{"id":4355,"date":"2025-11-17T23:40:34","date_gmt":"2025-11-17T15:40:34","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4355"},"modified":"2025-12-16T18:23:22","modified_gmt":"2025-12-16T10:23:22","slug":"202511-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-hltcoe-jhu-submission-to-the-voice-privacy-challenge-2024","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202511-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-hltcoe-jhu-submission-to-the-voice-privacy-challenge-2024\/","title":{"rendered":"202511 \u8bba\u6587\u7814\u8bfb-HLTCOE JHU Submission to the Voice Privacy Challenge 2024"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aHenry Li Xinyuan, Zexin Cai, Ashi Garg el<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1aJohns Hopkins University, United States<\/p>\n\n\n\n<p>\u6765\u6e90\uff1aVoice privacy 2024<\/p>\n\n\n\n<p>\u65f6\u95f4\uff1a2024\u5e74<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8bba\u6587\u80cc\u666f<\/h2>\n\n\n\n<p>\u968f\u7740\u8bed\u97f3\u6570\u636e\u5728\u667a\u80fd\u8bbe\u5907\u548c\u4e91\u670d\u52a1\u4e2d\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u8bed\u97f3\u4e2d\u8574\u542b\u7684\u8bf4\u8bdd\u4eba\u8eab\u4efd\u4fe1\u606f\uff08\u5982\u58f0\u7eb9\uff09\u6210\u4e3a\u91cd\u5927\u9690\u79c1\u98ce\u9669\u3002\u5168\u7403\u591a\u9879\u6cd5\u89c4\uff08\u5982GDPR\u3001CCPA\u3001POPIA\u7b49\uff09\u8981\u6c42\u5bf9\u8bed\u97f3\u6570\u636e\u8fdb\u884c\u6709\u6548\u533f\u540d\u5316\u5904\u7406\uff0c\u540c\u65f6\u4fdd\u7559\u5176\u8bed\u8a00\u5185\u5bb9\u4e0e\u60c5\u611f\u8868\u8fbe\u3002\u8bf4\u8bdd\u8005\u533f\u540d\u5316\u662f\u4e00\u79cd\u5e7f\u6cdb\u7814\u7a76\u7684\u9690\u79c1\u4fdd\u62a4\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u57282024\u5e74\u7684voicePrivacy\u4e2d\u4e0d\u4ec5\u5f3a\u8c03\u4e86\u97f3\u9891\u6570\u636e\u7684\u6700\u5927\u533f\u540d\u6027\uff0c\u540c\u65f6\u9700\u8981\u4fdd\u6301\u53ef\u61c2\u5ea6\u548c\u53ef\u7528\u6027\uff0c\u800c\u4e3b\u6d41\u65b9\u6cd5\u4e2d\u7684VC\u65b9\u6cd5\u5bb9\u6613\u4fdd\u7559\u97f5\u5f8b\u3001\u97f3\u7d20\u6301\u7eed\u65f6\u95f4\u7b49\u95ee\u9898\uff0c\u540c\u65f6\u5e27\u5bf9\u9f50\u7684\u6570\u636e\u7ed3\u6784\u4f1a\u6709\u5927\u91cf\u7684\u8eab\u4efd\u4fe1\u606f\u6b8b\u7559\uff0c\u800c\u540c\u65f6\u7ea7\u8054ASR-TTS\u65b9\u6cd5\u533f\u540d\u6548\u679c\u5f3a\u86cb\u5bf9\u4e8e\u97f3\u9891\u6570\u636e\u4e2d\u7684\u526f\u8bed\u8a00\u5c5e\u6027\u635f\u5931\u4e25\u91cd\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u521b\u65b0<\/h2>\n\n\n\n<p>1\u3001\u8bba\u6587\u5b9e\u73b0\u4e86\u57fa\u4e8ekNN-VC \u7684\u533f\u540d\u5316\u9002\u5e94\uff0c\u901a\u8fc7 WavLM content \u7279\u5f81\u66ff\u4ee3\u4f20\u7edf\u58f0\u5b66\u7279\u5f81\u5e76\u79bb\u6563\u5316\u5904\u7406\uff0c\u6784\u5efa\u533f\u540d\u53cb\u597d\u7684\u4f2a\u76ee\u6807\u751f\u6210\u673a\u5236\uff0c\u5b9e\u73b0\u8bed\u97f3\u5185\u5bb9\u4e0e\u8eab\u4efd\u4fe1\u606f\u89e3\u8026<\/p>\n\n\n\n<p>2\u3001\u57fa\u4e8eWavLM\u7684\u795e\u7ecf\u7f51\u7edc\u533f\u540d\u5316\u8f6c\u6362\uff0c\u4f7f\u7528 CTC \u79bb\u6563\u5316\u8f6c\u6362\u76ee\u6807\u7ed3\u5408\u5bf9\u6297\u6027 speaker-ID \u635f\u5931\u548c\u91cd\u5efa\u635f\u5931\uff0c\u5728\u53bb\u9664\u8bf4\u8bdd\u4eba\u8eab\u4efd\u7684\u540c\u65f6\u4fdd\u6301\u8bed\u97f3\u81ea\u7136\u5ea6\u4e0e\u53ef\u61c2\u5ea6\uff0c\u5e76\u5229\u7528\u4f2a\u6807\u7b7e\u8fdb\u884c\u6709\u6548\u76d1\u7763\u3002<\/p>\n\n\n\n<p>3\u3001\u8bba\u6587\u63d0\u51faASR\u2013TTS \u4e0e 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decoding=\"async\" width=\"1024\" height=\"506\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-72-1024x506.png\" alt=\"\" class=\"wp-image-4554\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-72-1024x506.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-72-300x148.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-72-768x380.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-72.png 1355w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>WavLM \u8f6c\u6362\u6a21\u578b<\/strong><br>\u5bf9\u4e8eKNN\u4e2d\u5b58\u5728\u533f\u540d\u6027\u4e0d\u8db3\u7684\u95ee\u9898\uff0c\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u4f18\u5316\uff0c\u65b9\u6848\u67b6\u6784\u57fa\u4e8e FastSpeech2 \u7684\u975e\u81ea\u56de\u5f52\u7f16\u7801\u5668-\u89e3\u7801\u5668\u7ed3\u6784\uff0c\u5904\u7406 WavLM 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width=\"990\" height=\"381\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-75.png\" alt=\"\" class=\"wp-image-4562\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-75.png 990w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-75-300x115.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-75-768x296.png 768w\" sizes=\"auto, (max-width: 990px) 100vw, 990px\" \/><\/figure>\n\n\n\n<p>\u7ea7\u8054ASR-TTS\u533f\u540d\u65b9\u6cd5<\/p>\n\n\n\n<p>\u8bba\u6587\u91c7\u7528\u7684ASR-TTS\u7ea7\u8054\u533f\u540d\u65b9\u6cd5\u4e3b\u8981\u7528\u4e8e\u9ad8\u533f\u540d\u5316\u6570\u636e\u7684\u5408\u6210\uff0c\u6765\u4f5c\u4e3a\u540e\u7eed\u968f\u673a\u6df7\u5408\u7b56\u7565\u7684\u9009\u62e9\u65b9\u6848\uff0c<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"348\" height=\"440\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-76.png\" alt=\"\" class=\"wp-image-4563\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-76.png 348w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-76-237x300.png 237w\" sizes=\"auto, (max-width: 348px) 100vw, 348px\" \/><\/figure>\n\n\n\n<p><strong>\u968f\u673a\u6df7\u5408\u7b56\u7565<\/strong><br>\u8bba\u6587\u4ece\u5bf9\u795e\u7ecf\u7f51\u7edc\u7684\u4e2d\u6bd2\u653b\u51fb\u83b7\u5f97\u7075\u611f\uff0c\u6a21\u578b\u653b\u51fb\u65f6\u5bf9\u4e8e\u975e\u7ebf\u6027\u6570\u636e\u7684\u9884\u6d4b\u6027\u5dee\uff0c\u53ef\u4ee5\u901a\u8fc7\u5728\u63a8\u7406\u65f6\u4ee5\u6982\u7387\u00a0<em>p<\/em>\u00a0\u968f\u673a\u9009\u62e9\u4f7f\u7528 TTS \u7cfb\u7edf\u6216 VC 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srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-77-1024x371.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-77-300x109.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-77-768x278.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-77-1536x556.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-77.png 1586w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"717\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-78-1024x717.png\" alt=\"\" class=\"wp-image-4565\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-78-1024x717.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-78-300x210.png 300w, 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