{"id":40151,"date":"2025-04-16T02:03:26","date_gmt":"2025-04-15T18:03:26","guid":{"rendered":"https:\/\/17aitech.com\/?p=40151"},"modified":"2025-04-16T02:03:26","modified_gmt":"2025-04-15T18:03:26","slug":"%e5%85%8d%e8%b4%b9%e7%94%a8%ef%bc%81%e9%98%bf%e9%87%8c%e9%80%9a%e4%b9%89%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%b8%8a%e6%96%b0%ef%bc%8c%e8%b6%85%e9%80%bc%e7%9c%9f%e9%9f%b3%e8%a7%86%e9%a2%91%e7%94%9f%e6%88%90so","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40151","title":{"rendered":"\u514d\u8d39\u7528\uff01\u963f\u91cc\u901a\u4e49\u5927\u6a21\u578b\u4e0a\u65b0\uff0c\u8d85\u903c\u771f\u97f3\u89c6\u9891\u751f\u6210SOTA\uff01"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-15-6\" target=\"_blank\">\u514d\u8d39\u7528\uff01\u963f\u91cc\u901a\u4e49\u5927\u6a21\u578b\u4e0a\u65b0\uff0c\u8d85\u903c\u771f\u97f3\u89c6\u9891\u751f\u6210SOTA\uff01<\/a><\/p>\n<p data-pm-slice=\"0 0 []\">\u8fd1\u65e5\uff0c\u963f\u91cc\u901a\u4e49\u5b9e\u9a8c\u5ba4\u63a8\u51fa\u4e86\u5168\u65b0\u6570\u5b57\u4eba\u89c6\u9891\u751f\u6210\u5927\u6a21\u578b OmniTalker\uff0c\u53ea\u9700\u4e0a\u4f20\u4e00\u6bb5\u53c2\u8003\u89c6\u9891\uff0c\u4e0d\u4ec5\u80fd\u5b66\u4f1a\u89c6\u9891\u4e2d\u4eba\u7269\u7684\u8868\u60c5\u548c\u58f0\u97f3\uff0c\u8fd8\u80fd\u6a21\u4eff\u8bf4\u8bdd\u98ce\u683c\u3002\u76f8\u6bd4\u4f20\u7edf\u7684\u6570\u5b57\u4eba\u751f\u4ea7\u6d41\u7a0b\uff0c\u8be5\u65b9\u6cd5\u80fd\u591f\u6709\u6548\u964d\u4f4e\u5236\u4f5c\u6210\u672c\uff0c\u63d0\u9ad8\u751f\u6210\u5185\u5bb9\u7684\u771f\u5b9e\u611f\u548c\u4e92\u52a8\u4f53\u9a8c\uff0c\u6ee1\u8db3\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u9700\u6c42\u3002\u76ee\u524d\u8be5\u9879\u76ee\u5df2\u5728\u9b54\u642d\u793e\u533a\u3001HuggingFace \u5f00\u653e\u4f53\u9a8c\u5165\u53e3\uff0c\u5e76\u63d0\u4f9b\u4e86\u5341\u591a\u4e2a\u6a21\u677f\uff0c\u6240\u6709\u4eba\u53ef\u4ee5\u76f4\u63a5\u514d\u8d39\u4f7f\u7528\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d40f7b02251a9699f92cdf75c84b352d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d40f7b02251a9699f92cdf75c84b352d.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2504.02433v1<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u9875\uff1ahttps:\/\/humanaigc.github.io\/omnitalker<\/p>\n<\/li>\n<li>\n<p>\u4f53\u9a8c\u9875\uff1ahttps:\/\/huggingface.co\/spaces\/Mrwrichard\/OmniTalker<\/p>\n<\/li>\n<\/ul>\n<p>\u6211\u4eec\u5148\u6765\u770b\u4e24\u6bb5\u89c6\u9891\uff0c\u5c31\u80fd\u611f\u77e5\u5230<span data-pm-slice='1 1 [\"para\",{\"tagName\":\"p\",\"attributes\":{\"style\":\"text-align: justify; line-height: 1.75em; margin-left: 8px; margin-right: 8px;\"},\"namespaceURI\":\"http:\/\/www.w3.org\/1999\/xhtml\"}]'>\u751f\u6210\u5185\u5bb9\u7684\u771f\u5b9e\u611f\u6709\u591a\u5f3a\uff1a<\/span><a href=\"https:\/\/mp.weixin.qq.com\/s\/7owEwU_oV1NlAnmx-Wng9g\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b7e1e6029ade0798f74a92a2877ba15c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b7e1e6029ade0798f74a92a2877ba15c.png\"><\/a><\/a><a href=\"https:\/\/mp.weixin.qq.com\/s\/7owEwU_oV1NlAnmx-Wng9g\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d6b960a192a789e9e69a9716db857db5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d6b960a192a789e9e69a9716db857db5.png\"><\/a><\/a><\/p>\n<p><span data-pm-slice='1 1 [\"para\",{\"tagName\":\"p\",\"attributes\":{\"style\":\"text-align: justify; line-height: 1.75em; margin-left: 8px; margin-right: 8px;\"},\"namespaceURI\":\"http:\/\/www.w3.org\/1999\/xhtml\"}]'>\u662f\u4e0d\u662f\u5df2\u7ecf\u5206\u8fa8\u4e0d\u51fa\u5c0f\u674e\u5b50\u83b1\u6602\u7eb3\u591a\u548c LeCun \u662fAI\u590d\u523b\u51fa\u6765\u7684\u4e86\uff1f\u611f\u5174\u8da3\u7684\u8bfb\u8005\u4e5f\u53ef\u4ee5\u4ece\u9879\u76ee\u9875\u67e5\u770b\u66f4\u591aDemo\u3002<\/span><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u5c31\u8ba9\u6211\u4eec\u770b\u4e0b\u963f\u91cc\u901a\u4e49\u5b9e\u9a8c\u5ba4 HumanAIGC \u56e2\u961f\u5bf9\u6b64\u8bba\u6587\u7684\u89e3\u8bfb\u3002<\/p>\n<p><strong>\u80cc\u666f<\/strong><\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u8bed\u8a00\u5927\u6a21\u578b\u7684\u8fc5\u901f\u53d1\u5c55\uff0c\u865a\u62df\u4e3b\u64ad\u3001\u865a\u62df\u52a9\u624b\u7b49\u5e94\u7528\u5f97\u5230\u4e86\u5e7f\u6cdb\u7684\u63a8\u5e7f\u4e0e\u4f7f\u7528\u3002\u7136\u800c\uff0c\u9488\u5bf9\u6587\u672c\u9a71\u52a8\u7684\u6570\u5b57\u4eba\u751f\u6210\u7814\u7a76\u4ecd\u7136\u8f83\u5c11\uff0c\u73b0\u6709\u65b9\u6cd5\u4e3b\u8981\u91c7\u7528\u7ea7\u8054\u6d41\u6c34\u7ebf\u7684\u65b9\u5f0f\uff0c\u5c06\u6587\u672c\u8f6c\u8bed\u97f3\uff08Text-to-Speech, TTS\uff09\u7cfb\u7edf\u4e0e\u97f3\u9891\u9a71\u52a8\u7684\u6570\u5b57\u4eba\u6a21\u578b\u76f8\u7ed3\u5408\u3002\u8fd9\u79cd\u4f20\u7edf\u6d41\u6c34\u7ebf\u4e00\u65b9\u9762\u5f15\u5165\u4e86\u7cfb\u7edf\u590d\u6742\u6027\u548c\u5ef6\u8fdf\u5f00\u9500\uff0c\u5c24\u5176\u662f\u5728\u5b9e\u65f6\u4e92\u52a8\u573a\u666f\u4e0b\uff0c\u5404\u6a21\u5757\u4e4b\u95f4\u7684\u5ef6\u8fdf\u95ee\u9898\u6210\u4e3a\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u7684\u91cd\u8981\u56e0\u7d20\uff1b\u53e6\u4e00\u65b9\u9762\u8fd8\u4ece\u6839\u672c\u4e0a\u5b58\u5728\u97f3\u753b\u8f93\u51fa\u4e0d\u540c\u6b65\u4ee5\u53ca\u751f\u6210\u8bed\u97f3\u4e0e\u89c6\u89c9\u8868\u60c5\u98ce\u683c\u4e0d\u4e00\u81f4\u7684\u95ee\u9898\uff0c\u65e0\u6cd5\u5b8c\u7f8e\u590d\u5236\u771f\u4eba\u7684\u8bf4\u8bdd\u98ce\u683c\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u5c40\u9650\u6027\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 OmniTalker\uff0c\u80fd\u591f\u5728\u96f6\u6837\u672c\u5b9e\u65f6\u573a\u666f\u4e2d\uff0c\u6839\u636e\u6587\u672c\u548c\u53c2\u8003\u89c6\u9891\u540c\u65f6\u751f\u6210\u540c\u6b65\u7684\u8bed\u97f3\u548c\u6570\u5b57\u4eba\u89c6\u9891\uff0c\u540c\u65f6\u4fdd\u7559\u8bed\u97f3\u98ce\u683c\u548c\u9762\u90e8\u98ce\u683c\u3002\u8be5\u6846\u67b6\u91c7\u7528\u53cc\u5206\u652f DiT \u67b6\u6784\uff1a\u97f3\u9891\u5206\u652f\u4ece\u6587\u672c\u5408\u6210\u6885\u5c14\u9891\u8c31\u56fe\uff0c\u800c\u89c6\u89c9\u5206\u652f\u9884\u6d4b\u7cbe\u7ec6\u7684\u5934\u90e8\u59ff\u6001\u548c\u9762\u90e8\u52a8\u6001\u3002\u4e3a\u4e86\u6865\u63a5\u6a21\u6001\u95f4\u7684\u4fe1\u606f\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u89c6\u542c\u878d\u5408\u6a21\u5757\uff0c\u6574\u5408\u8de8\u6a21\u6001\u4fe1\u606f\u4ee5\u786e\u4fdd\u97f3\u9891\u548c\u89c6\u89c9\u8f93\u51fa\u5728\u65f6\u95f4\u4e0a\u7684\u540c\u6b65\u6027\u548c\u98ce\u683c\u4e0a\u7684\u4e00\u81f4\u6027\u3002\u6b64\u5916\uff0c\u6211\u4eec\u7684\u4e0a\u4e0b\u6587\u53c2\u8003\u5b66\u4e60\u6a21\u5757\u80fd\u591f\u4ece\u5355\u4e2a\u53c2\u8003\u89c6\u9891\u4e2d\u6709\u6548\u6355\u6349\u8bed\u97f3\u548c\u9762\u90e8\u98ce\u683c\u7279\u5f81\uff0c\u800c\u65e0\u9700\u989d\u5916\u5f15\u5165\u98ce\u683c\u63d0\u53d6\u6a21\u5757\u3002\u6b64\u65b9\u6cd5\u7279\u522b\u6ce8\u91cd\u4fdd\u6301\u58f0\u97f3\u7684\u4e00\u81f4\u6027\u548c\u8bf4\u8bdd\u98ce\u683c\u7684\u771f\u5b9e\u6027\uff0c\u540c\u65f6\u4f18\u5316\u4e86\u5904\u7406\u901f\u5ea6\uff0c\u786e\u4fdd\u4e86\u5b9e\u65f6\u54cd\u5e94\u6027\u80fd\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u4e86\u6570\u5b57\u4eba\u751f\u6210\u7684\u8d28\u91cf\u548c\u6548\u7387\u3002\u76f8\u8f83\u4e8e\u4f20\u7edf\u7684\u6570\u5b57\u4eba\u751f\u4ea7\u6d41\u7a0b\uff0c\u6b64\u65b9\u6cd5\u80fd\u591f\u6709\u6548\u964d\u4f4e\u5236\u4f5c\u6210\u672c\uff0c\u63d0\u9ad8\u751f\u6210\u5185\u5bb9\u7684\u771f\u5b9e\u611f\u548c\u4e92\u52a8\u4f53\u9a8c\uff0c\u6ee1\u8db3\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u9700\u6c42\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-156252839111b9770e2b1f63e5951896.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-156252839111b9770e2b1f63e5951896.png\"><\/a><\/section>\n<p><sup>\u56fe 1. \u533a\u522b\u4e8e\u4f20\u7edf\u7ea7\u8054\u6846\u67b6\uff0cOmniTalker \u662f\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u7edf\u4e00\u6846\u67b6\uff0c\u53ef\u6839\u636e\u6587\u672c\u548c\u4e00\u6bb5\u7b80\u77ed\u7684\u53c2\u8003\u97f3\u89c6\u9891\u5b9e\u65f6\u751f\u6210\u540c\u6b65\u7684\u8bed\u97f3\u548c\u6570\u5b57\u4eba\u89c6\u9891\uff0c\u540c\u65f6\u4fdd\u6301\u58f0\u97f3\u7684\u4e00\u81f4\u6027\u548c\u8bf4\u8bdd\u98ce\u683c\u7684\u771f\u5b9e\u6027\u3002<\/sup><\/p>\n<p><strong>\u65b9\u6cd5\u4ecb\u7ecd<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6473ab79794db1242ec8cbb161008722.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6473ab79794db1242ec8cbb161008722.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 2. OmniTalker \u7ed3\u6784\u56fe<\/sup><\/p>\n<p>\u6211\u4eec\u7684\u76ee\u6807\u662f\u5728\u7d27\u51d1\u7684\u7f51\u7edc\u67b6\u6784\u4e2d\u5b9e\u73b0\u97f3\u89c6\u9891\u8054\u5408\u751f\u6210\uff0c\u786e\u4fdd\u97f3\u9891\u548c\u89c6\u9891\u8f93\u51fa\u4e4b\u95f4\u7684\u5bf9\u5e94\u5173\u7cfb\uff0c\u540c\u65f6\u4ece\u53c2\u8003\u89c6\u9891\u4e2d\u590d\u5236\u58f0\u97f3\u548c\u9762\u90e8\u98ce\u683c\u3002\u53d7\u542f\u53d1\u4e8e LLM \u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\uff0c\u4ee5\u53ca\u591a\u6a21\u6001 DiT \u5728\u6587\u751f\u56fe\u4e2d\u7684\u4f18\u52bf\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u5982\u56fe 2 \u6240\u793a\u7684\u6a21\u578b\u67b6\u6784\u3002\u8be5\u67b6\u6784\u6709\u4e09\u4e2a\u6838\u5fc3\u90e8\u5206\uff1a\uff081\uff09\u4e09\u4e2a\u5d4c\u5165\u6a21\u5757\u6765\u5206\u522b\u6355\u6349\u53c2\u8003\u97f3\u89c6\u9891\u7684\u52a8\u6001\u7279\u5f81\u4ee5\u53ca\u6587\u672c\u4fe1\u606f\uff0c\uff082\uff09\u4e00\u4e2a\u53cc\u6d41 DiT \u6a21\u578b\u7528\u4e8e\u97f3\u89c6\u9891\u5e76\u884c\u5efa\u6a21\uff0c\u4ee5\u53ca (3) \u4e00\u4e2a\u97f3\u89c6\u9891\u7279\u5f81\u878d\u5408\u6a21\u5757\u6765\u786e\u4fdd\u97f3\u89c6\u9891\u7279\u5f81\u7684\u7d27\u5bc6\u540c\u6b65\u3002<\/p>\n<p>1. \u6a21\u578b\u8f93\u5165\u65b9\u9762\uff0c\u5305\u542b\u9a71\u52a8\u6587\u672c\u548c\u53c2\u8003\u97f3\u89c6\u9891\u4e09\u79cd\u6a21\u6001\u7279\u5f81\uff1a<\/p>\n<ol>\n<li>\n<p>\u97f3\u9891\u7279\u5f81\uff1a\u6211\u4eec\u4ece\u53c2\u8003\u89c6\u9891\u4e2d\u63d0\u53d6\u97f3\u9891\u6d41\uff0c\u5e76\u5229\u7528\u6885\u5c14\u8c31\u56fe\u4f5c\u4e3a\u97f3\u9891\u7279\u5f81\u7684\u8868\u793a\u65b9\u6cd5\u3002\u901a\u8fc7\u4e00\u4e2a\u57fa\u4e8e MLP \u7684\u5d4c\u5165\u6a21\u5757\uff0c\u6211\u4eec\u5c06\u6885\u5c14\u8c31\u56fe\u8f6c\u6362\u4e3a\u97f3\u9891\u5d4c\u5165\u00a0x^a\uff1b<\/p>\n<\/li>\n<li>\n<p>\u6587\u672c\u7279\u5f81\uff1a\u4f7f\u7528 ASR \u6a21\u578b\u5c06\u53c2\u8003\u97f3\u9891\u8f6c\u5316\u4e3a\u6587\u5b57\uff0c\u5f62\u6210\u53c2\u8003\u6587\u672c\u3002\u968f\u540e\uff0c\u8f93\u5165\u6587\u672c\u4ee5\u53ca\u53c2\u8003\u6587\u672c\u88ab\u8f6c\u6362\u6210\u62fc\u97f3\u5e8f\u5217\uff08\u9488\u5bf9\u4e2d\u6587\uff09\u6216\u5b57\u7b26 \/ \u5b57\u6bcd\u5e8f\u5217\uff08\u9488\u5bf9\u62c9\u4e01\u8bed\u7cfb\uff09\uff0c\u5e76\u8fdb\u884c\u62fc\u63a5\u3002\u4e3a\u4e86\u5339\u914d\u97f3\u9891\u5d4c\u5165\u00a0x^a\u00a0\u7684\u957f\u5ea6\uff0c\u6211\u4eec\u4ee5\u67d0\u79cd\u586b\u5145\u6807\u8bb0\u5bf9\u6587\u672c\u5e8f\u5217\u8fdb\u884c\u586b\u5145\u3002\u6587\u672c\u5d4c\u5165\u8fc7\u7a0b\u91c7\u7528\u4e86 ConvNeXt-V2 \u67b6\u6784\uff0c\u751f\u6210\u7684\u6587\u672c\u5d4c\u5165c_t\u4f5c\u4e3a\u6761\u4ef6\u6307\u5bfc\u97f3\u9891\u548c\u89c6\u89c9\u5206\u652f\u7684\u5904\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>\u89c6\u89c9\u7279\u5f81\uff1a\u5bf9\u4e8e\u89c6\u9891\u7247\u6bb5\uff0c\u6211\u4eec\u63d0\u53d6\u5305\u542b\u9762\u90e8\u8868\u60c5\u7684 51 \u7ef4\u6df7\u5408\u5f62\u72b6\u7cfb\u6570\u30016 \u7ef4\u65cb\u8f6c\u4e0e\u5e73\u79fb\u53c2\u6570\uff08RT\uff09\uff0c\u4ee5\u53ca\u6bcf\u5e27\u7684\u773c\u7403\u8fd0\u52a8\u7cfb\u6570\u5728\u5185\u7684\u89c6\u89c9\u7f16\u7801\u3002\u5982\u540c\u5904\u7406\u97f3\u9891\u7279\u5f81\u4e00\u6837\uff0c\u8fd9\u4e9b\u89c6\u89c9\u7f16\u7801\u4e5f\u901a\u8fc7\u4e00\u4e2a MLP \u6620\u5c04\u5230\u89c6\u89c9\u5d4c\u5165 x^v \u4e0a\uff0c\u4ee5\u5b9e\u73b0\u7edf\u4e00\u7684\u7279\u5f81\u8868\u793a\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u97f3\u9891\u548c\u89c6\u89c9\u7279\u5f81\u4f1a\u968f\u673a\u63a9\u7801\u5e8f\u5217\u7684\u4e00\u90e8\u5206\uff0c\u5229\u7528\u4e0a\u4e0b\u6587\u5b66\u4e60\u6765\u8fbe\u6210\u98ce\u683c\u590d\u523b\u7684\u9700\u6c42\uff1b\u800c\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u5219\u4f9d\u636e\u53c2\u8003\u97f3\u9891\u7684\u8282\u594f\u53ca\u8f93\u5165\u6587\u672c\u7684\u957f\u5ea6\u5bf9\u97f3\u89c6\u9891\u7279\u5f81\u8fdb\u884c\u96f6\u586b\u5145\uff0c\u786e\u4fdd\u5904\u7406\u7684\u4e00\u81f4\u6027\u3002<\/p>\n<p>2. \u5173\u4e8e\u6a21\u578b\u7ed3\u6784\uff0c\u6211\u4eec\u65b9\u6cd5\u7684\u6838\u5fc3\u5728\u4e8e\u5efa\u6a21\u89c6\u9891\u3001\u97f3\u9891\u548c\u6587\u672c\u6a21\u6001\u4e4b\u95f4\u7684\u4ea4\u4e92\uff0c\u65e8\u5728\u751f\u6210\u65e2\u8fde\u8d2f\u53c8\u540c\u6b65\u7684\u97f3\u89c6\u9891\u5185\u5bb9\u3002\u6211\u4eec\u7684\u6846\u67b6\u7531\u4e00\u7cfb\u5217\u4e13\u95e8\u8bbe\u8ba1\u7528\u4e8e\u5904\u7406\u97f3\u9891\u548c\u89c6\u9891\u6570\u636e\u6d41\u7684 DiT \u5757\u7ec4\u6210\uff0c\u4fc3\u8fdb\u97f3\u9891\u548c\u89c6\u9891\u7279\u5f81\u95f4\u7684\u8de8\u6a21\u6001\u878d\u5408\uff0c\u4ece\u800c\u4ea7\u51fa\u4e00\u81f4\u4e14\u540c\u6b65\u7684\u7ed3\u679c\u3002\u6a21\u578b\u7684\u5173\u952e\u7ec4\u4ef6\u5305\u62ec\uff1a<\/p>\n<ol>\n<li>\n<p>\u97f3\u89c6\u9891\u7279\u5f81\u878d\u5408\u6a21\u5757\uff1a\u91c7\u7528\u53cc\u5206\u652f\u67b6\u6784\uff0c\u4e00\u4e2a\u5206\u652f\u4e13\u6ce8\u4e8e\u5904\u7406\u89c6\u89c9\u8fd0\u52a8\u4fe1\u606f\uff0c\u53e6\u4e00\u4e2a\u5219\u8d1f\u8d23\u89e3\u6790\u97f3\u9891\u4fe1\u606f\u3002\u5229\u7528 MM-DiT \u6ce8\u610f\u529b\u673a\u5236\uff0c\u7f51\u7edc\u80fd\u591f\u52a8\u6001\u8bc4\u4f30\u5e76\u5e73\u8861\u97f3\u9891\u4e0e\u89c6\u89c9\u7279\u5f81\u7684\u91cd\u8981\u6027\uff0c\u786e\u4fdd\u6700\u7ec8\u751f\u6210\u7684\u89c6\u9891\u5728\u65f6\u95f4\u8f74\u4e0a\u4ee5\u53ca\u8bed\u4e49\u5c42\u9762\u4e0e\u8f93\u5165\u97f3\u9891\u5b8c\u7f8e\u5bf9\u9f50\u3002<\/p>\n<\/li>\n<li>\n<p>\u5355\u6a21\u6001 DiT \u5757\uff1a\u5728\u5b8c\u6210\u521d\u6b65\u7684\u8de8\u6a21\u6001\u878d\u5408\u540e\uff0c\u6a21\u578b\u4f7f\u7528\u591a\u4e2a\u5355\u6a21\u6001 DiT \u5757\u8fdb\u4e00\u6b65\u7ec6\u5316\u751f\u6210\u8fc7\u7a0b\u3002\u8fd9\u4e9b\u5757\u64cd\u4f5c\u4e8e\u5df2\u878d\u5408\u7684\u591a\u6a21\u6001\u7279\u5f81\u4e4b\u4e0a\uff0c\u4f46\u9488\u5bf9\u6bcf\u4e2a\u5355\u72ec\u6a21\u6001\uff08\u5373\u97f3\u9891\u6216\u89c6\u89c9\uff09\u8fdb\u884c\u4f18\u5316\uff0c\u4ee5\u63d0\u9ad8\u8f93\u51fa\u8d28\u91cf\u3002<\/p>\n<\/li>\n<li>\n<p>\u97f3\u89c6\u9891\u89e3\u7801\u5668\uff1a\u7ecf\u8fc7\u4e0a\u8ff0\u6b65\u9aa4\u751f\u6210\u7684\u97f3\u89c6\u9891\u7279\u5f81\u968f\u540e\u901a\u8fc7\u9884\u8bad\u7ec3\u7684\u89e3\u7801\u5668\u8f6c\u6362\u56de\u539f\u59cb\u683c\u5f0f\u3002\u5bf9\u4e8e\u97f3\u9891\u90e8\u5206\uff0c\u6211\u4eec\u4f7f\u7528 Vocos \u89e3\u7801\u5668\u5c06\u5408\u6210\u7684\u6885\u5c14\u9891\u8c31\u56fe\u8fd8\u539f\u4e3a\u8bed\u97f3\uff0c\u8fd9\u662f\u4e00\u79cd\u9ad8\u4fdd\u771f\u58f0\u7801\u5668\uff0c\u4e5f\u53ef\u66ff\u6362\u4e3a\u5176\u4ed6\u76f8\u4f3c\u58f0\u7801\u5668\u5982 HiFi-GAN\u3002\u81f3\u4e8e\u89c6\u9891\u89e3\u7801\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a GAN \u6a21\u578b\uff08\u590d\u7528 ChatAnyone\uff09\uff0c\u5b83\u6839\u636e\u4ece\u53c2\u8003\u89c6\u9891\u4e2d\u968f\u673a\u9009\u53d6\u7684\u53c2\u8003\u5e27\u4e3a\u57fa\u7840\uff0c\u5e76\u6309\u7167 DiT \u6a21\u578b\u9884\u6d4b\u7684\u5934\u90e8\u59ff\u6001\u548c\u6df7\u5408\u5f62\u72b6\u7cfb\u6570\u751f\u6210\u65b0\u7684\u89c6\u9891\u5e27\u3002\u8be5\u6a21\u578b\u80fd\u4ee5 30FPS \u7684\u901f\u5ea6\u751f\u6210\u5206\u8fa8\u7387\u4e3a 512\u00d7512 \u7684\u5e27\uff0c\u6ee1\u8db3\u5b9e\u65f6\u63a8\u7406\u7684\u9700\u6c42\u3002<\/p>\n<\/li>\n<\/ol>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p>\u9274\u4e8e\u5f53\u524d\u5c1a\u65e0\u65b9\u6cd5\u80fd\u591f\u540c\u65f6\u751f\u6210\u97f3\u9891\u548c\u89c6\u9891\uff0c\u6211\u4eec\u5bf9\u6587\u672c\u8f6c\u8bed\u97f3\uff08TTS\uff09\u6280\u672f\u548c\u97f3\u9891\u9a71\u52a8\u7684\u6570\u5b57\u4eba\u751f\u6210\uff08Talking Head Generation, THG\uff09\u6280\u672f\u5206\u522b\u8fdb\u884c\u4e86\u6bd4\u8f83\u5206\u6790\u3002\u5728 TTS \u65b9\u9762\uff0c\u6211\u4eec\u6311\u9009\u4e86\u4e09\u79cd\u4ee3\u8868\u6027\u65b9\u6cd5\uff1aMaskGCT\u3001F5TTS \u548c CosyVoice\uff0c\u5e76\u9488\u5bf9\u9519\u8bcd\u7387\uff08WER\uff09\u548c\u58f0\u97f3\u76f8\u4f3c\u5ea6\uff08SIM\uff09\u8fdb\u884c\u4e86\u5bf9\u6bd4\u8bc4\u4f30\u3002\u5bf9\u4e8e THG \u7684\u8bc4\u4f30\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u591a\u6a21\u6001\u6bd4\u8f83\u6846\u67b6\uff0c\u6db5\u76d6\u4ee5\u4e0b\u51e0\u7c7b\u65b9\u6cd5\uff1a(1) \u4e24\u79cd\u57fa\u4e8e GAN \u7684\u6280\u672f\uff08SadTalker \u548c AniTalker\uff09\uff1b(2) \u4e24\u79cd\u6700\u5148\u8fdb\u7684\u57fa\u4e8e diffusion \u7684\u65b9\u6cd5\uff08EchoMimic \u548c Hallo\uff09\uff1b(3) StyleTalk\uff0c\u4e00\u79cd\u5177\u5907\u98ce\u683c\u4fdd\u7559\u529f\u80fd\u7684\u97f3\u9891\u9a71\u52a8 THG \u65b9\u6cd5\u3002\u4e3a\u4e86\u786e\u4fdd\u516c\u5e73\u6027\u548c\u7ed3\u679c\u7684\u53ef\u6bd4\u6027\uff0c\u5b9e\u9a8c\u4e2d\u6240\u6709 THG \u6a21\u578b\u5747\u91c7\u7528\u7531\u6211\u4eec\u63d0\u51fa\u7684\u65b9\u6cd5\u751f\u6210\u7684\u97f3\u9891\u4fe1\u53f7\u4f5c\u4e3a\u8f93\u5165\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-19931a880cb316f1b21bca845365bfbc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-19931a880cb316f1b21bca845365bfbc.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 1. TTS \u6027\u80fd\u5bf9\u6bd4<\/sup><\/p>\n<p>\u8868 1 \u5c55\u793a\u4e86\u6211\u4eec\u7684\u65b9\u6cd5\u5728\u97f3\u9891\u6d4b\u8bd5\u96c6 Seed \u4e0a\u7684\u6d4b\u8bd5\u7ed3\u679c\uff0c\u4e0e TTS \u57fa\u7ebf\u6a21\u578b\u76f8\u6bd4\uff0c\u6211\u4eec\u7684\u751f\u6210\u7ed3\u679c\u663e\u793a\u51fa\u66f4\u4f4e\u7684\u9519\u8bcd\u7387\uff08WER\uff09\uff0c\u8fd9\u8868\u660e\u751f\u6210\u7684\u97f3\u9891\u4e0e\u6587\u672c\u4e4b\u95f4\u5177\u6709\u66f4\u9ad8\u7684\u4e00\u81f4\u6027\u3002\u6b64\u5916\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u5728\u58f0\u97f3\u76f8\u4f3c\u5ea6\uff08SIM\uff09\u6307\u6807\u4e2d\u6392\u540d\u7b2c\u4e8c\uff0c\u8fdb\u4e00\u6b65\u8bc1\u5b9e\u4e86\u5176\u5728\u96f6\u6837\u672c\u6761\u4ef6\u4e0b\u4fdd\u6301\u58f0\u97f3\u7279\u5f81\u7684\u80fd\u529b\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u901a\u8fc7\u5bf9\u6bd4\u5305\u542b\u548c\u4e0d\u5305\u542b\u8fd0\u52a8\u5206\u652f\uff08Ours w\/o motion\uff09\u7684\u6a21\u578b\u8868\u73b0\uff0c\u53ef\u4ee5\u770b\u51fa\u5b8c\u6574\u6a21\u578b\u5b9e\u73b0\u4e86\u66f4\u4f4e\u7684 WER\uff0c\u8fd9\u8bc1\u660e\u4e86\u7ed3\u5408\u89c6\u89c9\u76d1\u7763\u80fd\u6709\u6548\u63d0\u5347\u751f\u6210\u97f3\u9891\u7684\u611f\u77e5\u8d28\u91cf\u3002\u6211\u4eec\u5c06\u8fd9\u79cd\u6539\u8fdb\u5f52\u56e0\u4e8e\u591a\u4efb\u52a1\u5b66\u4e60\u7684\u6709\u6548\u6027\uff0c\u56e0\u4e3a\u5728\u97f3\u9891\u751f\u6210\u548c\u9762\u90e8\u52a8\u4f5c\u4e4b\u95f4\u5b58\u5728\u7740\u9ad8\u5ea6\u7684\u76f8\u5173\u6027\uff0c\u4e24\u8005\u7ed3\u5408\u53ef\u4ee5\u76f8\u4e92\u4fc3\u8fdb\uff0c\u4ece\u800c\u63d0\u9ad8\u6574\u4f53\u8f93\u51fa\u7684\u8d28\u91cf\u3002<\/p>\n<p>\u5728\u89c6\u89c9\u8d28\u91cf\u8bc4\u4f30\u65b9\u9762\uff0c\u9664\u4e86\u4f20\u7edf\u7684\u5cf0\u503c\u4fe1\u566a\u6bd4\uff08PSNR\uff09\u3001\u7ed3\u6784\u76f8\u4f3c\u6027\uff08SSIM\uff09\u3001Frechet Inception Distance\uff08FID\uff09\u3001Frechet Video Distance\uff08FVD\uff09\u3001ID \u76f8\u4f3c\u5ea6\uff08CSIM\uff09\u4ee5\u53ca\u53e3\u578b\u540c\u6b65\uff08Sync-C\uff09\u7b49\u6307\u6807\u5916\uff0c\u6211\u4eec\u8fd8\u5f15\u5165\u4e86\u4e24\u4e2a\u65b0\u7684\u8bc4\u4f30\u6807\u51c6 \u2014\u2014E-FID\uff08\u8868\u60c5 FID\uff09\u548c P-FID\uff08\u59ff\u52bf FID\uff09\uff0c\u4ee5\u5206\u522b\u8861\u91cf\u751f\u6210\u7684\u9762\u90e8\u8868\u60c5\u548c\u5934\u90e8\u59ff\u52bf\u7684\u771f\u5b9e\u611f\u3002\u5177\u4f53\u800c\u8a00\uff0cE-FID \u7ed3\u5408\u4e86 51 \u7ef4\u9762\u90e8\u6df7\u5408\u5f62\u72b6\u7cfb\u6570\u548c 4 \u7ef4\u773c\u52a8\u53c2\u6570\u8fdb\u884c\u8ba1\u7b97\uff0c\u800c P-FID \u5219\u901a\u8fc7 6 \u7ef4\u65cb\u8f6c &#8211; \u5e73\u79fb\u53c2\u6570\u6765\u91cf\u5316\u5934\u90e8\u59ff\u52bf\u7684\u4e00\u81f4\u6027\u548c\u771f\u5b9e\u6027\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e523c4fac5fffcfbc8d4755a06d8ee79.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e523c4fac5fffcfbc8d4755a06d8ee79.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u8868 2. THG \u6027\u80fd\u5bf9\u6bd4<\/sup><\/p>\n<p>\u8868 2 \u5c55\u793a\u4e86 OmniTalker \u5728\u89c6\u89c9\u751f\u6210\u65b9\u9762\u7684\u5353\u8d8a\u6027\u80fd\u3002\u6211\u4eec\u7684\u65b9\u6cd5\u5728 9 \u4e2a\u6838\u5fc3\u6307\u6807\u4e2d\uff0c\u6709 7 \u4e2a\u8fbe\u5230\u4e86\u4e1a\u754c\u9886\u5148\u6c34\u5e73\uff08SOTA\uff09\uff0c\u5305\u62ec\u6700\u9ad8\u7684 PSNR \u548c SSIM\uff0c\u4ee5\u53ca\u6700\u4f4e\u7684 FID \u548c FVD\u3002<\/p>\n<p>\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u5728\u89c6\u9891\u751f\u6210\u8d28\u91cf\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002\u5c24\u5176\u5728 E-FID \u548c P-FID \u4e0a\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u76f8\u6bd4\u73b0\u6709\u6280\u672f\u5b9e\u73b0\u4e86\u4e00\u4e2a\u6570\u91cf\u7ea7\u7684\u63d0\u5347\uff0c\u7a81\u663e\u4e86\u5176\u5728\u4fdd\u6301\u9762\u90e8\u8fd0\u52a8\u98ce\u683c\u548c\u5934\u90e8\u59ff\u6001\u65b9\u9762\u7684\u51fa\u8272\u80fd\u529b\u3002\u8fd9\u79cd\u80fd\u529b\u4f7f\u5f97\u6211\u4eec\u7684\u65b9\u6cd5\u80fd\u591f\u6709\u6548\u5730\u7ee7\u627f\u53c2\u8003\u4eba\u7269\u7684\u8bf4\u8bdd\u98ce\u683c\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u4fdd\u771f\u7684\u97f3\u89c6\u9891\u514b\u9686\u3002\u5c3d\u7ba1\u6211\u4eec\u7684\u65b9\u6cd5\u5728 CSIM \u548c Sync-C \u6307\u6807\u4e0a\u83b7\u5f97\u4e86\u6b21\u4f18\u6210\u7ee9\uff0c\u4f46\u6839\u636e\u6211\u4eec\u7684\u7ecf\u9a8c\u89c2\u5bdf\uff0c\u8fd9\u4e9b\u6307\u6807\u503e\u5411\u4e8e\u504f\u597d\u6b63\u9762\u89c6\u89d2\u7684\u89c6\u9891\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5176\u4ed6\u5bf9\u6bd4\u65b9\u6cd5\u66f4\u503e\u5411\u4e8e\u751f\u6210\u6b63\u9762\u89c6\u89d2\u7684\u5185\u5bb9\uff0c\u800c\u5ffd\u7565\u4e86\u53c2\u8003\u89c6\u9891\u4e2d\u5b9e\u9645\u7684\u9762\u90e8\u671d\u5411\u3002\u6211\u4eec\u7684\u65b9\u6cd5\u901a\u8fc7\u51c6\u786e\u6355\u6349\u5e76\u518d\u73b0\u539f\u59cb\u89c6\u9891\u4e2d\u7684\u9762\u90e8\u65b9\u5411\uff0c\u63d0\u4f9b\u4e86\u66f4\u52a0\u771f\u5b9e\u548c\u81ea\u7136\u7684\u8f93\u51fa\u6548\u679c\u3002<\/p>\n<p>\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u5c55\u793a OmniTalker \u5efa\u6a21\u9762\u90e8\u8fd0\u52a8\u98ce\u683c\u65b9\u9762\u7684\u5353\u8d8a\u80fd\u529b\uff0c\u6211\u4eec\u5bf9\u6bd4\u4e86\u4e0d\u540c\u65b9\u6cd5\u751f\u6210\u7ed3\u679c\u4e2d\u7684\u5934\u90e8\u8fd0\u52a8\u7d2f\u79ef\u70ed\u56fe\u3002\u5982\u56fe 4 \u6240\u793a\uff0c\u901a\u8fc7\u5c06\u751f\u6210\u7684\u89c6\u9891\u4e0e\u53c2\u8003\u89c6\u9891\u8fdb\u884c\u6bd4\u8f83\uff0c\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u751f\u6210\u7684\u70ed\u56fe\u4e0e\u771f\u5b9e\u6570\u636e\u7684\u70ed\u56fe\u66f4\u4e3a\u63a5\u8fd1\u3002\u56fe 3 \u5219\u4ece\u65f6\u95f4\u7ef4\u5ea6\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u70b9\uff0c\u6211\u4eec\u9009\u62e9\u5934\u90e8\u504f\u822a\u89d2\uff08Yaw\uff09\u4f5c\u4e3a\u8ddf\u8e2a\u6307\u6807\u6765\u89c2\u5bdf\u5934\u90e8\u59ff\u6001\u7684\u53d8\u5316\u3002\u5de6\u4fa7\u7684\u7ea2\u7ebf\u4ee3\u8868\u53c2\u8003\u5e8f\u5217\uff0c\u53f3\u4fa7\u5c55\u793a\u4e86\u7531\u5404\u79cd\u65b9\u6cd5\u751f\u6210\u7684\u5e8f\u5217\u3002\u7ed3\u679c\u663e\u793a\uff0c\u6211\u4eec\u65b9\u6cd5\u751f\u6210\u7684\u5e8f\u5217\u65e0\u8bba\u662f\u5728\u5e45\u5ea6\u8fd8\u662f\u8fd0\u52a8\u9891\u7387\u65b9\u9762\uff0c\u90fd\u4e0e\u53c2\u8003\u5e8f\u5217\u4fdd\u6301\u4e86\u9ad8\u5ea6\u7684\u4e00\u81f4\u6027\uff0c\u540c\u65f6\u4fdd\u7559\u4e86\u5fc5\u8981\u7684\u81ea\u7136\u5dee\u5f02\uff0c\u8fd9\u8868\u660e\u6211\u4eec\u7684\u65b9\u6cd5\u80fd\u591f\u6709\u6548\u5730\u7ee7\u627f\u5934\u90e8\u59ff\u6001\u7684\u98ce\u683c\u7279\u5f81\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5176\u4ed6\u65b9\u6cd5\u751f\u6210\u7684\u5934\u90e8\u8fd0\u52a8\u5f80\u5f80\u4e0d\u591f\u660e\u663e\uff0c\u7f3a\u4e4f\u52a8\u6001\u53d8\u5316\u3002\u7279\u522b\u662f StyleTalk \u65b9\u6cd5\u76f4\u63a5\u590d\u5236\u53c2\u8003\u59ff\u52bf\u5e8f\u5217\uff0c\u867d\u7136\u4fdd\u8bc1\u4e86\u4e0e\u53c2\u8003\u59ff\u52bf\u7684\u9ad8\u5ea6\u4e00\u81f4\uff0c\u4f46\u672a\u80fd\u8003\u8651\u8bed\u97f3\u5185\u5bb9\u4e0e\u59ff\u6001\u4e4b\u95f4\u7684\u8bed\u4e49\u5173\u8054\uff0c\u5bfc\u81f4\u751f\u6210\u7ed3\u679c\u7f3a\u4e4f\u7075\u6d3b\u6027\u548c\u81ea\u7136\u611f\u3002<\/p>\n<p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u4e0d\u4ec5\u80fd\u591f\u5728\u89c6\u89c9\u8868\u73b0\u4e0a\u7cbe\u786e\u6a21\u4eff\u539f\u59cb\u89c6\u9891\u4e2d\u7684\u9762\u90e8\u8fd0\u52a8\u98ce\u683c\uff0c\u8fd8\u80fd\u5728\u8bed\u4e49\u5c42\u9762\u4e0a\u5b9e\u73b0\u66f4\u52a0\u4e30\u5bcc\u548c\u81ea\u7136\u7684\u8868\u73b0\uff0c\u786e\u4fdd\u751f\u6210\u7684\u5185\u5bb9\u65e2\u771f\u5b9e\u53c8\u751f\u52a8\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d79f9340e5a009314afca9d26dcde6dd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d79f9340e5a009314afca9d26dcde6dd.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3. \u5934\u90e8\u59ff\u6001\uff08Yaw\uff09\u65f6\u95f4\u53d8\u5316\u66f2\u7ebf<\/sup><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-282bc3471cf0725fba994b2eb8d76dec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-282bc3471cf0725fba994b2eb8d76dec.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 4. \u5934\u90e8\u8fd0\u52a8\u7d2f\u79ef\u70ed\u56fe<\/sup><\/p>\n<p>\u5728\u5b9e\u65f6\u6027\u65b9\u9762\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u901a\u8fc7\u521b\u65b0\u5730\u91c7\u7528 flow matching \u6280\u672f\u4ee5\u53ca\u76f8\u5bf9\u7d27\u51d1\u7684\u6a21\u578b\u67b6\u6784\uff08\u4ec5\u5305\u542b 8 \u4ebf\u4e2a\u53c2\u6570\uff09\uff0c\u5b9e\u73b0\u4e86\u97f3\u89c6\u9891\u7684\u5b9e\u65f6\u540c\u6b65\u9ad8\u8d28\u91cf\u8f93\u51fa\u3002\u8fd9\u4e0d\u4ec5\u4fdd\u8bc1\u4e86\u51fa\u8272\u7684\u63a8\u7406\u901f\u5ea6\uff0c\u540c\u65f6\u4e5f\u786e\u4fdd\u4e86\u8f93\u51fa\u7684\u8d28\u91cf\u4f18\u4e8e\u5176\u4ed6\u73b0\u6709\u65b9\u6cd5\uff0c\u5982\u8868 2 \u6240\u793a\u3002\u8fd9\u79cd\u80fd\u529b\u4f7f\u5f97\u6211\u4eec\u7684\u65b9\u6cd5\u5728\u4e0d\u727a\u7272\u8f93\u51fa\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\uff0c\u6ee1\u8db3\u4e86\u5b9e\u65f6\u5e94\u7528\u7684\u9700\u6c42\u3002<\/p>\n<p><strong>\u56e2\u961f\u4ecb\u7ecd<\/strong><\/p>\n<p>\u963f\u91cc\u5df4\u5df4\u901a\u4e49\u5b9e\u9a8c\u5ba4\u7684 HumanAIGC \u56e2\u961f\u4e13\u6ce8\u4e8e 2D \u6570\u5b57\u4eba\u548c\u4eba\u7269\u89c6\u9891\u751f\u6210\u7684\u7814\u7a76\uff0c\u5728\u76f8\u5173\u9886\u57df\u5185\u5df2\u53d1\u8868\u4e86\u591a\u7bc7\u9876\u4f1a\u8bba\u6587\uff0c\u6bd4\u5982\u5355\u56fe\u9a71\u52a8\u89d2\u8272\u89c6\u9891\u751f\u6210 Animate Anyone \u4ee5\u53ca Animate Anyone2\uff0c\u5355\u56fe\u8bed\u97f3\u9a71\u52a8\u89c6\u9891\u751f\u6210\u6280\u672f EMO \u4ee5\u53ca EMO2\uff0c\u5b9e\u65f6\u6570\u5b57\u4eba ChatAnyone \u7b49\u5747\u51fa\u81ea\u8be5\u56e2\u961f\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a 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