{"id":28944,"date":"2026-03-12T09:30:41","date_gmt":"2026-03-12T01:30:41","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=28944"},"modified":"2026-03-12T10:09:22","modified_gmt":"2026-03-12T02:09:22","slug":"%e8%a7%86%e9%a2%91%e7%94%9f%e6%88%90%e5%a4%aa%e6%85%a2%ef%bc%9f%e8%8b%b1%e4%bc%9f%e8%be%be%e3%80%81%e8%b0%a2%e8%b5%9b%e5%ae%81%e7%ad%89%e5%8f%91%e5%b8%83tmd%e6%a1%86%e6%9e%b6%ef%bc%8c%e5%ae%9e","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/03\/12\/28944\/","title":{"rendered":"\u89c6\u9891\u751f\u6210\u592a\u6162\uff1f\u82f1\u4f1f\u8fbe\u3001\u8c22\u8d5b\u5b81\u7b49\u53d1\u5e03TMD\u6846\u67b6\uff0c\u5b9e\u73b070\u500d\u52a0\u901f"},"content":{"rendered":"<div class=\"article-desc\">NVIDIA \u8054\u5408 NYU \u7684\u8c22\u8d5b\u5b81\u7b49\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u300c\u8f6c\u79fb\u5339\u914d\u84b8\u998f\u300d\uff08Transition Matching Distillation\uff0c\u7b80\u79f0 TMD\uff09\u6846\u67b6\uff0c\u7528\u4e8e\u5c06\u5927\u578b\u89c6\u9891\u6269\u6563\u6a21\u578b\u84b8\u998f\u4e3a\u9ad8\u6548\u7684\u5c11\u6b65\u751f\u6210\u5668\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>\u8fd1\u5e74\u6765\uff0c\u5927\u89c4\u6a21\u89c6\u9891\u6269\u6563\u6a21\u578b\u5728\u89c6\u9891\u751f\u6210\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u91c7\u6837\u6548\u7387\u4f4e\u4e0b\u4ecd\u7136\u662f\u8fd9\u7c7b\u6a21\u578b\u7684\u6838\u5fc3\u74f6\u9888\u3002<\/p>\n<p class=\"js_darkmode__text__6\">\u6807\u51c6\u7684\u6269\u6563\u6a21\u578b\u4f9d\u8d56\u591a\u6b65\u53bb\u566a\u8fc7\u7a0b\uff0c\u901a\u5e38\u9700\u8981\u6570\u5341\u751a\u81f3\u4e0a\u767e\u6b21\u8fed\u4ee3\u6b65\u9aa4\uff0c\u624d\u80fd\u5c06\u566a\u58f0\u9010\u6b65\u8f6c\u5316\u4e3a\u771f\u5b9e\u8f93\u51fa\u3002\u8fd9\u79cd\u8fed\u4ee3\u7279\u6027\u5e26\u6765\u4e86\u9ad8\u63a8\u7406\u5ef6\u8fdf\u548c\u9ad8\u8ba1\u7b97\u6210\u672c\uff0c\u4f7f\u5f97\u5927\u578b\u6269\u6563\u6a21\u578b\u96be\u4ee5\u5e94\u7528\u4e8e\u5b9e\u65f6\u89c6\u9891\u751f\u6210\u3001\u5185\u5bb9\u7f16\u8f91\u3001\u6216\u4e3a\u667a\u80fd\u4f53\u8bad\u7ec3\u6784\u5efa\u4e16\u754c\u6a21\u578b\u7b49\u4ea4\u4e92\u5f0f\u573a\u666f\u3002\u56e0\u6b64\uff0c\u5982\u4f55\u5728\u4e0d\u727a\u7272\u89c6\u89c9\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\u52a0\u901f\u6269\u6563\u91c7\u6837\uff0c\u6210\u4e3a\u4e00\u4e2a\u5173\u952e\u7684\u5f00\u653e\u6027\u6311\u6218\u3002<\/p>\n<p class=\"js_darkmode__text__9\">\u73b0\u6709\u7684\u6269\u6563\u84b8\u998f\u65b9\u6cd5\u4e3b\u8981\u5206\u4e3a\u4e24\u5927\u7c7b\uff1a\u4e00\u7c7b\u662f\u57fa\u4e8e\u8f68\u8ff9\u7684\u84b8\u998f\uff0c\u5305\u62ec\u77e5\u8bc6\u84b8\u998f\u548c\u4e00\u81f4\u6027\u6a21\u578b\uff0c\u5b83\u4eec\u76f4\u63a5\u56de\u5f52\u6559\u5e08\u6a21\u578b\u7684\u53bb\u566a\u8f68\u8ff9\uff1b\u53e6\u4e00\u7c7b\u662f\u57fa\u4e8e\u5206\u5e03\u7684\u84b8\u998f\uff0c\u5305\u62ec\u5bf9\u6297\u84b8\u998f\u548c\u53d8\u5206\u5206\u6570\u84b8\u998f\u65b9\u6cd5\uff0c\u5b83\u4eec\u5bf9\u9f50\u5b66\u751f\u548c\u6559\u5e08\u7684\u8f93\u51fa\u5206\u5e03\u3002\u8fd9\u4e9b\u6280\u672f\u5728\u56fe\u50cf\u9886\u57df\u5df2\u7ecf\u53ef\u4ee5\u5c06\u91c7\u6837\u8fc7\u7a0b\u538b\u7f29\u5230\u4ec5\u9700\u4e00\u5230\u4e24\u6b65\u3002<\/p>\n<p class=\"js_darkmode__text__12\">\u7136\u800c\uff0c\u5c06\u8fd9\u4e9b\u65b9\u6cd5\u6269\u5c55\u5230\u89c6\u9891\u6269\u6563\u6a21\u578b\u9762\u4e34\u72ec\u7279\u7684\u6311\u6218\u3002\u89c6\u9891\u5177\u6709\u9ad8\u65f6\u7a7a\u7ef4\u5ea6\u548c\u590d\u6742\u7684\u5e27\u95f4\u4f9d\u8d56\u5173\u7cfb\uff0c\u5728\u84b8\u998f\u8fc7\u7a0b\u4e2d\u5f88\u96be\u540c\u65f6\u4fdd\u6301\u5168\u5c40\u8fd0\u52a8\u8fde\u8d2f\u6027\u548c\u7ec6\u7c92\u5ea6\u7a7a\u95f4\u7ec6\u8282\u3002\u800c\u4e14\uff0c\u73b0\u6709\u5927\u591a\u6570\u65b9\u6cd5\u5c06\u6269\u6563\u7f51\u7edc\u89c6\u4e3a\u4e00\u4e2a\u5355\u4e00\u7684\u6574\u4f53\u6620\u5c04\uff0c\u5ffd\u7565\u4e86\u5927\u578b\u89c6\u9891\u6269\u6563\u4e3b\u5e72\u7f51\u7edc\u4e2d\u56fa\u6709\u7684\u5c42\u7ea7\u7ed3\u6784\u548c\u8bed\u4e49\u6f14\u8fdb\u7279\u6027\u3002<\/p>\n<p class=\"js_darkmode__text__15\">\u9488\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0cNVIDIA \u8054\u5408 NYU \u7684\u8c22\u8d5b\u5b81\u7b49\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u300c\u8f6c\u79fb\u5339\u914d\u84b8\u998f\u300d\uff08Transition Matching Distillation\uff0c\u7b80\u79f0 TMD\uff09\u6846\u67b6\uff0c\u7528\u4e8e\u5c06\u5927\u578b\u89c6\u9891\u6269\u6563\u6a21\u578b\u84b8\u998f\u4e3a\u9ad8\u6548\u7684\u5c11\u6b65\u751f\u6210\u5668\u3002<\/p>\n<p><img data-dominant-color=\"f3f5f2\" data-has-transparency=\"false\" style=\"--dominant-color: #f3f5f2;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28970\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/b74cc0d201e356aa6b62121d9c7c7decd5141f-1.png\" width=\"1080\" height=\"258\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/b74cc0d201e356aa6b62121d9c7c7decd5141f-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/b74cc0d201e356aa6b62121d9c7c7decd5141f-1-300x72.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/b74cc0d201e356aa6b62121d9c7c7decd5141f-1-1024x245.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/b74cc0d201e356aa6b62121d9c7c7decd5141f-1-150x36.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/b74cc0d201e356aa6b62121d9c7c7decd5141f-1-768x183.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<ul data-id=\"u738a58b-lVmPkXPY\">\n<li data-id=\"ld70c578-EUJB9jcL\">\u8bba\u6587\u6807\u9898\uff1aTransition Matching Distillation for Fast Video Generation<\/li>\n<li data-id=\"ld70c578-1LSOKjE3\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2601.09881v1<\/li>\n<li data-id=\"ld70c578-mHFUA7P9\">\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/research.nvidia.com\/labs\/genair\/tmd\/<\/li>\n<\/ul>\n<p class=\"js_darkmode__text__33\">TMD \u7684\u6838\u5fc3\u601d\u60f3\u662f\uff1a\u7528\u4e00\u4e2a\u7d27\u51d1\u7684\u5c11\u6b65\u6982\u7387\u8f6c\u79fb\u8fc7\u7a0b\u6765\u8fd1\u4f3c\u6269\u6563\u6a21\u578b\u7684\u591a\u6b65\u53bb\u566a\u8fc7\u7a0b\u3002\u5728\u8fd9\u4e2a\u6846\u67b6\u4e2d\uff0c\u6bcf\u4e00\u4e2a\u8f6c\u79fb\u6b65\u9aa4\u90fd\u6355\u6349\u4e86\u89c6\u9891\u6837\u672c\u5728\u76f8\u8ddd\u8f83\u8fdc\u7684\u566a\u58f0\u6c34\u5e73\u4e4b\u95f4\u7684\u5206\u5e03\u6f14\u53d8\uff0c\u4ece\u800c\u4f7f\u5b66\u751f\u6a21\u578b\u80fd\u591f\u4ee5\u5927\u7684\u8f6c\u79fb\u6b65\u957f\u6765\u5339\u914d\u6559\u5e08\u6a21\u578b\u7684\u5206\u5e03\u3002<\/p>\n<p class=\"js_darkmode__text__37\">\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5728\u76f8\u5f53\u7684\u63a8\u7406\u9884\u7b97\u4e0b\uff0cTMD \u59cb\u7ec8\u4f18\u4e8e\u73b0\u6709\u7684\u84b8\u998f\u65b9\u6cd5\uff0c\u80fd\u591f\u5b9e\u73b0\u66f4\u597d\u7684\u89c6\u89c9\u4fdd\u771f\u5ea6\u548c\u5bf9\u63d0\u793a\u8bcd\u7684\u9075\u5faa\u5ea6\u3002\u4f5c\u8005\u84b8\u998f\u51fa\u7684 14B \u6a21\u578b\u5728 VBench \u4e0a\u7684\u7efc\u5408\u5f97\u5206\u4e3a 84.24\uff0c\u63a5\u8fd1\u4e00\u6b65\u751f\u6210\uff08NFE=1.38\uff09\u3002<\/p>\n<p><img data-dominant-color=\"9a9786\" data-has-transparency=\"false\" style=\"--dominant-color: #9a9786;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28971\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/089a8f81381eba0a28404808ab5fddee2331f5-1.png\" width=\"1080\" height=\"768\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/089a8f81381eba0a28404808ab5fddee2331f5-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/089a8f81381eba0a28404808ab5fddee2331f5-1-300x213.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/089a8f81381eba0a28404808ab5fddee2331f5-1-1024x728.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/089a8f81381eba0a28404808ab5fddee2331f5-1-150x107.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/089a8f81381eba0a28404808ab5fddee2331f5-1-768x546.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p class=\"js_darkmode__text__40\">\u4e0b\u56fe\u5bf9\u6bd4\u4e86\u6559\u5e08\u6a21\u578b\uff08Wan2.1 14B\uff09\u548c TMD \u84b8\u998f\u6a21\u578b\u5728\u51fd\u6570\u8bc4\u4f30\u6b21\u6570\uff08NFE\uff09\u4e0a\u7684\u5dee\u5f02\u3002\u539f\u59cb\u7684 Wan2.1 14B \u6559\u5e08\u6a21\u578b\u9700\u8981 100 \u6b21 NFE \u624d\u80fd\u751f\u6210\u4e00\u4e2a\u89c6\u9891\uff0c\u5728 VBench \u4e0a\u7684\u5f97\u5206\u662f 86.2\u3002\u800c\u7ecf\u8fc7 TMD \u84b8\u998f\u540e\uff0c\u6a21\u578b\u53ea\u9700\u8981 2.75 \u6b21 NFE \u5c31\u80fd\u8fbe\u5230 84.6 \u7684 VBench \u5f97\u5206\uff0c\u6216\u8005\u53ea\u9700\u8981 1.38 \u6b21 NFE \u5c31\u80fd\u8fbe\u5230 84.2 \u7684\u5f97\u5206\u3002\u6362\u7b97\u4e0b\u6765\uff0cTMD \u5b9e\u73b0\u4e86\u8d85\u8fc7 70 \u500d\u7684\u52a0\u901f\uff0c\u800c VBench \u5f97\u5206\u4ec5\u4e0b\u964d\u7ea6 2 \u5206\uff08\u4ece 86.2 \u964d\u5230 84.2\uff09\u3002\u8fd9\u610f\u5473\u7740\u5728\u8d28\u91cf\u635f\u5931\u5f88\u5c0f\u7684\u60c5\u51b5\u4e0b\uff0c\u89c6\u9891\u751f\u6210\u901f\u5ea6\u63d0\u5347\u4e86\u4e00\u4e2a\u6570\u91cf\u7ea7\u4ee5\u4e0a\u3002<\/p>\n<p><img data-dominant-color=\"1d2223\" data-has-transparency=\"false\" style=\"--dominant-color: #1d2223;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28972\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/36290ff244ab89d6eb8560bbd56892b3d9cc20-1.png\" width=\"1080\" height=\"419\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/36290ff244ab89d6eb8560bbd56892b3d9cc20-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/36290ff244ab89d6eb8560bbd56892b3d9cc20-1-300x116.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/36290ff244ab89d6eb8560bbd56892b3d9cc20-1-1024x397.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/36290ff244ab89d6eb8560bbd56892b3d9cc20-1-150x58.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/36290ff244ab89d6eb8560bbd56892b3d9cc20-1-768x298.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p class=\"js_darkmode__text__45\">\u5728\u8be5\u9879\u76ee\u7f51\u7ad9\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u89c6\u9891\u751f\u6210\u7ed3\u679c\u4ee5\u53ca\u4e0e\u57fa\u7ebf\u65b9\u6cd5\u7684\u6548\u679c\u5bf9\u6bd4\uff1a<\/p>\n<p><img data-dominant-color=\"3f4347\" data-has-transparency=\"true\" style=\"--dominant-color: #3f4347;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-28973\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/66f5052182d8de9c16c569187c51f937948ca2-1.png\" width=\"980\" height=\"529\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/66f5052182d8de9c16c569187c51f937948ca2-1.png 980w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/66f5052182d8de9c16c569187c51f937948ca2-1-300x162.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/66f5052182d8de9c16c569187c51f937948ca2-1-150x81.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/66f5052182d8de9c16c569187c51f937948ca2-1-768x415.png 768w\" sizes=\"auto, (max-width: 980px) 100vw, 980px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h4>\u65b9\u6cd5\u8be6\u89e3<\/h4>\n<p class=\"js_darkmode__text__51\">\u4e3a\u4e86\u5b9e\u73b0\u9ad8\u6548\u84b8\u998f\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u89e3\u8026\u7684\u5b66\u751f\u6a21\u578b\u67b6\u6784\uff0c\u5c06\u539f\u59cb\u7684\u6269\u6563\u4e3b\u5e72\u7f51\u7edc\u5206\u89e3\u4e3a\u4e24\u4e2a\u7ec4\u4ef6\uff1a\u7b2c\u4e00\u4e2a\u662f\u300c\u4e3b\u5e72\u7f51\u7edc\u300d\uff0c\u5305\u542b\u5927\u90e8\u5206\u65e9\u671f\u5c42\uff0c\u8d1f\u8d23\u5728\u6bcf\u4e2a\u5916\u90e8\u8f6c\u79fb\u6b65\u9aa4\u63d0\u53d6\u9ad8\u5c42\u8bed\u4e49\u8868\u5f81\uff1b\u7b2c\u4e8c\u4e2a\u662f Flow Head\uff0c\u7531\u6700\u540e\u51e0\u5c42\u7ec4\u6210\uff0c\u5b83\u4ee5\u4e3b\u5e72\u7f51\u7edc\u63d0\u53d6\u7684\u8868\u5f81\u4e3a\u6761\u4ef6\uff0c\u901a\u8fc7\u591a\u4e2a\u5185\u90e8\u6d41\u66f4\u65b0\u6765\u7ec6\u5316\u7ec6\u7c92\u5ea6\u7684\u89c6\u89c9\u7ec6\u8282\u3002<\/p>\n<p class=\"js_darkmode__text__54\">\u8fd9\u79cd\u5c42\u7ea7\u5316\u7684\u5206\u89e3\u8bbe\u8ba1\u5e26\u6765\u4e86\u663e\u8457\u4f18\u52bf\u3002\u4e3b\u5e72\u7f51\u7edc\u53ef\u4ee5\u4e0e Flow Head \u5171\u4eab\u8868\u5f81\uff0c\u800c Flow Head \u5219\u5728\u6bcf\u4e2a\u5916\u90e8\u8f6c\u79fb\u6b65\u9aa4\u5185\u6267\u884c\u82e5\u5e72\u8f7b\u91cf\u7ea7\u7684\u5185\u90e8\u7ec6\u5316\u6b65\u9aa4\uff0c\u4e3a\u5e73\u8861\u91c7\u6837\u6548\u7387\u548c\u89c6\u89c9\u4fdd\u771f\u5ea6\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u673a\u5236\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0c\u5982\u679c\u4ece\u4e00\u4e2a 30 \u5c42\u7684 DiT \u6a21\u578b\u4e2d\u9009\u53d6\u6700\u540e 5 \u5c42\u4f5c\u4e3a Flow Head\uff0c\u5e76\u5c55\u5f00 2 \u4e2a\u5185\u90e8\u6b65\u9aa4\uff0c\u989d\u5916\u8ba1\u7b97\u5f00\u9500\u4e0d\u5230 17%\u3002<\/p>\n<p class=\"js_darkmode__text__57\">TMD \u91c7\u7528\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\u3002\u7b2c\u4e00\u9636\u6bb5\u662f\u300c\u8f6c\u79fb\u5339\u914d\u9884\u8bad\u7ec3\u300d\uff0c\u7814\u7a76\u56e2\u961f\u501f\u9274\u4e86 MeanFlow \u7684\u601d\u60f3\uff0c\u5c06 Flow Head \u8bad\u7ec3\u6210\u4e00\u4e2a\u6761\u4ef6\u6d41\u6620\u5c04\uff0c\u4f7f\u5176\u80fd\u591f\u8fdb\u884c\u8fed\u4ee3\u7ec6\u5316\u3002\u8fd9\u4e00\u9636\u6bb5\u7684\u5173\u952e\u5728\u4e8e\u8ba9 Flow Head \u7684\u8f93\u51fa\u4fdd\u6301\u4e0e\u9884\u8bad\u7ec3\u6559\u5e08\u6a21\u578b\u7684\u8f93\u51fa\u5bf9\u9f50\u3002\u7b2c\u4e8c\u9636\u6bb5\u662f\u300c\u5e26 Flow Head \u7684\u5206\u5e03\u5339\u914d\u84b8\u998f\u300d\uff0c\u7814\u7a76\u56e2\u961f\u6539\u8fdb\u4e86 DMD2 \u65b9\u6cd5\u4f7f\u5176\u9002\u5e94\u89c6\u9891\u751f\u6210\u573a\u666f\uff08\u79f0\u4e3a DMD2-v\uff09\uff0c\u5e76\u5728\u6bcf\u4e2a\u8f6c\u79fb\u6b65\u9aa4\u4e2d\u5c55\u5f00 Flow Head \u8fdb\u884c\u8bad\u7ec3\u3002\u901a\u8fc7\u5c55\u5f00 Flow Head\uff0c\u5b66\u751f\u6a21\u578b\u7684\u6982\u7387\u8f6c\u79fb\u4e0e\u6559\u5e08\u6a21\u578b\u7684\u591a\u6b65\u6269\u6563\u5206\u5e03\u5f97\u4ee5\u5bf9\u9f50\uff0c\u540c\u65f6\u6355\u6349\u8bed\u4e49\u6f14\u53d8\u548c\u7ec6\u7c92\u5ea6\u89c6\u89c9\u7ec6\u8282\u3002<\/p>\n<p><img data-dominant-color=\"eaeeed\" data-has-transparency=\"false\" style=\"--dominant-color: #eaeeed;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28974\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/b14247b873dd5e36f37789c7a8cea579daa802-1.png\" width=\"1080\" height=\"598\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/b14247b873dd5e36f37789c7a8cea579daa802-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/b14247b873dd5e36f37789c7a8cea579daa802-1-300x166.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/b14247b873dd5e36f37789c7a8cea579daa802-1-1024x567.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/b14247b873dd5e36f37789c7a8cea579daa802-1-150x83.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/b14247b873dd5e36f37789c7a8cea579daa802-1-768x425.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p class=\"js_darkmode__text__61\">\u5728 DMD2-v \u7684\u6539\u8fdb\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u8bc6\u522b\u51fa\u4e09\u4e2a\u5bf9\u89c6\u9891\u84b8\u998f\u81f3\u5173\u91cd\u8981\u7684\u56e0\u7d20\uff1a\u9996\u5148\u662f GAN \u5224\u522b\u5668\u67b6\u6784\uff0c\u4f7f\u7528 Conv3D \u5c42\u4f18\u4e8e\u5176\u4ed6\u67b6\u6784\uff0c\u8fd9\u8868\u660e\u5c40\u90e8\u5316\u7684\u65f6\u7a7a\u7279\u5f81\u5bf9 GAN \u635f\u5931\u5f88\u91cd\u8981\uff1b\u5176\u6b21\u662f\u77e5\u8bc6\u84b8\u998f\u9884\u70ed\u7b56\u7565\uff0c\u5b83\u5728\u5355\u6b65\u84b8\u998f\u4e2d\u6709\u5e2e\u52a9\uff0c\u4f46\u5728\u591a\u6b65\u751f\u6210\u4e2d\u53cd\u800c\u4f1a\u5f15\u5165\u96be\u4ee5\u4fee\u590d\u7684\u7c97\u7c92\u5ea6\u4f2a\u5f71\uff1b\u7b2c\u4e09\u662f\u65f6\u95f4\u6b65\u504f\u79fb\uff0c\u5bf9\u91c7\u6837\u65f6\u95f4\u6b65\u5e94\u7528\u504f\u79fb\u51fd\u6570\u53ef\u4ee5\u6539\u5584\u6027\u80fd\u5e76\u9632\u6b62\u6a21\u5f0f\u5d29\u6e83\u3002<\/p>\n<h4>\u5b9e\u9a8c\u7ed3\u679c<\/h4>\n<p class=\"js_darkmode__text__67\">\u7814\u7a76\u56e2\u961f\u5728 Wan2.1 \u7684 1.3B \u548c 14B \u4e24\u4e2a\u6587\u672c\u5230\u89c6\u9891\u6a21\u578b\u4e0a\u9a8c\u8bc1\u4e86 TMD \u7684\u6548\u679c\uff0c\u751f\u6210\u7684\u662f 5 \u79d2\u3001480p \u5206\u8fa8\u7387\u300181 \u5e27\u7684\u89c6\u9891\u3002\u8bc4\u4f30\u91c7\u7528\u4e86 VBench \u57fa\u51c6\u6d4b\u8bd5\u548c\u7528\u6237\u504f\u597d\u7814\u7a76\u4e24\u79cd\u65b9\u5f0f\u3002<\/p>\n<p class=\"js_darkmode__text__70\">\u5728 Wan2.1 1.3B \u6a21\u578b\u7684\u84b8\u998f\u5b9e\u9a8c\u4e2d\uff0c\u5f53\u4f7f\u7528 2 \u4e2a\u5916\u90e8\u53bb\u566a\u6b65\u9aa4\u65f6\uff0cTMD-N2H5\uff08\u5373 2 \u4e2a\u53bb\u566a\u6b65\u9aa4\u914d\u5408 5 \u5c42 Flow Head\uff09\u4ee5 2.33 \u7684\u6709\u6548 NFE\uff08\u51fd\u6570\u8bc4\u4f30\u6b21\u6570\uff09\u53d6\u5f97\u4e86 84.68 \u7684 VBench \u603b\u5206\uff0c\u8d85\u8d8a\u4e86\u6240\u6709\u5176\u4ed6\u84b8\u998f\u6a21\u578b\uff0c\u5305\u62ec NFE \u4e3a 4 \u7684\u6700\u5f3a\u57fa\u7ebf rCM\uff08\u603b\u5206 84.43\uff09\u3002\u5f53\u53ea\u4f7f\u7528 1 \u4e2a\u5916\u90e8\u6b65\u9aa4\u65f6\uff0cTMD-N2H5 \u4ee5 1.17 \u7684\u6709\u6548 NFE \u53d6\u5f97\u4e86 83.80 \u7684\u603b\u5206\uff0c\u540c\u6837\u4f18\u4e8e\u6240\u6709\u5176\u4ed6\u5355\u6b65\u84b8\u998f\u65b9\u6cd5\uff0c\u5927\u5e45\u7f29\u5c0f\u4e86\u4e0e\u4e24\u6b65\u84b8\u998f\u65b9\u6cd5\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/p>\n<p><img data-dominant-color=\"e7e7e8\" data-has-transparency=\"false\" style=\"--dominant-color: #e7e7e8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28975\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/2956e3797700440ea674228896534575b789b0-1.png\" width=\"834\" height=\"1264\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/2956e3797700440ea674228896534575b789b0-1.png 834w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/2956e3797700440ea674228896534575b789b0-1-198x300.png 198w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/2956e3797700440ea674228896534575b789b0-1-676x1024.png 676w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/2956e3797700440ea674228896534575b789b0-1-99x150.png 99w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/2956e3797700440ea674228896534575b789b0-1-768x1164.png 768w\" sizes=\"auto, (max-width: 834px) 100vw, 834px\" \/><\/p>\n<p class=\"js_darkmode__text__73\">\u5728\u66f4\u5927\u7684 Wan2.1 14B \u6a21\u578b\u4e0a\uff0cTMD \u7684\u4f18\u52bf\u66f4\u52a0\u660e\u663e\u3002\u5f53\u4f7f\u7528 1 \u4e2a\u5916\u90e8\u6b65\u9aa4\u65f6\uff0cTMD-N4H5 \u4ee5 1.38 \u7684\u6709\u6548 NFE \u53d6\u5f97\u4e86 84.24 \u7684\u603b\u5206\uff0c\u663e\u8457\u8d85\u8d8a\u4e86\u6240\u6709\u5176\u4ed6\u5355\u6b65\u84b8\u998f\u65b9\u6cd5\u3002\u76f8\u6bd4\u5355\u6b65 rCM \u7684 83.02 \u5206\uff0cTMD \u63d0\u5347\u4e86 1.22 \u5206\uff0c\u800c\u989d\u5916\u7684\u63a8\u7406\u6210\u672c\u51e0\u4e4e\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\u3002<\/p>\n<p><img data-dominant-color=\"e9e9e9\" data-has-transparency=\"false\" style=\"--dominant-color: #e9e9e9;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28976\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/f71b00e98fed6cffb417982658b603c70444d5-1.png\" width=\"818\" height=\"726\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/f71b00e98fed6cffb417982658b603c70444d5-1.png 818w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/f71b00e98fed6cffb417982658b603c70444d5-1-300x266.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/f71b00e98fed6cffb417982658b603c70444d5-1-150x133.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/f71b00e98fed6cffb417982658b603c70444d5-1-768x682.png 768w\" sizes=\"auto, (max-width: 818px) 100vw, 818px\" \/><\/p>\n<p class=\"js_darkmode__text__76\">\u6b64\u5916\uff0cTMD \u8fd8\u6d88\u9664\u4e86\u5355\u6b65 DMD2-v \u6240\u9700\u7684\u8ba1\u7b97\u6602\u8d35\u7684\u77e5\u8bc6\u84b8\u998f\u9884\u70ed\u6b65\u9aa4\u3002<\/p>\n<p class=\"js_darkmode__text__79\">\u9664\u4e86\u81ea\u52a8\u5316\u6307\u6807\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u8fdb\u884c\u4e86\u7528\u6237\u504f\u597d\u7814\u7a76\u3002\u4ed6\u4eec\u4ece VBench \u4e2d\u968f\u673a\u62bd\u53d6 60 \u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u63d0\u793a\uff0c\u9488\u5bf9\u6bcf\u4e2a\u63d0\u793a\u7528\u4e0d\u540c\u79cd\u5b50\u751f\u6210 5 \u4e2a\u89c6\u9891\uff0c\u8ba9\u8bc4\u4f30\u8005\u5728\u89c6\u89c9\u8d28\u91cf\u548c\u63d0\u793a\u5bf9\u9f50\u4e24\u4e2a\u7ef4\u5ea6\u4e0a\u8fdb\u884c\u76f2\u6d4b\u5bf9\u6bd4\u3002\u7ed3\u679c\u663e\u793a\uff0c\u65e0\u8bba\u662f\u5728\u5355\u6b65\u8fd8\u662f\u4e24\u6b65\u751f\u6210\u8bbe\u7f6e\u4e0b\uff0c\u7528\u6237\u90fd\u4e00\u81f4\u66f4\u504f\u597d TMD \u751f\u6210\u7684\u89c6\u9891\u3002\u5728\u4e24\u6b65\u751f\u6210\u4e2d\uff0cTMD \u5728\u89c6\u89c9\u8d28\u91cf\u4e0a\u7684\u80dc\u7387\u4e3a 63.3%\uff0c\u5728\u63d0\u793a\u5bf9\u9f50\u4e0a\u7684\u80dc\u7387\u9ad8\u8fbe 71.9%\u3002\u8fd9\u4e00\u7ed3\u679c\u8868\u660e\uff0cFlow Head \u7684\u8fed\u4ee3\u7ec6\u5316\u673a\u5236\u5bf9\u4e8e\u63d0\u5347\u63d0\u793a\u9075\u5faa\u80fd\u529b\u6709\u663e\u8457\u5e2e\u52a9\u3002<\/p>\n<p><img data-dominant-color=\"a4b0b3\" data-has-transparency=\"false\" style=\"--dominant-color: #a4b0b3;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28977\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/d1aa902357db3243059904b09131a6721f1cef-1.png\" width=\"810\" height=\"894\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/d1aa902357db3243059904b09131a6721f1cef-1.png 810w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/d1aa902357db3243059904b09131a6721f1cef-1-272x300.png 272w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/d1aa902357db3243059904b09131a6721f1cef-1-136x150.png 136w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/03\/d1aa902357db3243059904b09131a6721f1cef-1-768x848.png 768w\" sizes=\"auto, (max-width: 810px) 100vw, 810px\" \/><\/p>\n<p><img data-dominant-color=\"d5e2e1\" data-has-transparency=\"false\" style=\"--dominant-color: #d5e2e1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full 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