{"id":4653,"date":"2025-12-16T20:01:07","date_gmt":"2025-12-16T12:01:07","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4653"},"modified":"2025-12-16T20:01:07","modified_gmt":"2025-12-16T12:01:07","slug":"202512-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-sef-mk-speaker-embedding-free-voice-anonymization-through-multi-k-means-quantization","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202512-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-sef-mk-speaker-embedding-free-voice-anonymization-through-multi-k-means-quantization\/","title":{"rendered":"202512 \u8bba\u6587\u7814\u8bfb-SEF-MK: Speaker-Embedding-Free Voice Anonymization through Multi-k-means Quantization"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aBeilong Tang,\u00a0Xiaoxiao Miao, Xin Wang, Ming Li<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1a\u675c\u514b\u6606\u5c71\u5927\u5b66<\/p>\n\n\n\n<p>\u6765\u6e90\uff1a<em>IEEE ASRU<\/em>, 2025<\/p>\n\n\n\n<p>\u65f6\u95f4\uff1a2025\u5e74<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6280\u672f\u80cc\u666f<\/h2>\n\n\n\n<p>\u8bed\u97f3\u533f\u540d\u5316\u65e8\u5728\u5728\u4fdd\u7559\u8bed\u8a00\u5185\u5bb9\u548c\u526f\u8bed\u8a00\u5c5e\u6027\u7684\u540c\u65f6\uff0c\u6d88\u9664\u8bf4\u8bdd\u4eba\u8eab\u4efd\u4fe1\u606f\u3002\u5728VPC\u80cc\u666f\u4e0b\uff0c\u4f20\u7edf\u65b9\u6cd5\u591a\u4f9d\u8d56\u4e8e\u89e3\u8026\u8868\u793a\u5b66\u4e60\uff0c\u901a\u8fc7\u663e\u5f0f\u63d0\u53d6\u8bf4\u8bdd\u4eba\u5d4c\u5165\uff08Speaker Embedding,SE\uff09\u5e76\u66ff\u6362\u4e3a\u4f2a\u8eab\u4efd\u6765\u5b9e\u73b0\u533f\u540d\uff0c\u8fd9\u7c7b\u65b9\u6cd5\u4f9d\u8d56\u4e8e\u663e\u5f0f\u8bf4\u8bdd\u4eba\u7684\u63d0\u53d6\uff0c\u76ee\u524d\u7684\u4e00\u79cd\u65b0\u5174\u65b9\u5411\u4fa7\u91cd\u4e8e\u65e0\u663e\u5f0f\u8bf4\u8bdd\u4eba\u5d4c\u5165\u7684\u795e\u7ecf\u65b9\u6cd5\u8fdb\u884c\u533f\u540d\u5408\u6210\uff08Speaker Embedding Free,SEF\uff09,\u8fd9\u79cd\u65b9\u6cd5\u907f\u514d\u4e86\u5bf9\u4e8e\u8bf4\u8bdd\u4eba\u7684\u663e\u5f0f\u5efa\u6a21\uff0c\u4f46\u662f\u8be5\u65b9\u6cd5\u57fa\u4e8e\u4e00\u4e2a\u5171\u4eab\u7684SSL\u7f16\u7801\u5668\uff0c\u5728\u9762\u5bf9\u5f3a\u77e5\u60c5\u653b\u51fb\u7684\u65f6\u5019\uff0c\u5bf9\u4e8e\u9690\u79c1\u4fdd\u62a4\u6548\u679c\u5dee\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\u5728SEF\u6846\u67b6\u4e0b\u5f15\u5165\u4e86multi-k-means\u91cf\u5316\u7b56\u7565\uff0c\u901a\u8fc7\u591a\u4e2a\u72ec\u7acb\u8bad\u7ec3\u7684k-means\u6a21\u578b\u5bf9\u4e8eSSL\u7279\u5f81\u8fdb\u884c\u968f\u673a\u91cf\u5316\uff0c\u901a\u8fc7\u6784\u5efa\u591a\u6a21\u578b\u6c60\uff08Model Pool\uff09\u63d0\u5347\u533f\u540d\u5316\u8fc7\u7a0b\u7684\u968f\u673a\u6027\u4e0e\u975e\u7ebf\u6027\u3002<\/p>\n\n\n\n<p>2\u3001\u8bba\u6587\u63d0\u51fa\u7684\u591a\u6a21\u578b\u968f\u673a\u91cf\u5316\u673a\u5236\u4ece\u7ed3\u6784\u4e0a\u7834\u574f\u4e86\u540c\u4e00\u8bf4\u8bdd\u4eba\u8de8\u8bdd\u8bed\u7684\u8868\u793a\u4e00\u81f4\u6027\uff0c\u4f7f\u8bf4\u8bdd\u4eba\u8eab\u4efd\u96be\u4ee5\u5728\u533f\u540d\u7a7a\u95f4\u4e2d\u5bf9\u9f50\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u5bf9\u5f3a\u653b\u51fb\u8005\u7684\u9c81\u68d2\u6027<\/p>\n\n\n\n<p>3\u3001\u8bba\u6587\u7cfb\u7edf\u5206\u6790\u4e86\u63d0\u51fa\u7684SEF-MK\u6846\u67b6\u5728\u9690\u79c1\u548c\u6548\u7528\u4e4b\u95f4\u7684\u65b0\u578b\u6743\u8861\u5173\u7cfb\uff0c\u91cf\u5316\u5668\u7684\u6570\u91cf\u53ef\u4ee5\u4e00\u5b9a\u7a0b\u5ea6\u63d0\u5347\u8bed\u8a00\u5185\u5bb9\u548c\u60c5\u611f\u7684\u4fdd\u7559\u5ea6<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6280\u672f\u6846\u67b6<\/h2>\n\n\n\n<p>\u5bf9\u4e8eVAS\u4e2d\u57fa\u4e8eSEF\u7684\u65b9\u5411\uff0c\u6d41\u884c\u7684\u65b9\u6cd5\u662f\u57fa\u4e8eKNN\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\uff0c\u9636\u6bb5\u5206\u4e3a\u7f16\u7801\u3001\u533f\u540d\u3001\u89e3\u7801\u9636\u6bb5\uff0c\u7f16\u7801\u9636\u6bb5\u901a\u8fc7\u63d0\u53d6\u6e90\u8bf4\u8bdd\u4eba\u548c\u76ee\u6807\u8bf4\u8bdd\u4eba\u7684SSL\u7279\u5f81\uff1b\u5728\u533f\u540d\u9636\u6bb5\uff0c\u76ee\u6807\u662f\u4ece\u6e90WavLM\u8868\u793a\u4e2d\u5220\u9664\u8bf4\u8bdd\u4eba\u4fe1\u606f\uff0c\u6267\u884cKNN\u641c\u7d22\u627e\u51fa\u76ee\u6807\u8bf4\u8bdd\u4eba\u7684\u6700\u76f8\u4f3c\u524dk\u5e27\uff0c\u901a\u8fc7\u76ee\u6807\u8bf4\u8bdd\u4eba\u7684\u6700\u76f8\u4f3c\u5e27\u66ff\u6362\u6e90\u8bf4\u8bdd\u4eba\u7684\u6700\u76f8\u4f3c\u5e27\uff1b\u5728\u89e3\u7801\u9636\u6bb5\uff0c\u524dk\u76ee\u6807\u5e27\u53d6\u5e73\u5747\u503c\uff0c\u901a\u8fc7\u4f20\u9012\u7ed9\u58f0\u7801\u5668\u7528\u4e8e\u5408\u6210\u533f\u540d\u8bed\u97f3<\/p>\n\n\n\n<p>\u8bba\u6587\u63d0\u51fa\u7684\u6846\u67b6SEF-MK VAS\uff0c\u8bba\u6587\u63d0\u51fa\u901a\u8fc7\u591a\u4e2ak-means\u91cf\u5316\u5668\u7528\u4e8e\u6291\u5236\u8bf4\u8bdd\u4eba\u4fe1\u606f\u3002SEF-MK \u6846\u67b6\u8df3\u8fc7\u4e86\u4f20\u7edf\u7684\u201c\u63d0\u53d6-\u66ff\u6362-\u5408\u6210\u201d\u94fe\u8def\uff0c\u91c7\u7528\u76f4\u63a5\u7684\u7279\u5f81\u53d8\u6362\u903b\u8f91<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"276\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-36-1024x276.png\" alt=\"\" class=\"wp-image-4661\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-36-1024x276.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-36-300x81.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-36-768x207.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-36.png 1227w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>SSL \u7279\u5f81\u63d0\u53d6\uff1a \u4f7f\u7528 WavLM \u6a21\u578b\u63d0\u53d6\u5305\u542b\u4e30\u5bcc\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u8fde\u7eed\u8bed\u97f3\u7279\u5f81\u8868\u793a\u3002<\/p>\n\n\n\n<p>\u591a\u6a21\u578b\u8bad\u7ec3\u4e0e\u6620\u5c04\uff1a \u5c06\u5927\u89c4\u6a21\u8bed\u6599\u6309\u8bf4\u8bdd\u4eba\u5b50\u96c6\u5212\u5206\uff0c\u72ec\u7acb\u8bad\u7ec3\u591a\u4e2a k-means \u805a\u7c7b\u6a21\u578b\u3002\u533f\u540d\u9636\u6bb5\uff0c\u5bf9\u8f93\u5165\u7279\u5f81\u5e8f\u5217\uff0c\u7cfb\u7edf\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u91cf\u5316\u6a21\u578b\uff0c\u5c06\u8fde\u7eed\u7279\u5f81\u5411\u91cf\u6620\u5c04\u4e3a\u8d28\u5fc3\u7d22\u5f15\u3002<\/p>\n\n\n\n<p>\u8bed\u97f3\u91cd\u6784\uff1a\u5c06\u91cf\u5316\u540e\u7684\u7279\u5f81\u8f93\u5165\u7531 Conformer \u7ec4\u6210\u7684\u89e3\u7801\u5668\u548c HiFi-GAN \u58f0\u7801\u5668\uff0c\u91cd\u5efa\u97f3\u9891\u3002<\/p>\n\n\n\n<p>\u6846\u67b6\u7684\u9690\u79c1\u4f18\u52bf\u5728\u4e8e\u533f\u540d\u6620\u5c04\u7684\u968f\u673a\u6027\u548c\u5bf9\u4e8eSSL\u7279\u5f81\u901a\u8fc7\u975e\u5747\u5300\u5206\u5e03\u8fdb\u884c\u91cd\u91c7\u6837\uff0c\u8bf4\u8bdd\u4eba\u7684\u7cbe\u7ec6\u58f0\u7eb9\u88ab\u201d\u7c97\u7c92\u5ea6\u5316\u201c\u64e6\u9664<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c\u53ca\u5206\u6790<\/h2>\n\n\n\n<p><strong>\u5b9e\u9a8c\u8bbe\u7f6e<\/strong><br>\u5728 LibriSpeech \u548c VoxCeleb \u4e0a\u8fdb\u884c\u9a8c\u8bc1\u3002\u8bc4\u4f30\u6307\u6807\u5305\u62ec\u9690\u79c1\u6027\uff08EER\uff09\u3001\u8bed\u8a00\u4fdd\u7559\u5ea6\uff08WER\uff09\u548c\u60c5\u611f\u4fdd\u7559\u5ea6\uff08UAR\uff09\u3002\u5f15\u5165\u4e86\u534a\u77e5\u60c5\u653b\u51fb\uff08Semi-informed\uff09\u548c\u5168\u77e5\u60c5\u653b\u51fb\uff08Full-informed\uff09\u573a\u666f<\/p>\n\n\n\n<p>\u5168\u77e5\u60c5\u653b\u51fb<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"592\" height=\"352\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-37.png\" alt=\"\" class=\"wp-image-4662\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-37.png 592w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-37-300x178.png 300w\" sizes=\"auto, (max-width: 592px) 100vw, 592px\" \/><\/figure>\n\n\n\n<p>\u534a\u77e5\u60c5\u653b\u51fb<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"607\" height=\"560\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-38.png\" alt=\"\" class=\"wp-image-4663\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-38.png 607w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/12\/image-38-300x277.png 300w\" sizes=\"auto, (max-width: 607px) 100vw, 607px\" 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Tang,\u00a0Xiaoxiao Miao, Xin Wang, Ming Li \u5355\u4f4d\uff1a\u675c\u514b [&hellip;]<\/p>\n","protected":false},"author":65,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4653","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4653","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\/65"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4653"}],"version-history":[{"count":3,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4653\/revisions"}],"predecessor-version":[{"id":4672,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4653\/revisions\/4672"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4653"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4653"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4653"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}