u4e0a\uff0c\u8bba\u6587\u5171\u540c\u4e00\u4f5c Boyuan Chen \u7684\u8bba\u6587\u63a8\u4ecb\u6536\u83b7\u4e86\u5341\u51e0\u4e07\u7684\u9605\u8bfb\u91cf\u3001\u8fd1\u5343\u7684\u70b9\u8d5e\u91cf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-58d9aa60a4a3c8869f228462199e5199.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-58d9aa60a4a3c8869f228462199e5199.png\"><\/a><\/section>\n<section>\u8be5\u5de5\u4f5c\u521a\u4e00\u63a8\u51fa\u4fbf\u53d7\u5230\u4e86\u5927\u91cf\u7f51\u53cb\u7684\u8d5e\u8a89\uff0c\u5c24\u5176\u770b\u5230\u4e86 DFoT \u7b97\u6cd5\u5bf9\u89c6\u9891\u6269\u6563\u6a21\u578b\u7684\u5f71\u54cd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1524cad916cc0cedff7ac04e29d4aff2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1524cad916cc0cedff7ac04e29d4aff2.png\"><\/a><\/section>\n<section>\u8c37\u6b4c\u7814\u7a76\u79d1\u5b66\u5bb6\u30013d gaussian splating \u4e00\u4f5c George Kopanas \u8f6c\u8fbe\u5e76\u8bc4\u8bba\u9053\uff0c\u300c\u4e00\u5e74\u524d\uff0c\u8fde\u7eed\u7684\u957f\u671f\u89c6\u9891\u770b\u8d77\u6765\u662f\u4e0d\u53ef\u80fd\u7684\u3002\u800c\u73b0\u5728\u53ef\u4ee5\u505a\u5230\u4e86\uff01\u8fd9\u9879\u5de5\u4f5c\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u4e5f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u975e\u5e38\u6709\u8da3\u7684\u6f5c\u5728\u60f3\u6cd5\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-178d166ce2fc4aa816b56c7cb8682b26.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-178d166ce2fc4aa816b56c7cb8682b26.png\"><\/a><\/section>\n<section><strong>\u65b9\u6cd5\u6982\u89c8<\/strong><\/section>\n<section><\/section>\n<section>\u8bba\u6587\u63d0\u51fa\u9996\u5148\u8981\u8bad\u7ec3\u4e00\u4e2a\u80fd\u6839\u636e\u4e0d\u540c\u90e8\u5206\u7684\u5386\u53f2\u8fdb\u884c\u53bb\u566a\u9884\u6d4b\u7684\u89c6\u9891\u6a21\u578b\u3002\u4f5c\u8005\u628a\u4e0d\u540c\u5386\u53f2\u5b9a\u4e49\u5982\u4e0b\uff1a<\/section>\n<ol>\n<li>\n<p>\u4e0d\u540c\u957f\u5ea6\u7684\u5386\u53f2<\/p>\n<\/li>\n<li>\n<p>\u5386\u53f2\u7684\u4e0d\u540c\u5b50\u96c6<\/p>\n<\/li>\n<li>\n<p>\u7279\u5b9a\u9891\u7387\u57df\u7684\u5386\u53f2\u3002<\/p>\n<\/li>\n<\/ol>\n<section>\u8fd9\u6837\u7684\u6a21\u578b\u80fd\u591f\u7075\u6d3b\u5730\u5e94\u5bf9\u4e0d\u540c\u573a\u666f\uff0c\u4f8b\u5982\u56fe\u751f\u89c6\u9891\u6216\u662f\u5ef6\u957f\u5df2\u6709\u7684\u89c6\u9891\u3002\u9057\u61be\u7684\u662f\uff0c\u76ee\u524d\u7684\u89c6\u9891\u6269\u6563\u6a21\u578b\u67b6\u6784\u5e76\u4e0d\u5177\u5907\u8fd9\u79cd\u7075\u6d3b\u6027\u3002\u5982\u679c\u7b80\u5355\u5730\u628a\u5386\u53f2\u5e27\u7f16\u7801\u540e\u5582\u7ed9 AdaLN \u5c42\u5e76\u4f7f\u7528\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\u5e38\u89c1\u7684\u968f\u673a\u4e22\u5f03\u6cd5\u8fdb\u884c\u8bad\u7ec3\uff0c\u5b9e\u9645\u6548\u679c\u4f1a\u975e\u5e38\u5dee\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u53cd\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u6781\u5176\u7b80\u6d01\u7684\u7b97\u6cd5 Diffusion Forcing Transformer (DFoT)\uff0c\u5728\u4e0d\u6539\u53d8\u67b6\u6784\u7684\u60c5\u51b5\u4e0b\u5c31\u53ef\u4ee5\u5b9e\u73b0\u4ee5\u4e0a\u76ee\u6807\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u4f5c\u8005\u63d0\u51fa\u628a<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650927161&amp;idx=4&amp;sn=90a44edfc4182de251e9862861c52f4d&amp;scene=21#wechat_redirect\" target=\"_blank\">\u70ed\u95e8\u524d\u4f5c Diffusion Forcing<\/a> \u4e2d\u63d0\u51fa\u7684\u566a\u58f0\u63a9\u7801 (noise as masking) \u6982\u5ff5\u5e26\u5165\u5230\u89c6\u9891\u751f\u6210\u67b6\u6784\u4e2d \u2014\u2014 \u8bad\u7ec3\u6269\u6563\u6a21\u578b\u65f6\u53ef\u4ee5\u5bf9\u6bcf\u4e00\u5e27\u4f7f\u7528\u4e0d\u540c\u7684\u566a\u58f0\u5f3a\u5ea6\u3002\u67d0\u4e00\u5e27\u65e0\u566a\u58f0\u65f6\u76f8\u5f53\u4e8e\u76f4\u63a5\u628a\u8be5\u5e27\u4f5c\u4e3a\u6761\u4ef6\u4fe1\u606f\uff0c\u800c\u6700\u5f3a\u7684\u566a\u58f0\u76f8\u5f53\u4e8e\u5b8c\u5168\u79fb\u9664\u8fd9\u4e00\u5e27\u7684\u4fe1\u606f\u3002\u7ed9\u5b9a\u4e00\u4e2a\u65e2\u6709\u7684\u4f20\u7edf DiT \u67b6\u6784\uff0cDFoT \u53ea\u9700\u8981\u63a7\u5236\u566a\u58f0\u63a9\u7801\u5c31\u53ef\u4ee5\u8bad\u7ec3\u4efb\u610f\u5b50\u5e8f\u5217\u7684\u9884\u6d4b\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u63d0\u5230\uff0c\u8fd9\u6837\u505a\u4fdd\u7559\u4e86\u628a\u73b0\u6709\u6a21\u578b\u76f4\u63a5\u5fae\u8c03\u6210 DFoT \u7684\u53ef\u884c\u6027\uff0c\u5e76\u4e14 Adobe \u516c\u53f8\u5df2\u7ecf\u5728\u4ed6\u4eec\u7684\u89c6\u9891\u5927\u6a21\u578b CausVid \u4e0a\u9a8c\u8bc1\u8fc7\u4e86 Diffusion Forcing \u5fae\u8c03\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3fc4298c7500dc5f61e00defb52e3da3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3fc4298c7500dc5f61e00defb52e3da3.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\uff08\u5de6\uff09\uff1a\u4f20\u7edf\u7684\u89c6\u9891\u6a21\u578b\u8981\u9700\u8981\u628a\u5386\u53f2\u4fe1\u606f\u7f16\u7801\u8fdb AdaLN \u5c42\u6765\u517c\u5bb9\u591a\u5386\u53f2\u5e27\u3002\u56fe\uff08\u53f3\uff09\uff1aDFoT \u67b6\u6784\u4ec5\u7528\u566a\u58f0\u63a9\u7801\u6765\u533a\u5206\u5386\u53f2\u5e27\u548c\u9884\u6d4b\u5e27\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>DFoT \u4e00\u65e6\u8bad\u7ec3\u597d\u5c31\u53ef\u4ee5\u8fdb\u884c\u6781\u5176\u7075\u6d3b\u7684\u91c7\u6837\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5982\u679c\u8981\u628a\u524d\u56db\u5e27\u4f5c\u4e3a\u6761\u4ef6\uff0c\u53ef\u4ee5\u63a7\u5236\u566a\u58f0\u63a9\u7801\u7ed9\u524d\u56db\u5e27 0 \u566a\u58f0\uff08\u7b2c\u4e00\u884c\uff09\uff1b\u5982\u679c\u8981\u8fdb\u884c\u65e0\u6761\u4ef6\u751f\u6210\uff0c\u53ef\u4ee5\u628a\u6240\u6709\u5386\u53f2\u5e27\u8bbe\u4e3a\u767d\u566a\u58f0\uff08\u7b2c\u4e8c\u884c\uff09\uff1b\u5982\u679c\u8981\u628a\u77ed\u5386\u53f2\u4f5c\u4e3a\u6761\u4ef6\uff0c\u53ef\u4ee5\u63a9\u7801\u8f83\u65e9\u7684\u5386\u53f2\u5e27\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9484971dc11df0cce3ed15987dd578e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9484971dc11df0cce3ed15987dd578e5.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 DFoT \u7684\u91c7\u6837\u548c\u5386\u53f2\u5f15\u5bfc\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u8fd9\u79cd\u80fd\u529b\uff0c\u4f5c\u8005\u5f15\u51fa\u4e86\u4e00\u7cfb\u5217\u300c\u5386\u53f2\u5f15\u5bfc\u300d\u7b97\u6cd5\u3002\u5386\u53f2\u5f15\u5bfc\u6269\u5c55\u4e86\u65e0\u5206\u7c7b\u8d77\u5f15\u5bfc\u7684\u6982\u5ff5\uff0c\u4e0d\u4ec5\u5728\u91c7\u6837\u8fc7\u7a0b\u4e2d\u7ec4\u5408\u6709\u6761\u4ef6\u6a21\u578b\u548c\u65e0\u6761\u4ef6\u6a21\u578b\uff0c\u8fd8\u80fd\u901a\u8fc7\u52a0\u6743\u53bb\u566a\u7ec4\u5408\u591a\u91cd\u4e0d\u540c\u7684\u5386\u53f2\u6761\u4ef6\u3002\u5176\u4e2d\u6700\u7b80\u5355\u7684\u7248\u672c (HG-v) \u5df2\u7ecf\u80fd\u5927\u5e45\u63d0\u9ad8\u89c6\u9891\u7684\u8d28\u91cf\uff0c\u8f83\u4e3a\u5148\u8fdb\u4e00\u70b9\u7684\u8de8\u65f6\u95f4\u5386\u53f2\u91c7\u6837 (Temporal History Guidance) \u548c\u8de8\u9891\u7387\u57df\u5386\u53f2\u91c7\u6837 (Fractional History Guidance) \u66f4\u662f\u5206\u522b\u589e\u5f3a\u4e86\u9c81\u68d2\u6027\u548c\u52a8\u4f5c\u5e45\u5ea6\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u5b9e\u9a8c\u6765\u5206\u522b\u9a8c\u8bc1 DFoT \u67b6\u6784\u548c\u5386\u53f2\u5f15\u5bfc\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u5728\u7ecf\u5178\u7684 Kinetics 600 \u6570\u636e\u96c6\u4e0a\uff0cDFoT \u8d85\u8fc7\u4e86\u6240\u6709\u540c\u67b6\u6784\u4e0b\u7684\u89c6\u9891\u6269\u6563\u7b97\u6cd5\uff0c\u5e76\u4ec5\u4f7f\u7528\u5b66\u672f\u5c4a\u7684\u8ba1\u7b97\u5c31\u548c\u8c37\u6b4c\u95ed\u6e90\u5927\u6a21\u578b\u7684\u7ed3\u679c\u6253\u6210\u5e73\u624b\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u5149\u5982\u6b64\uff0cDFoT \u662f\u53ef\u4ee5\u7528\u4efb\u610f\u957f\u5ea6\u7684\u5386\u53f2\u751f\u6210\u89c6\u9891\u7684\uff0c\u5e76\u4e0d\u50cf\u5176\u4ed6\u7b97\u6cd5\u4e00\u6837\u5728\u8bad\u7ec3\u65f6\u5c31\u8981\u6307\u5b9a\u7279\u5b9a\u5386\u53f2\u957f\u5ea6\u3002\u4f5c\u8005\u8fd8\u7279\u610f\u9a8c\u8bc1\u4e86\u4ece\u7ecf\u5178\u6269\u6563\u7b97\u6cd5\u5fae\u8c03\u800c\u6765\u7684 DFoT \u6a21\u578b\uff0c\u53d1\u73b0\u4e00\u6837\u80fd\u83b7\u5f97\u51fa\u8272\u7684\u6548\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3d7ba2cf25aeadfb518a4cd78f94cc1d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3d7ba2cf25aeadfb518a4cd78f94cc1d.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u65e0\u5386\u53f2\u5f15\u5bfc\u4e0b DFoT \u7684\u6548\u679c\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u63a5\u4e0b\u6765\uff0c\u4f5c\u8005\u5f00\u59cb\u9a8c\u8bc1\u7ed3\u5408\u4e86\u5386\u53f2\u5f15\u5bfc\u7684 DfoT\u3002<\/section>\n<section><\/section>\n<section>\u5728 kinetics600 \u4e0a\uff0c\u539f\u6709\u7684\u4efb\u52a1\u662f\u7ed9\u5b9a\u524d 6 \u5e27\u9884\u6d4b\u4e0b\u9762 11 \u5e27\u3002\u7531\u4e8e DFoT \u6781\u5176\u7a33\u5b9a\uff0c\u4f5c\u8005\u76f4\u63a5\u628a 11 \u5e27\u62d3\u5c55\u5230\u4e86 64 \u5e27\uff0c\u5e76\u5728 FVD \u548c vBench \u4e0a\u5927\u5e45\u8d85\u8fc7\u4e86\u4e4b\u524d\u7684\u6a21\u578b\u3002\u540c\u65f6\uff0c\u6587\u4e2d\u63d0\u51fa\u7684 HG-f \u53ef\u4ee5\u5728\u4fdd\u6301\u7a33\u5b9a\u6027\u7684\u60c5\u51b5\u4e0b\u907f\u514d\u6a21\u578b\u751f\u6210\u9759\u6b62\u7684\u753b\u9762\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-4fd34737340a090ce68899165de093a0.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-4fd34737340a090ce68899165de093a0.gif\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0kinetics \u4e0a\u7684\u5bf9\u6bd4\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5728 RealEstate10K \u6570\u636e\u96c6\u4e0a\uff0c\u8bba\u6587\u66f4\u662f\u65ad\u5d16\u5f0f\u9886\u5148\uff1a\u5728\u6b64\u4e4b\u524d\uff0c\u5927\u90e8\u5206\u7b97\u6cd5\u53ea\u80fd\u5728\u8be5\u6570\u636e\u96c6\u4e0a\u505a\u5230\u7ed9\u5b9a\u5f00\u5934\u7ed3\u5c3e\u53bb\u63d2\u503c\u4e2d\u95f4\u5e27\uff0c\u4e24\u4e2a\u6700\u5f3a\u95ed\u6e90\u6a21\u578b LVSM \u548c 4DiM \u7684\u5728\u7ed9\u5b9a\u7b2c\u4e00\u5e27\u9884\u6d4b\u89c6\u9891\u7684\u60c5\u51b5\u4e0b\u6700\u591a\u53ea\u80fd\u751f\u6210\u4e8c\u4e09\u5341\u5e27\u3002<\/section>\n<section><\/section>\n<section>\u800c Diffusion Forcing Transformer \u548c\u5386\u53f2\u5f15\u5bfc\u76f4\u63a5\u505a\u5230\u4e86\u5355\u56fe\u751f\u6210\u8fd1\u4e00\u5343\u5e27\uff0c\u5e76\u4e14\u63d0\u4f9b\u4e86\u5168\u5957\u5f00\u6e90\u548c Huggingface \u5c55\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2da112fda80e9108e6e70337ca1b8a1e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2da112fda80e9108e6e70337ca1b8a1e.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 DFoT \u53ef\u4ee5\u5728 RealEstate10K \u4e0a\u5355\u56fe\u751f\u6210\u8fd1\u5343\u5e27\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>\u8bba\u6587\u63d0\u51fa\u4e86 Diffusion Forcing Transformer (DFoT)\uff0c\u4e00\u4e2a\u80fd\u7528\u4efb\u4f55\u5386\u53f2\u5e27\u4f5c\u4e3a\u6761\u4ef6\u7684\u89c6\u9891\u6269\u6563\u67b6\u6784\u3002DFoT \u8ba9\u5386\u53f2\u5f15\u5bfc (History Guidance) \u6210\u4e3a\u4e86\u53ef\u80fd\uff0c\u4f7f\u5f97\u89c6\u9891\u8d28\u91cf\u548c\u957f\u5ea6\u90fd\u5927\u5e45\u589e\u52a0\u3002\u8bba\u6587\u8fd8\u6d89\u53ca\u4e86\u5927\u91cf\u5176\u4ed6\u5185\u5bb9\uff0c\u4f8b\u5982\u6570\u5b66\u8bc1\u660e\uff0c\u9c81\u68d2\u6027\uff0c\u7ec4\u5408\u6027\u548c\u673a\u5668\u4eba\u5b9e\u9a8c\u7b49\u8fd1\u56db\u5341\u9875\u3002<\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u63d0\u4f9b\u7684\u5f00\u6e90\u5b9e\u73b0\u8be6\u7ec6\u63d0\u4f9b\u4e86\u590d\u73b0\u7684\u6240\u6709\u6b65\u9aa4\uff0c\u5e76\u4e14\u5728 Huggingface \u4e0a\u63d0\u4f9b\u4e86\u5728\u7ebf\u4f53\u9a8c\uff0c\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u76f4\u63a5\u6839\u636e\u8bba\u6587\u4e3b\u9875\u7684\u94fe\u63a5\u5728\u6d4f\u89c8\u5668\u91cc\u76f4\u63a5\u9a8c\u8bc1\u8bba\u6587\u6548\u679c\u3002<\/section>\n<section><\/section>\n<section>Huggingface \u5730\u5740\uff1ahttps:\/\/huggingface.co\/spaces\/kiwhansong\/diffusion-forcing-transformer<\/section>\n<section><\/section>\n<section><strong>\u6b64\u5916\uff0c\u4e3a\u4e86\u65b9\u4fbf\u8bfb\u8005\u4eec\u8fdb\u4e00\u6b65\u5b66\u4e60\u4e86\u89e3\u8be5\u8bba\u6587\uff0c\u6211\u4eec\u9080\u8bf7\u5230\u4e86\u8bba\u6587\u5171\u540c\u4e00\u4f5c\u3001MIT\u8ba1\u7b97\u673a\u7cfb\u56db\u5e74\u7ea7\u535a\u58eb\u751f\u9648\u535a\u8fdc\u4e8e\u5317\u4eac\u65f6\u95f42\u670827\u65e520:00\u76f4\u64ad\u89e3\u8bfb\u8be5\u7814\u7a76\uff0c\u6b22\u8fce\u611f\u5174\u8da3\u7684\u8bfb\u8005\u9884\u7ea6\u89c2\u770b\u3002<\/strong><a href=\"https:\/\/mp.weixin.qq.com\/s\/Ra-RJfgEVjbUUDcmZFE07Q\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d16f017b6bea243db120e26cd1874317.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d16f017b6bea243db120e26cd1874317.png\"><\/a><\/a><\/section>\n<section>\u5206\u4eab\u5609\u5bbe\u7b80\u4ecb\uff1a\u9648\u535a\u8fdc\u662f\u9ebb\u7701\u7406\u5de5\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u56db\u5e74\u7ea7\u7684\u535a\u58eb\u751f\uff0c\u5e08\u4eceVincent Sitzmann\u6559\u6388\u548c\u673a\u5668\u4eba\u5927\u725bRuss Tedrake\u6559\u6388\u3002\u9648\u535a\u8fdc\u7684\u7814\u7a76\u5174\u8da3\u662f\u4e16\u754c\u6a21\u578b\uff0c\u57fa\u4e8e\u6a21\u578b\u7684\u5f3a\u5316\u5b66\u4e60\u4e0e\u5177\u8eab\u667a\u80fd\uff0c\u4ed6\u5e0c\u671b\u901a\u8fc7\u5728\u5927\u89c6\u9891\u6a21\u578b\u6765\u89e3\u51b3\u673a\u5668\u4eba\u52a8\u4f5c\u89c4\u5212\u7684\u95ee\u9898\uff0c\u5e76\u5728\u89c6\u89c9\u9886\u57df\u4e0a\u590d\u73b0\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u548c\u81ea\u6211\u63d0\u5347\u3002\u9648\u535a\u8fdc\u4e4b\u524d\u5728Deepmind\u548cGoogle X\u5b9e\u4e60\u8fc7\uff0c\u8457\u6709SpatialVLM, Diffusion Forcing\u7b49\u8bba\u6587\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6b21\u76f4\u64ad\u8bbe\u6709 QA \u73af\u8282\uff0c\u6b22\u8fce\u52a0\u5165\u672c\u6b21\u76f4\u64ad\u4ea4\u6d41\u7fa4\u63a2\u8ba8\u4ea4\u6d41\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7e410eedf37128b14f1d751b3aa3d5a5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7e410eedf37128b14f1d751b3aa3d5a5.png\"><\/a><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-26-7\" target=\"_blank\">\u5343\u5e27\u957f\u89c6\u9891\u65f6\u4ee3\u5230\u6765\uff01MIT\u5168\u65b0\u6269\u6563\u7b97\u6cd5\u8ba9\u4efb\u610f\u6a21\u578b\u7a81\u7834\u65f6\u957f\u6781\u9650<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5343\u5e27\u957f\u89c6\u9891\u65f6\u4ee3\u5230\u6765\uff01M [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","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":"","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 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