{"id":1997,"date":"2024-12-15T17:11:56","date_gmt":"2024-12-15T09:11:56","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=1997"},"modified":"2024-12-15T17:22:08","modified_gmt":"2024-12-15T09:22:08","slug":"202412%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-v2sflow-video-to-speech-generation-with-speech-decomposition-and-rectified-flow","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202412%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-v2sflow-video-to-speech-generation-with-speech-decomposition-and-rectified-flow\/","title":{"rendered":"202412\u8bba\u6587\u7814\u8bfb-V2SFlow: Video-to-Speech Generation with Speech Decomposition and Rectified Flow"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a<a href=\"https:\/\/scholar.google.com.hk\/citations?hl=zh-CN&amp;user=WPcjsEkAAAAJ\">Jeongsoo Choi<\/a>\uff0c<a href=\"https:\/\/scholar.google.com.hk\/citations?hl=zh-CN&amp;user=JJ_LQ0YAAAAJ\">Joon Son Chung<\/a>\u7b49<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1aKAIST\uff0cMicrosoft<\/p>\n\n\n\n<p>\u6765\u6e90\uff1aarXiv 2024\u5e7411\u670829\u65e5<\/p>\n\n\n\n<p class=\"has-x-large-font-size\">\u4e00\u3001\u4e3b\u8981\u5185\u5bb9<\/p>\n\n\n\n<p>\u76ee\u524dvideo-to-speech\u7cfb\u7edf\u5728\u8bf4\u8bdd\u4eba\u548c\u8bcd\u6c47\u91cf\u53d7\u9650\u6570\u636e\u96c6\u4e0a\u663e\u793a\u51fa\u6709\u524d\u666f\u7684\u7ed3\u679c\uff0c\u4f46\u5728\u65e0\u7ea6\u675f\u6570\u636e\u96c6\u4e0a\u6027\u80fd\u4f1a\u4e0b\u964d\u3002V2SFlow\u63d0\u51fa\u5c06\u8bed\u97f3\u4fe1\u53f7\u5206\u89e3\u6210\u53ef\u63a7\u7684\u5b50\u7a7a\u95f4\uff0c\u6bcf\u4e2a\u5b50\u7a7a\u95f4\u4ee3\u8868\u4e0d\u540c\u7684\u5c5e\u6027\uff0c\u5e76\u76f4\u63a5\u4ece\u89c6\u89c9\u53bb\u9884\u6d4b\u4ed6\u4eec\u3002\u4e3a\u4e86\u4ece\u8fd9\u4e9b\u9884\u6d4b\u5c5e\u6027\u751f\u6210\u8fde\u8d2f\u771f\u5b9e\u7684\u8bed\u97f3\uff0c\u91c7\u7528\u57fa\u4e8eTransformer\u67b6\u6784\u7684\u6821\u6b63\u6d41\u5339\u914d\u89e3\u7801\u5668\uff0c\u4ece\u968f\u673a\u566a\u58f0\u5230\u76ee\u6807\u8bed\u97f3\u5206\u5e03\u7684\u6709\u6548\u6982\u7387\u8def\u5f84\u8fdb\u884c\u5efa\u6a21\u3002\u8fbe\u5230sota\u6027\u80fd\u751a\u81f3\u8d85\u8d8a\u771f\u5b9e\u8bed\u97f3\u7684\u81ea\u7136\u5ea6\u3002<\/p>\n\n\n\n<p 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class=\"wp-image-1999\"\/><\/figure>\n\n\n\n<p>\u5c06\u8bed\u97f3\u5206\u89e3\u6210\u5185\u5bb9\u3001\u57fa\u9891\u548c\u8bf4\u8bdd\u4eba\u97f3\u8272\u4e09\u4e2a\u5b50\u7a7a\u95f4\u3002\u5185\u5bb9\u6807\u8bb0\u7531\u81ea\u76d1\u7763\u8bed\u97f3\u6a21\u578bHuBERT\u7279\u5f81\u7531K-means\u7b97\u6cd5\u79bb\u6563\u5f97\u5230\uff0c\u53ef\u4ee5\u6355\u83b7\u72ec\u7acb\u4e8e\u526f\u8bed\u8a00\u7ebf\u7d22\u7684\u8bed\u8a00\u4fe1\u606f\uff1b\u57fa\u9891\u5728\u8868\u73b0\u97f5\u5f8b\u4e0a\u81f3\u5173\u91cd\u8981\uff0c\u8fd9\u7bc7\u6587\u7ae0\u91c7\u7528YAPPT\u7b97\u6cd5\u4ece\u539f\u59cb\u97f3\u9891\u4e2d\u63d0\u53d6\u57fa\u9891\u5e8f\u5217\uff0c\u5728\u7ecf\u8fc7\u5f52\u4e00\u5316\u83b7\u53d6\u57fa\u9891\u53d8\u5316\uff0c\u540c\u65f6\u51cf\u5c11\u8bf4\u8bdd\u4eba\u4fe1\u606f\uff0c\u518d\u8bad\u7ec3\u4e00\u4e2aVQ-VAE\u6a21\u578b\u5c06\u5e8f\u5217\u7f16\u7801\u5230\u79bb\u6563\u7684\u9690\u7a7a\u95f4\u4e2d\uff1b\u8bf4\u8bdd\u4eba\u5d4c\u5165\u7531GE2E\u635f\u5931\u4f18\u5316\u7684\u9884\u8bad\u7ec3\u8bf4\u8bdd\u4eba\u9a8c\u8bc1\u6a21\u578b\u63d0\u53d6\u3002<\/p>\n\n\n\n<p 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size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"183\" height=\"36\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-33.png\" alt=\"\" class=\"wp-image-2007\"\/><\/figure>\n\n\n\n<p>\u6bcf\u4e2a\u7f16\u7801\u5668\u90fd\u662f\u5355\u72ec\u8bad\u7ec3\u7684\u3002<\/p>\n\n\n\n<p class=\"has-large-font-size\">\u8bed\u97f3\u89e3\u7801\u5668\uff1a<\/p>\n\n\n\n<p>\u5f15\u5165\u57fa\u4e8eTransformer\u4e3b\u5e72\u7684\u57fa\u4e8e\u6821\u6b63\u6d41RFM\u5339\u914d\u89e3\u7801\u5668\uff0cRFM\u4f30\u8ba1\u4ece\u968f\u673a\u566a\u58f0\u5230\u76ee\u6807\u6570\u636e\u6837\u672c\u7684\u6982\u7387\u8def\u5f84\u7684\u5411\u91cf\u573a\u3002\u4e0e\u57fa\u4e8e\u6269\u6563\u7684\u6a21\u578b\u7c7b\u4f3c\uff0c\u5b83\u5bf9\u6613\u5904\u7406\u7684\u5148\u9a8c\u5206\u5e03\u548c\u76ee\u6807\u5206\u5e03\u4e4b\u95f4\u7684\u6982\u7387\u8def\u5f84\u8fdb\u884c\u5efa\u6a21\u3002RFM\u7684\u76ee\u6807\u662f\u5728\u5148\u9a8c\u5206\u5e03x<sub>0<\/sub> ~ 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310px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2dv(x<sub>t<\/sub>, t | c, \u03b8)\u662f\u4f30\u8ba1\u7684\u5411\u91cf\u573a\u3002<\/p>\n\n\n\n<p>\u8fd9\u7bc7\u6587\u7ae0\u901a\u8fc7\u6cbf\u901a\u9053\u7ef4\u8fde\u63a5\u6240\u6709\u8bed\u97f3\u5c5e\u6027\u4f5c\u4e3a\u6761\u4ef6c\u3002\u901a\u8fc7\u91c7\u7528\u65e0\u5206\u7c7b\u5668\u6307\u5bfc\u6765\u653e\u5927\u6761\u4ef6\u91c7\u6837\u8f68\u8ff9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"386\" height=\"27\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-35.png\" alt=\"\" class=\"wp-image-2011\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-35.png 386w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-35-300x21.png 300w\" sizes=\"auto, (max-width: 386px) 100vw, 386px\" \/><\/figure>\n\n\n\n<p 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class=\"has-x-large-font-size\">\u56db\u3001\u5b9e\u9a8c\u7ed3\u679c<\/p>\n\n\n\n<p>\u8bed\u97f3\u8d28\u91cf\u6bd4\u8f83\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"892\" height=\"284\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-37.png\" alt=\"\" class=\"wp-image-2014\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-37.png 892w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-37-300x96.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-37-768x245.png 768w\" sizes=\"auto, (max-width: 892px) 100vw, 892px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"374\" height=\"228\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-40.png\" alt=\"\" class=\"wp-image-2017\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-40.png 374w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-40-300x183.png 300w\" sizes=\"auto, (max-width: 374px) 100vw, 374px\" \/><\/figure>\n\n\n\n<p>\u6d88\u878d\u5b9e\u9a8c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"446\" height=\"181\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-46.png\" alt=\"\" class=\"wp-image-2024\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-46.png 446w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-46-300x122.png 300w\" sizes=\"auto, (max-width: 446px) 100vw, 446px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"438\" height=\"127\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/image-48.png\" 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