{"id":3803,"date":"2025-07-18T23:00:30","date_gmt":"2025-07-18T15:00:30","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3803"},"modified":"2025-07-18T23:00:30","modified_gmt":"2025-07-18T15:00:30","slug":"202507-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-zipvoice-fast-and-high-quality-zero-shot-text-to-speech-with-flow-matching","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202507-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-zipvoice-fast-and-high-quality-zero-shot-text-to-speech-with-flow-matching\/","title":{"rendered":"202507 \u8bba\u6587\u7814\u8bfb-ZipVoice: Fast and High-Quality Zero-Shot Text-to-Speech with Flow Matching"},"content":{"rendered":"\n

\u6765\u6e90: arXiv 2025-06-16<\/p>\n\n\n\n

\u4f5c\u8005: Han Zhu\u7b49<\/p>\n\n\n\n

\u5355\u4f4d: \u5c0f\u7c73<\/p>\n\n\n\n

\u4e00\u3001\u8bba\u6587\u4e3b\u8981\u5de5\u4f5c\u53ca\u8d21\u732e<\/p>\n\n\n\n

\u73b0\u6709\u5927\u89c4\u6a21\u96f6\u6837\u672cTTS\u6a21\u578b\u7531\u4e8e\u5927\u91cf\u53c2\u6570\u5bfc\u81f4\u63a8\u7406\u901f\u5ea6\u7f13\u6162\u3002\u5bf9\u6b64\u63d0\u51faZipVoice\uff0c1\uff09\u4f7f\u7528\u57fa\u4e8eZipformer\u7684\u6d41\u5339\u914d\u89e3\u7801\u5668\uff0c\u5728\u7ea6\u675f\u5c3a\u5bf8\u4e0b\u4fdd\u6301\u8db3\u591f\u7684\u5efa\u6a21\u80fd\u529b\uff1b2\uff09\u57fa\u4e8e\u5e73\u5747\u4e0a\u91c7\u6837\u7684\u8bed\u97f3\u6587\u672c\u5bf9\u9f50\u548c\u57fa\u4e8eZipformer\u7684\u6587\u672c\u7f16\u7801\u5668\uff0c\u63d0\u9ad8\u8bed\u97f3\u6e05\u6670\u5ea6\uff1b3\uff09\u63d0\u51fa\u4e00\u79cd\u51cf\u5c11\u91c7\u6837\u6b65\u9aa4\u5e76\u6d88\u9664\u65e0\u5206\u7c7b\u5668\u6307\u5bfc\u76f8\u5173\u7684\u63a8\u7406\u5f00\u9500\u7684\u6d41\u84b8\u998f\u65b9\u6cd5\u3002\u5728100k\u5c0f\u65f6\u7684\u591a\u8bed\u8a00\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u8868\u660e\uff0cZipVoice\u5728\u6bd4\u57fa\u4e8eDiT\u7684\u6d41\u5339\u914d\u57fa\u7ebf\u5c0f3\u500d\u548c\u5feb30\u500d\u5c0f\uff0c\u4fdd\u6301\u76f8\u5339\u914d\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u6a21\u578b\u6846\u67b6<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u7531\u6587\u672c\u7f16\u7801\u5668\u548c\u6d41\u5339\u914d\u89e3\u7801\u5668\u7ec4\u6210\uff0c\u5747\u4ee5Zipformer\u4f5c\u4e3a\u9aa8\u5e72\u7f51\u7edc\u3002\u548cVoicebox\u4e00\u6837\uff0c\u91c7\u7528\u8bed\u97f3\u586b\u5145\u4efb\u52a1\u6765\u5b9e\u73b0\u96f6\u6837\u672c\u7684\u6587\u672c\u5230\u8bed\u97f3\u5408\u6210\u80fd\u529b\u3002\u5bf9\u8bed\u97f3\u7279\u5f81\u91c7\u7528\u4e8c\u503c\u63a9\u853d\uff0cm\u8868\u793a\u63a9\u853d\u4f4d\u7f6e\u3002\u6761\u4ef6\u6d41\u5339\u914d\u7684\u4f18\u5316\u76ee\u6807\u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

Zipformer\u662f\u4e00\u79cd\u7528\u4e8eASR\u7684\u7f16\u7801\u5668\u7ed3\u6784\uff0c\u6709\u4e09\u4e2a\u5173\u952e\u8bbe\u8ba1\uff1a\u7c7bU-Net\u6846\u67b6\uff0c\u5377\u79ef\u6a21\u5757\u548c\u6ce8\u610f\u529b\u590d\u7528\u673a\u5236\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

U-Net\u6846\u67b6\u5728\u4e0d\u540c\u5206\u8fa8\u7387\u4e0b\u5904\u7406\u7279\u5f81\u8868\u793a\uff0c\u5728\u6269\u6563\u6a21\u578b\u4e2d\u88ab\u8ba4\u4e3a\u662f\u4e00\u79cd\u6709\u6548\u7684\u5f52\u7eb3\u504f\u7f6e\u3002\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u6355\u83b7\u7ec6\u7c92\u5ea6\u7684\u5c40\u90e8\u7279\u5f81\u6a21\u5f0f\uff0c\u8865\u5145Transformer\u5728\u5efa\u6a21\u957f\u8ddd\u79bb\u5168\u5c40\u4f9d\u8d56\u6027\u7684\u5f3a\u5ea6\u3002Zipformer\u901a\u8fc7\u5728\u5355\u5c42\u5185\u590d\u7528\u4e24\u4e2a\u81ea\u6ce8\u610f\u529b\u6a21\u5757\u548c\u4e00\u4e2a\u975e\u7ebf\u6027\u6ce8\u610f\u529b\u6a21\u5757\u7684\u6743\u91cd\u6765\u63d0\u9ad8\u53c2\u6570\u6548\u7387\u3002<\/p>\n\n\n\n

\u975e\u81ea\u56de\u5f52TTS\u6a21\u578b\u7684\u6838\u5fc3\u6311\u6218\u5728\u5982\u4f55\u5904\u7406\u6587\u672c\u548c\u8bed\u97f3\u7279\u5f81\u4e4b\u95f4\u7684\u957f\u5ea6\u5dee\u5f02\u3002\u4f20\u7edf\u65b9\u6cd5\u662f\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u660e\u786e\u8bed\u97f3\u6587\u672c\u5bf9\u9f50\uff08\u57fa\u4e8eASR\u7684\u5f3a\u5236\u5bf9\u9f50\u6216\u5355\u8c03\u641c\u7d22\u5bf9\u9f50\uff09\u4ee5\u53ca\u6301\u7eed\u65f6\u95f4\u9884\u6d4b\u6a21\u578b\uff0c\u8fd9\u4f7f\u5f97\u8bad\u7ec3\u590d\u6742\uff0c\u5e76\u7531\u4e8e\u6301\u7eed\u65f6\u95f4\u9884\u6d4b\u4e0d\u51c6\u786e\u5bfc\u81f4\u8bed\u97f3\u81ea\u7136\u6027\u964d\u4f4e\u3002ZipVoice\u91c7\u7528\u65e0\u9700\u53c2\u6570\u7684\u5e73\u5747\u4e0a\u91c7\u6837\u7b56\u7565\uff0c\u5047\u8bbe\u53e5\u5b50\u4e2d\u6240\u6709\u6807\u6ce8\u7684\u6301\u7eed\u65f6\u95f4\u662f\u5747\u5300\u7684\uff0c\u6709N\u4e2a\u6587\u672c\u6807\u8bb0\u548cT\u5e27\u8bed\u97f3\u7279\u5f81\u65f6\uff1a<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u6bcf\u4e2a\u6587\u672c\u6807\u8bb0\u5d4c\u5165\u91cd\u590dd\u6b21\uff0c\u5f97\u5230\u6269\u5c55\u7684\u6587\u672c\u7279\u5f81\u4f5c\u4e3a\u6d41\u5339\u914d\u7684\u6761\u4ef6\u3002<\/p>\n\n\n\n

ZipVoice-Distill\u901a\u8fc7\u4f7f\u7528\u6d41\u84b8\u998f\u65b9\u6cd5\uff0c\u84b8\u998fZipvoice\u6a21\u578b\uff0c\u4f7f\u7528\u6559\u5e08\u6a21\u578b\u7684\u4e24\u6b65\u63a8\u7406\u6784\u5efa\u6559\u5e08\u5411\u91cf\u573a\uff0c\u6bcf\u4e2a\u6b65\u9aa4\u90fd\u5e94\u7528\u65e0\u5206\u7c7b\u5668\u6307\u5bfc\uff0c\u5b66\u751f\u6a21\u578b\u9884\u6d4b\u8be5\u5411\u91cf\u573a\uff0c\u4f7f\u5f97\u5b66\u751f\u80fd\u591f\u5c06\u6559\u5e08\u6a21\u578b\u7684\u8868\u73b0\u4e0e\u5c11\u91cf\u7684NFE\u5339\u914d\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u4e00\u6b65\u7684ODE\u6c42\u89e3\u5668\u5b9a\u4e49\u4e3a\uff1a<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u6559\u5e08\u5411\u91cf\u573a\u4e3a\uff1a<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u6700\u540e\u7684\u6d41\u84b8\u998f\u635f\u5931\u4e3a\uff1a<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u4f7f\u7528\u56fa\u5b9a\u6559\u5ba4\u6a21\u578b\u5b8c\u6210\u6d41\u84b8\u998f\u540e\uff0c\u4ece\u6700\u65b0\u7684\u5b66\u751f\u6a21\u578b\u5f00\u59cb\u8fdb\u884c\u7b2c\u4e8c\u4e2a\u84b8\u998f\u9636\u6bb5\u3002\u91c7\u7528\u5b66\u751f\u6a21\u578b\u7684\u6307\u6570\u79fb\u52a8\u5e73\u5747\u7248\u672c\uff1a<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u4e09\u3001\u5b9e\u9a8c<\/p>\n\n\n\n

\u6570\u636e\u96c6\uff1a100k\u5c0f\u65f6\u7684Emilia\uff0c585\u5c0f\u65f6\u7684LibriTTS\u7528\u4e8e\u8bad\u7ec3\uff0c\u5728LibriSpeech-PC test-clean\u5b50\u96c6\uff0cSeed-TTS test-en\u548cSeed-TTS test-zh\u7528\u4e8e\u9a8c\u8bc1\u3002<\/p>\n\n\n\n

\u5ba2\u89c2\u6307\u6807\uff1aSIM-o\u8bc4\u4f30\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u6027\uff0cUTMOS\u8bc4\u4f30\u81ea\u7136\u5ea6\uff0cWER\u8bc4\u4f30\u53ef\u61c2\u5ea6\u3002<\/p>\n\n\n\n

\u4e3b\u89c2\u6307\u6807\uff1a\u6bd4\u8f83\u610f\u89c1\u5f97\u5206CMOS\u548c\u76f8\u4f3c\u6027\u610f\u89c1\u5f97\u5206SMOS\u6765\u8bc4\u4f30\u5408\u6210\u8bed\u97f3\u7684\u6bd4\u8f83\u8d28\u91cf\u548c\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u6027\u3002<\/p>\n\n\n\n

\u57fa\u7ebf\u6a21\u578b\uff1a\u4e09\u4e2a\u81ea\u56de\u5f52\u6a21\u578b\uff08Cosyvoice\uff0cCosyvoice2\u548cSpark-TTS\uff09\u548c\u4e09\u4e2a\u975e\u81ea\u56de\u5f52\u6a21\u578b\uff08MaskGCT\uff0cE2-TTS\u548cF5-TTS\uff09<\/p>\n\n\n\n

\u56db\u3001\u5b9e\u9a8c\u7ed3\u679c<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n
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\u6d88\u878d\u5b9e\u9a8c\uff1a<\/p>\n\n\n\n

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\u4e94\u3001\u7ed3\u8bba<\/p>\n\n\n\n

\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51faZipVoice\uff0c\u5feb\u901f\u548c\u9ad8\u8d28\u91cf\u7684\u57fa\u4e8e\u6d41\u5339\u914d\u7684\u96f6\u6837\u672cTTS\u6a21\u578b\uff0c\u5229\u7528Zipformer\u4f5c\u4e3a\u4e3b\u5e72\u7f51\u7edc\uff0c\u5728\u4fdd\u6301\u5f3a\u5927\u7684\u5efa\u6a21\u80fd\u529b\u7684\u540c\u65f6\uff0c\u63d0\u9ad8\u53c2\u6570\u6548\u7387\u3002<\/p>\n\n\n\n

\u516d\u3001\u601d\u8003<\/p>\n\n\n\n

    \n
  1. \u5c06Zipformer\u6846\u67b6\u7528\u4e8eL2S\u4efb\u52a1\u4e2d\uff0c\u5bf9\u4e8e\u5b9e\u73b0\u4f4e\u590d\u6742\u5ea6L2S\u7cfb\u7edf\u6709\u501f\u9274\u4ef7\u503c\u3002<\/li>\n\n\n\n
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    <\/p>\n","protected":false},"excerpt":{"rendered":"

    \u6765\u6e90: arXiv 2025-06-16 \u4f5c\u8005: Han Zhu\u7b49 \u5355\u4f4d: \u5c0f\u7c73 \u4e00\u3001\u8bba\u6587\u4e3b\u8981\u5de5\u4f5c\u53ca\u8d21\u732e \u73b0\u6709 […]<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3803","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3803","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=3803"}],"version-history":[{"count":4,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3803\/revisions"}],"predecessor-version":[{"id":3823,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3803\/revisions\/3823"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=3803"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=3803"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=3803"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}