{"id":4674,"date":"2025-12-16T22:09:41","date_gmt":"2025-12-16T14:09:41","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4674"},"modified":"2025-12-16T22:09:41","modified_gmt":"2025-12-16T14:09:41","slug":"202512%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-l3c-deepmfc-low-latency-low-complexity-deep-marginal-feedback-cancellation-with-closed-loop-fine-tuning-for-hearing-aids","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202512%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-l3c-deepmfc-low-latency-low-complexity-deep-marginal-feedback-cancellation-with-closed-loop-fine-tuning-for-hearing-aids\/","title":{"rendered":"202512\u8bba\u6587\u7814\u8bfb-L3C-DeepMFC: Low-Latency Low-Complexity Deep Marginal Feedback Cancellation with Closed-Loop Fine Tuning for Hearing Aids"},"content":{"rendered":"\n

2025\u5e7412\u670816\u65e5-yuehan<\/p>\n\n\n\n

\u4f5c\u8005\uff1aFengyuan Hao,Brian C. J. Moore,Huiyong Zhang,Xiaodong Li,Chengshi Zheng<\/p>\n\n\n\n

\u6765\u6e90\uff1aInterspeech 2025<\/p>\n\n\n\n

\u5355\u4f4d\uff1a1\u3001Laboratory of Noise and Audio Research, Institute of Acoustics, Chinese Academy of Sciences, Beijing, China
2\u3001University of Chinese Academy of Sciences, Beijing, China
3\u3001Cambridge Hearing Group, Department of Psychology, University of Cambridge, Cambridge, UK<\/p>\n\n\n\n

1\u3001\u80cc\u666f<\/h2>\n\n\n\n

\u52a9\u542c\u5668\u56e0\u63a5\u6536\u5668\u4e0e\u9ea6\u514b\u98ce\u8026\u5408\u4f1a\u4ea7\u751f\u58f0\u5b66\u53cd\u9988\uff0c\u5f53\u589e\u76ca\u8d85\u8fc7\u6700\u5927\u7a33\u5b9a\u589e\u76ca\uff08MSG\uff09\u65f6\u4f1a\u51fa\u73b0\u5578\u53eb\uff0c\u65e2\u9650\u5236\u4e86\u6709\u6548\u653e\u5927\u589e\u76ca\uff0c\u4e5f\u964d\u4f4e\u4e86\u542c\u529b\u635f\u5931\u60a3\u8005\u7684\u8bed\u97f3\u8d28\u91cf\u4e0e\u53ef\u61c2\u5ea6\u3002<\/p>\n\n\n\n

\u73b0\u6709\u53cd\u9988\u63a7\u5236\u65b9\u6cd5\u5b58\u5728\u7f3a\u9677\uff1a\u4f20\u7edf\u65b9\u6cd5\uff08\u5982\u9891\u7387\u504f\u79fb\u3001\u9677\u6ce2\u6ee4\u6ce2\uff09\u63d0\u5347 MSG \u5e45\u5ea6\u6709\u9650\u4e14\u6613\u5931\u771f\uff1b\u81ea\u9002\u5e94\u53cd\u9988\u62b5\u6d88\uff08AFC\uff09\u53d7\u4f30\u8ba1\u504f\u5dee\u5236\u7ea6\uff1b\u73b0\u6709\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\uff08\u5982 DeepMFC\uff09\u8ba1\u7b97\u590d\u6742\u5ea6\u9ad8\u3001\u5ef6\u8fdf\u5927\uff0c\u96be\u4ee5\u9002\u914d\u52a9\u542c\u5668\u7684\u4f4e\u8d44\u6e90\u3001\u4f4e\u5ef6\u8fdf\u9700\u6c42\u3002<\/p>\n\n\n\n

2\u3001\u4e3b\u8981\u8d21\u732e<\/h2>\n\n\n\n

1.\u63d0\u51faL3C-DeepMFC \u65b9\u6cd5\uff1a\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\uff08\u4ec5 4ms\uff09\u3001\u4f4e\u590d\u6742\u5ea6\u7684\u65f6\u9891\u57df\u53cd\u9988\u6291\u5236\uff0c\u901a\u8fc7\u590d\u8c31\u6620\u5c04\u4f30\u8ba1\u65e0\u53cd\u9988\u8bed\u97f3\u7684\u5e45\u5ea6\u548c\u76f8\u4f4d\u3002<\/p>\n\n\n\n

2.\u8bbe\u8ba1\u5168\u5e26 – \u5b50\u5e26\u5faa\u73af\u5efa\u6a21\uff1a\u5728\u6355\u6349\u8c31\u65f6\u4f9d\u8d56\u7684\u540c\u65f6\u5927\u5e45\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u9002\u914d\u4f4e\u8d44\u6e90\u786c\u4ef6\u3002<\/p>\n\n\n\n

3.\u6539\u8fdb\u91cd\u53e0\u76f8\u52a0\u6cd5\uff1a\u7ed3\u5408\u9525\u5f62\u7a97\u4e0e\u5e27\u5408\u6210\u903b\u8f91\uff0c\u5b9e\u73b0\u6781\u4f4e\u5ef6\u8fdf\u7684\u65f6\u57df\u4fe1\u53f7\u91cd\u6784\u3002<\/p>\n\n\n\n

4.\u5f15\u5165\u95ed\u73af\u5fae\u8c03\u6280\u672f\uff1a\u7f13\u89e3\u8bad\u7ec3\u4e0e\u5b9e\u9645\u95ed\u73af\u4f30\u8ba1\u7684\u5931\u914d\u95ee\u9898\uff0c\u663e\u8457\u63d0\u5347 MSG \u4e0e\u7cfb\u7edf\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n

5.\u878d\u5408\u4f20\u7edf AFC \u65b9\u6cd5\uff1a\u8fdb\u4e00\u6b65\u4f18\u5316\u53cd\u9988\u6291\u5236\u6548\u679c\uff0c\u51cf\u5c11\u6b8b\u4f59\u4f2a\u5f71\u3002<\/p>\n\n\n\n

3\u3001\u65b9\u6cd5<\/h2>\n\n\n\n

L3C-DeepMFC \u57fa\u4e8e\u65f6\u9891\u57df\u590d\u8c31\u6620\u5c04\u5b9e\u73b0\u53cd\u9988\u6291\u5236\uff0c\u6838\u5fc3\u6d41\u7a0b\u4e3a\uff1a<\/p>\n\n\n\n

    \n
  1. \u8bed\u97f3\u7f16\u7801\u5668\uff1a\u5c06\u8f93\u5165\u4fe1\u53f7\u8f6c\u6362\u4e3a D \u7ef4\u65f6\u9891\u7279\u5f81\uff1b<\/li>\n\n\n\n
  2. \u5168\u5e26 – \u5b50\u5e26\u5faa\u73af\u6a21\u5757\uff1a\u5b50\u5e26\u6a21\u5757\u901a\u8fc7\u5206\u7ec4 LSTM \u6355\u6349\u5b50\u5e26\u5185\u65f6\u5e8f\u4f9d\u8d56\uff0c\u5168\u5e26\u6a21\u5757\u901a\u8fc7\u5206\u7ec4 LSTM \u83b7\u53d6\u5168\u5c40\u4fe1\u606f\uff0c\u8fed\u4ee3\u4f18\u5316\u7279\u5f81\uff1b<\/li>\n\n\n\n
  3. \u8bed\u97f3\u89e3\u7801\u5668\uff1a\u5728\u65f6\u9891\u57df\u91cd\u6784\u65e0\u53cd\u9988\u8bed\u97f3\uff1b<\/li>\n\n\n\n
  4. \u4f4e\u5ef6\u8fdf\u91cd\u53e0\u76f8\u52a0\uff1a\u4ec5\u7528\u5f53\u524d\u5e27\u4e0e\u4e0b\u4e00\u5e27\u5408\u6210\u4fe1\u53f7\uff0c\u63a7\u5236\u5ef6\u8fdf\u4e3a 4ms\uff1b<\/li>\n\n\n\n
  5. \u95ed\u73af\u5fae\u8c03\uff1a\u57fa\u4e8e\u52a8\u6001\u751f\u6210\u7684\u53cd\u9988\u6df7\u5408\u4fe1\u53f7\u8bad\u7ec3\uff0c\u51cf\u5c0f\u8bad\u7ec3 – \u4f30\u8ba1\u5931\u914d\u3002<\/li>\n<\/ol>\n\n\n\n

    4\u3001\u5b9e\u9a8c<\/h2>\n\n\n\n

    1.\u6570\u636e\u96c6\uff1a\u91c7\u7528 AISHELL-3 \u666e\u901a\u8bdd\u8bed\u97f3\u3001DNS \u566a\u58f0\u53ca\u771f\u5b9e \/ \u91c7\u6837\u53cd\u9988\u8def\u5f84\uff08Set-A\/Set-B\uff09\uff1b<\/p>\n\n\n\n

    2.\u6307\u6807\uff1a\u7528 WB-PESQ\u3001HASQI-V2 \u8bc4\u4f30\u8bed\u97f3\u8d28\u91cf\uff0c\u7528 MSG\u3001MACs\u3001RTF \u8bc4\u4f30\u7cfb\u7edf\u6027\u80fd\uff1b<\/p>\n\n\n\n

    3.\u7ed3\u679c\uff1aL3C-DeepMFC \u5728\u5bbd\u589e\u76ca\u4e0b\u4fdd\u6301\u7a33\u5b9a\uff0cHASQI-V2 \u6700\u9ad8\u8fbe 0.924\uff0c\u8ba1\u7b97\u590d\u6742\u5ea6\u4ec5 0.43G\/s\uff0cRTF=0.623\uff1b\u4e0e AFC \u878d\u5408\u540e\u6027\u80fd\u8fdb\u4e00\u6b65\u63d0\u5347\uff1b\u95ed\u73af\u5fae\u8c03\u6709\u6548\u89e3\u51b3\u4e86\u8c31\u6cc4\u6f0f\u5bfc\u81f4\u7684\u5931\u771f\u95ee\u9898\u3002<\/p>\n\n\n\n

    5\u3001\u8bba\u6587\u603b\u7ed3<\/h2>\n\n\n\n

    L3C-DeepMFC \u901a\u8fc7\u65f6\u9891\u5e26\u5206\u5272\u5efa\u6a21\u3001\u4f4e\u5ef6\u8fdf\u91cd\u6784\u4e0e\u95ed\u73af\u5fae\u8c03\uff0c\u5b9e\u73b0\u4e86\u4f4e\u5ef6\u8fdf\u3001\u4f4e\u590d\u6742\u5ea6\u4e0e\u9ad8\u6027\u80fd\u7684\u5e73\u8861\uff0c\u663e\u8457\u63d0\u5347\u4e86\u52a9\u542c\u5668\u7684 MSG\uff0c\u5728\u5bbd\u589e\u76ca\u8303\u56f4\u5185\u4fdd\u6301\u7a33\u5b9a\uff1b\u4e0e AFC \u7ed3\u5408\u540e\u53cd\u9988\u6291\u5236\u6548\u679c\u66f4\u4f18\uff0c\u5177\u5907\u5b9e\u9645\u5e94\u7528\u4e8e\u4f4e\u8d44\u6e90\u52a9\u542c\u5668\u7684\u6f5c\u529b\u3002<\/p>\n\n\n\n

    <\/p>\n","protected":false},"excerpt":{"rendered":"

    2025\u5e7412\u670816\u65e5-yuehan \u4f5c\u8005\uff1aFengyuan Hao,Brian C. J. Moore,Hu […]<\/p>\n","protected":false},"author":76,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4674","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4674","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\/76"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4674"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4674\/revisions"}],"predecessor-version":[{"id":4676,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4674\/revisions\/4676"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4674"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4674"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4674"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}