{"id":38374,"date":"2025-02-15T06:00:52","date_gmt":"2025-02-14T22:00:52","guid":{"rendered":"https:\/\/17aitech.com\/?p=38374"},"modified":"2025-02-15T06:00:52","modified_gmt":"2025-02-14T22:00:52","slug":"%e6%b8%85%e5%8d%8e%e5%9b%a2%e9%98%9f%e6%96%b0%e7%ae%97%e6%b3%95%e7%8e%a9%e8%bd%ac%e9%a2%91%e5%9f%9f%e6%97%b6%e5%9f%9f%ef%bc%8c%e5%8e%8b%e7%bc%a995%e8%ae%a1%e7%ae%97%e9%87%8f%e5%ae%9e%e7%8e%b0%e8%af%ad","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38374","title":{"rendered":"\u6e05\u534e\u56e2\u961f\u65b0\u7b97\u6cd5\u73a9\u8f6c\u9891\u57df\u65f6\u57df\uff0c\u538b\u7f2995%\u8ba1\u7b97\u91cf\u5b9e\u73b0\u8bed\u97f3\u5206\u79bb\u65b0SOTA\uff01"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-14-3\" target=\"_blank\">\u6e05\u534e\u56e2\u961f\u65b0\u7b97\u6cd5\u73a9\u8f6c\u9891\u57df\u65f6\u57df\uff0c\u538b\u7f2995%\u8ba1\u7b97\u91cf\u5b9e\u73b0\u8bed\u97f3\u5206\u79bb\u65b0SOTA\uff01<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-99f6f4db1ae01bad96be37bc5183981e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-99f6f4db1ae01bad96be37bc5183981e.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p>\u5728\u5608\u6742\u7684\u73af\u5883\u4e2d\uff0c\u4eba\u7c7b\u80fd\u591f\u4e13\u6ce8\u4e8e\u7279\u5b9a\u7684\u8bed\u97f3\u4fe1\u53f7\uff0c\u8fd9\u79cd\u73b0\u8c61\u88ab\u79f0\u4e3a\u300c\u9e21\u5c3e\u9152\u4f1a\u6548\u5e94\u300d\u3002\u5bf9\u4e8e\u673a\u5668\u6765\u8bf4\uff0c\u5982\u4f55\u4ece\u6df7\u5408\u7684\u97f3\u9891\u4fe1\u53f7\u4e2d\u51c6\u786e\u5206\u79bb\u51fa\u4e0d\u540c\u7684\u58f0\u6e90\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u6311\u6218\u3002<\/p>\n<p>\u8bed\u97f3\u5206\u79bb\uff08Speech Separation\uff09\u80fd\u591f\u6709\u6548\u63d0\u9ad8\u8bed\u97f3\u8bc6\u522b\u7684\u51c6\u786e\u6027\uff0c\u901a\u5e38\u4f5c\u4e3a\u8bc6\u522b\u7684\u524d\u7f6e\u6b65\u9aa4\u3002\u56e0\u6b64\uff0c\u8bed\u97f3\u5206\u79bb\u6a21\u578b\u4e0d\u4ec5\u9700\u8981\u5728\u771f\u5b9e\u97f3\u9891\u4e0a\u8f93\u51fa\u5206\u79bb\u826f\u597d\u7684\u7ed3\u679c\uff0c\u540c\u65f6\u8fd8\u8981\u6ee1\u8db3\u4f4e\u5ef6\u8fdf\u7684\u9700\u6c42\u3002<\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u6df1\u5ea6\u5b66\u4e60\u5728\u8bed\u97f3\u5206\u79bb\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u53d7\u5230\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002\u5c3d\u7ba1\u8bb8\u591a\u9ad8\u6027\u80fd\u7684\u8bed\u97f3\u5206\u79bb\u65b9\u6cd5\u88ab\u63d0\u51fa\uff0c\u4f46\u4ecd\u6709\u4e24\u4e2a\u5173\u952e\u95ee\u9898\u672a\u80fd\u5f97\u5230\u5145\u5206\u89e3\u51b3\uff1a\u4e00\u662f\u8bb8\u591a\u6a21\u578b\u8ba1\u7b97\u590d\u6742\u5ea6\u592a\u9ad8\uff0c\u672a\u5145\u5206\u8003\u8651\u5b9e\u9645\u5e94\u7528\u573a\u666f\u7684\u9700\u6c42\uff1b\u4e8c\u662f\u5e38\u7528\u7684\u8bed\u97f3\u5206\u79bb\u6570\u636e\u96c6\u4e0e\u771f\u5b9e\u573a\u666f\u5b58\u5728\u8f83\u5927\u5dee\u8ddd\uff0c\u5bfc\u81f4\u6a21\u578b\u5728\u771f\u5b9e\u6570\u636e\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u6e05\u534e\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u79cd\u540d\u4e3a TIGER\uff08Time-frequency Interleaved Gain Extraction and Reconstruction network\uff09\u7684\u8f7b\u91cf\u7ea7\u8bed\u97f3\u5206\u79bb\u6a21\u578b\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u6570\u636e\u96c6 EchoSet\uff0c\u65e8\u5728\u66f4\u771f\u5b9e\u5730\u6a21\u62df\u590d\u6742\u58f0\u5b66\u73af\u5883\u4e2d\u7684\u8bed\u97f3\u5206\u79bb\u4efb\u52a1\u3002<\/p>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cTIGER \u5728\u538b\u7f29 94.3% \u53c2\u6570\u91cf\u548c 95.3% \u8ba1\u7b97\u91cf\u7684\u540c\u65f6\uff0c\u6027\u80fd\u4e0e\u5f53\u524d\u6700\u5148\u8fdb\u7684\u6a21\u578b TF-GridNet [1] \u76f8\u5f53<\/strong>\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3906705d25ff97f416ef0b99967ae892.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3906705d25ff97f416ef0b99967ae892.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aTIGER: Time-frequency Interleaved Gain Extraction and Reconstruction for Efficient Speech Separation<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2410.01469<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/cslikai.cn\/TIGER<\/section>\n<\/li>\n<li>\n<section>GitHub \u94fe\u63a5\uff1ahttps:\/\/github.com\/JusperLee\/TIGER<\/section>\n<\/li>\n<li>\n<section>\u6570\u636e\u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/datasets\/JusperLee\/EchoSet<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u65b9\u6cd5<\/strong><\/p>\n<p>\u8bed\u97f3\u5206\u79bb\u4efb\u52a1\u7684\u6838\u5fc3\u662f\u4ece\u6df7\u5408\u7684\u97f3\u9891\u4fe1\u53f7\u4e2d\u6062\u590d\u51fa\u6bcf\u4e2a\u8bf4\u8bdd\u8005\u7684\u6e05\u6670\u8bed\u97f3\u3002\u4f20\u7edf\u7684\u8bed\u97f3\u5206\u79bb\u6a21\u578b\u901a\u5e38\u76f4\u63a5\u5728\u65f6\u57df\u6216\u9891\u57df\u8fdb\u884c\u5904\u7406\uff0c\u4f46\u5f80\u5f80\u5ffd\u7565\u4e86\u65f6\u95f4\u548c\u9891\u7387\u7ef4\u5ea6\u4e4b\u95f4\u7684\u4ea4\u4e92\u4fe1\u606f\u3002\u4e3a\u4e86\u66f4\u9ad8\u6548\u5730\u63d0\u53d6\u8bed\u97f3\u7279\u5f81\uff0cTIGER \u6a21\u578b\u91c7\u7528\u4e86\u65f6\u9891\u4ea4\u53c9\u5efa\u6a21\u7684\u7b56\u7565\uff0c\u7ed3\u5408\u9891\u5e26\u5207\u5206\u548c\u591a\u5c3a\u5ea6\u6ce8\u610f\u529b\u673a\u5236\uff0c\u663e\u8457\u63d0\u5347\u4e86\u5206\u79bb\u6548\u679c\u3002<\/p>\n<p>TIGER \u6a21\u578b\u7684\u6574\u4f53\u6d41\u7a0b\u53ef\u4ee5\u5206\u4e3a\u4e94\u4e2a\u4e3b\u8981\u90e8\u5206\uff1a\u7f16\u7801\u5668\u3001\u9891\u5e26\u5207\u5206\u6a21\u5757\u3001\u5206\u79bb\u5668\u3001\u9891\u5e26\u6062\u590d\u6a21\u5757\u548c\u89e3\u7801\u5668\u3002\u9996\u5148\uff0c\u901a\u8fc7\u77ed\u65f6\u5085\u91cc\u53f6\u53d8\u6362\uff08STFT\uff09\u5c06\u6df7\u5408\u97f3\u9891\u4fe1\u53f7\u8f6c\u6362\u4e3a\u65f6\u9891\u8868\u793a\u3002\u63a5\u7740\uff0c\u5c06\u6574\u4e2a\u9891\u5e26\u5212\u5206\u4e3a\u591a\u4e2a\u5b50\u5e26\uff0c\u6bcf\u4e2a\u5b50\u5e26\u901a\u8fc7\u4e00\u7ef4\u5377\u79ef\u8f6c\u6362\u4e3a\u7edf\u4e00\u7684\u7279\u5f81\u7ef4\u5ea6\u3002\u5206\u79bb\u5668\u7531\u591a\u4e2a\u65f6\u9891\u4ea4\u53c9\u5efa\u6a21\u6a21\u5757\uff08FFI\uff09\u7ec4\u6210\uff0c\u7528\u4e8e\u63d0\u53d6\u6bcf\u4e2a\u8bf4\u8bdd\u8005\u7684\u58f0\u5b66\u7279\u5f81\u3002\u6700\u540e\uff0c\u9891\u5e26\u6062\u590d\u6a21\u5757\u5c06\u5b50\u5e26\u6062\u590d\u5230\u5168\u9891\u5e26\u8303\u56f4\uff0c\u5e76\u901a\u8fc7\u9006\u77ed\u65f6\u5085\u91cc\u53f6\u53d8\u6362\uff08iSTFT\uff09\u751f\u6210\u6bcf\u4e2a\u8bf4\u8bdd\u8005\u7684\u6e05\u6670\u8bed\u97f3\u4fe1\u53f7\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-59d5b2f55d4b7ce9dbddea8da474c95f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-59d5b2f55d4b7ce9dbddea8da474c95f.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0TIGER \u6574\u4f53\u6d41\u7a0b<\/sup><\/em><\/p>\n<p><strong>\u9891\u5e26\u5207\u5206<\/strong><\/p>\n<p>\u8bed\u97f3\u4fe1\u53f7\u7684\u80fd\u91cf\u5206\u5e03\u5728\u4e0d\u540c\u9891\u5e26\u4e0a\u5e76\u4e0d\u5747\u5300\uff0c\u4e2d\u4f4e\u9891\u5e26\u901a\u5e38\u5305\u542b\u66f4\u591a\u7684\u8bed\u97f3\u4fe1\u606f\uff0c\u800c\u9ad8\u9891\u5e26\u5219\u5305\u542b\u66f4\u591a\u7684\u566a\u58f0\u548c\u7ec6\u8282\u4fe1\u606f\u3002\u4e3a\u4e86\u51cf\u5c11\u8ba1\u7b97\u91cf\u5e76\u63d0\u5347\u6a21\u578b\u5bf9\u5173\u952e\u9891\u5e26\u7684\u5173\u6ce8\uff0cTIGER \u91c7\u7528\u4e86\u9891\u5e26\u5207\u5206\u7b56\u7565\uff0c\u6839\u636e\u91cd\u8981\u6027\u5c06\u9891\u5e26\u5212\u5206\u4e3a\u4e0d\u540c\u5bbd\u5ea6\u7684\u5b50\u5e26\u3002\u8fd9\u79cd\u7b56\u7565\u4e0d\u4ec5\u51cf\u5c11\u4e86\u8ba1\u7b97\u91cf\uff0c\u8fd8\u80fd\u8ba9\u6a21\u578b\u66f4\u4e13\u6ce8\u4e8e\u91cd\u8981\u7684\u9891\u5e26\uff0c\u4ece\u800c\u63d0\u5347\u5206\u79bb\u6548\u679c\u3002<\/p>\n<p><strong>\u5206\u79bb\u5668<\/strong><\/p>\n<p>\u8bed\u97f3\u4fe1\u53f7\u7684\u65f6\u95f4\u548c\u9891\u7387\u7ef4\u5ea6\u4e4b\u95f4\u5b58\u5728\u590d\u6742\u7684\u4ea4\u4e92\u5173\u7cfb\u3002\u4e3a\u4e86\u66f4\u9ad8\u6548\u5730\u5efa\u6a21\u8fd9\u79cd\u4ea4\u4e92\u5173\u7cfb\uff0cTIGER \u5f15\u5165\u4e86\u65f6\u9891\u4ea4\u53c9\u5efa\u6a21\u6a21\u5757\uff08FFI\uff09\u3002\u4e3a\u4e86\u51cf\u5c11\u53c2\u6570\uff0c\u5206\u79bb\u5668\u7531\u591a\u4e2a\u5171\u4eab\u53c2\u6570\u7684 FFI \u6a21\u5757\u6784\u6210\u3002\u6bcf\u4e2a FFI \u6a21\u5757\u5305\u542b\u4e24\u4e2a\u8def\u5f84\uff1a\u9891\u7387\u8def\u5f84\u548c\u5e27\u8def\u5f84\u3002<\/p>\n<p>\u6bcf\u4e2a\u8def\u5f84\u90fd\u5305\u542b\u4e24\u4e2a\u5173\u952e\u5b50\u6a21\u5757\uff1a\u591a\u5c3a\u5ea6\u9009\u62e9\u6027\u6ce8\u610f\u529b\u6a21\u5757\uff08MSA\uff09\u548c\u5168\u9891 \/ \u5e27\u6ce8\u610f\u529b\u6a21\u5757\uff08F\u00b3A\uff09\u3002\u901a\u8fc7\u4ea4\u66ff\u5904\u7406\u65f6\u95f4\u548c\u9891\u7387\u4fe1\u606f\uff0cFFI \u6a21\u5757\u80fd\u591f\u6709\u6548\u5730\u6574\u5408\u65f6\u9891\u7279\u5f81\uff0c\u63d0\u5347\u8bed\u97f3\u5206\u79bb\u7684\u6548\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-981e9d139625f4c88e655c93fd7d7f79.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-981e9d139625f4c88e655c93fd7d7f79.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 FFI \u6a21\u5757\u5185\u90e8\u7ec6\u8282<\/sup><\/em><\/p>\n<p><strong>\u591a\u5c3a\u5ea6\u9009\u62e9\u6027\u6ce8\u610f\u529b\u6a21\u5757\uff08MSA\uff09<\/strong><\/p>\n<p>\u4e3a\u4e86\u589e\u5f3a\u6a21\u578b\u5bf9\u591a\u5c3a\u5ea6\u7279\u5f81\u7684\u63d0\u53d6\u80fd\u529b\uff0cTIGER \u5f15\u5165\u4e86 MSA\uff0c\u901a\u8fc7\u591a\u5c3a\u5ea6\u5377\u79ef\u5c42\u548c\u9009\u62e9\u6027\u6ce8\u610f\u529b\u673a\u5236\uff0c\u878d\u5408\u5c40\u90e8\u548c\u5168\u5c40\u4fe1\u606f\u3002MSA \u6a21\u5757\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a\u7f16\u7801\u3001\u878d\u5408\u548c\u89e3\u7801\u3002<\/p>\n<p>\u4ee5\u9891\u7387\u8def\u5f84\u4e3a\u4f8b\uff0c\u5728\u7f16\u7801\u9636\u6bb5\uff0c\u901a\u8fc7\u591a\u4e2a\u4e00\u7ef4\u5377\u79ef\u5c42\u9010\u6b65\u4e0b\u91c7\u6837\u9891\u7387\u7ef4\u5ea6\uff0c\u63d0\u53d6\u591a\u5c3a\u5ea6\u7684\u58f0\u5b66\u7279\u5f81\u3002\u5728\u878d\u5408\u9636\u6bb5\uff0c\u4f7f\u7528\u9009\u62e9\u6027\u6ce8\u610f\u529b\u673a\u5236\u5c06\u5c40\u90e8\u7279\u5f81\u548c\u5168\u5c40\u7279\u5f81\u8fdb\u884c\u878d\u5408\uff0c\u751f\u6210\u5305\u542b\u591a\u5c3a\u5ea6\u4fe1\u606f\u7684\u7279\u5f81\u3002\u5728\u89e3\u7801\u9636\u6bb5\uff0c\u901a\u8fc7\u4e0a\u91c7\u6837\u548c\u5377\u79ef\u64cd\u4f5c\u9010\u6b65\u6062\u590d\u9891\u7387\u7ef4\u5ea6\uff0c\u6700\u7ec8\u8f93\u51fa\u589e\u5f3a\u540e\u7684\u9891\u7387\u7279\u5f81\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-69c82041d4b867d06e9fd1fea75599fb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-69c82041d4b867d06e9fd1fea75599fb.png\"><\/a><\/p>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/sup><em><sup>MSA \u6a21\u5757\u5185\u90e8\u7ec6\u8282\uff08\u4ee5\u9891\u7387\u8def\u5f84\u4e3a\u4f8b\uff09<\/sup><\/em><\/p>\n<p><strong>\u5168\u9891 \/ \u5e27\u6ce8\u610f\u529b\u6a21\u5757\uff08F\u00b3A\uff09<\/strong><\/p>\n<p>\u4e3a\u4e86\u6355\u6349\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\uff0cTIGER \u91c7\u7528\u4e86\u5168 \/ \u9891\u5e27\u6ce8\u610f\u529b\u6a21\u5757\uff08F\u00b3A\uff09\u3002\u540c\u6837\u4ee5\u9891\u7387\u8def\u5f84\u4e3a\u4f8b\uff0c\u9996\u5148\u91c7\u7528\u4e8c\u7ef4\u5377\u79ef\u5c06\u8f93\u5165\u7279\u5f81\u8f6c\u6362\u4e3a\u67e5\u8be2\uff08Query\uff09\u3001\u952e\uff08Key\uff09\u548c\u503c\uff08Value\uff09\uff0c\u7136\u540e\u5c06\u7279\u5f81\u7ef4\u5ea6\u548c\u65f6\u95f4\u7ef4\u5ea6\u5408\u5e76\uff0c\u5f97\u5230\u6bcf\u4e2a\u9891\u5e26\u5bf9\u5e94\u7684\u5168\u5e27\u4fe1\u606f\u3002<\/p>\n<p>\u901a\u8fc7\u81ea\u6ce8\u610f\u673a\u5236\u8ba1\u7b97\u9891\u7387\u7ef4\u5ea6\u4e0a\u7684\u6ce8\u610f\u529b\u6743\u91cd\uff0c\u7528\u4e8e\u52a0\u5f3a\u9891\u5e26\u95f4\u5173\u7cfb\u7684\u6355\u6349\uff0c\u63d0\u5347\u8bed\u97f3\u5206\u79bb\u7684\u6548\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b5f8c450405cbfb09b679841d2927884.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b5f8c450405cbfb09b679841d2927884.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 F\u00b3A \u6a21\u5757\u5185\u90e8\u7ec6\u8282\uff08\u4ee5\u9891\u7387\u8def\u5f84\u4e3a\u4f8b\uff09<\/sup><\/em><\/p>\n<p><strong>EchoSet\uff1a\u66f4\u63a5\u8fd1\u771f\u5b9e\u58f0\u5b66\u573a\u666f<\/strong><\/p>\n<p><strong>\u7684\u8bed\u97f3\u5206\u79bb\u6570\u636e\u96c6<\/strong><\/p>\n<p>\u73b0\u6709\u7684\u8bed\u97f3\u5206\u79bb\u6570\u636e\u96c6\u5f80\u5f80\u4e0e\u771f\u5b9e\u4e16\u754c\u7684\u58f0\u5b66\u73af\u5883\u5b58\u5728\u8f83\u5927\u5dee\u8ddd\uff0c\u5bfc\u81f4\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3\u3002\u4e3a\u4e86\u66f4\u771f\u5b9e\u5730\u6a21\u62df\u590d\u6742\u58f0\u5b66\u73af\u5883\u4e2d\u7684\u8bed\u97f3\u5206\u79bb\u4efb\u52a1\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 EchoSet \u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u4e0d\u4ec5\u5305\u542b\u566a\u58f0\uff0c\u8fd8\u6a21\u62df\u4e86\u771f\u5b9e\u7684\u6df7\u54cd\u6548\u679c\uff08\u5982\u8003\u8651\u7269\u4f53\u906e\u6321\u548c\u6750\u6599\u7279\u6027\uff09\uff0c\u5e76\u4e14\u8bf4\u8bdd\u4eba\u4e4b\u95f4\u8bed\u97f3\u91cd\u53e0\u6bd4\u4f8b\u662f\u968f\u673a\u7684\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-148e80a1eadf56c5347bef540f215d66.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-148e80a1eadf56c5347bef540f215d66.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u4e0d\u540c\u6570\u636e\u96c6\u7279\u6027\u5bf9\u6bd4<\/sup><\/em><\/p>\n<p>EchoSet \u6570\u636e\u96c6\u7684\u6784\u5efa\u57fa\u4e8e SoundSpaces 2.0 \u5e73\u53f0 [2] \u548c Matterport3D \u573a\u666f\u6570\u636e\u96c6 [3]\uff0c\u80fd\u591f\u6a21\u62df\u4e0d\u540c\u58f0\u5b66\u73af\u5883\u4e2d\u7684\u8bed\u97f3\u6df7\u54cd\u6548\u679c\u3002\u901a\u8fc7\u968f\u673a\u91c7\u6837\u8bed\u97f3\u548c\u566a\u58f0\uff0c\u5e76\u8003\u8651\u623f\u95f4\u7684\u51e0\u4f55\u5f62\u72b6\u548c\u6750\u6599\u7279\u6027\uff0cEchoSet \u6570\u636e\u96c6\u751f\u6210\u4e86\u5305\u542b 20,268 \u6761\u8bad\u7ec3\u8bed\u97f3\u30014,604 \u6761\u9a8c\u8bc1\u8bed\u97f3\u548c 2,650 \u6761\u6d4b\u8bd5\u8bed\u97f3\u7684\u9ad8\u4fdd\u771f\u6570\u636e\u96c6\u3002<\/p>\n<p>\u5b9e\u9a8c\u8868\u660e\uff0c\u4f7f\u7528 EchoSet \u8bad\u7ec3\u7684\u6a21\u578b\u5728\u771f\u5b9e\u4e16\u754c\u6570\u636e\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u6570\u636e\u96c6\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u9a8c\u8bc1\u4e86 EchoSet \u7684\u5b9e\u7528\u4ef7\u503c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cdfa80ce6752f3bc554584de6777bf5e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cdfa80ce6752f3bc554584de6777bf5e.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5e38\u89c1\u8bed\u97f3\u5206\u79bb\u6a21\u578b\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u540e\uff0c\u5728\u771f\u5b9e\u4e16\u754c\u91c7\u96c6\u6570\u636e\u4e0a\u7684\u6cdb\u5316\u6027\u80fd\u6bd4\u8f83<\/sup><\/em><\/p>\n<p><strong>\u5b9e\u9a8c<\/strong><\/p>\n<p>\u7814\u7a76\u56e2\u961f\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u5bf9 TIGER \u8fdb\u884c\u4e86\u5168\u9762\u8bc4\u4f30\uff0c\u5305\u62ec Libri2Mix\u3001LRS2-2Mix \u548c EchoSet\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u968f\u7740\u6570\u636e\u96c6\u7684\u590d\u6742\u6027\u589e\u52a0\uff0cTIGER \u7684\u6027\u80fd\u4f18\u52bf\u8d8a\u52a0\u663e\u8457\u3002\u5728 EchoSet \u6570\u636e\u96c6\u4e0a\uff0cTIGER \u7684\u6027\u80fd\u6bd4 TF-GridNet \u63d0\u5347\u4e86\u7ea6 5%\uff0c\u540c\u65f6\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u91cf\u5206\u522b\u51cf\u5c11\u4e86 94.3% \u548c 95.3%\u3002\u5728\u771f\u5b9e\u4e16\u754c\u91c7\u96c6\u7684\u6570\u636e\u4e0a\uff08\u89c1\u4e0a\u56fe\uff09\uff0cTIGER \u540c\u6837\u8868\u73b0\u51fa\u4e86\u6700\u4f73\u7684\u5206\u79bb\u6027\u80fd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d8e2ee122d82d87b5c0bf58237ceaf67.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d8e2ee122d82d87b5c0bf58237ceaf67.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cf9a4128dc4d3ca84f9ed2a3efaeb9a7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cf9a4128dc4d3ca84f9ed2a3efaeb9a7.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5e38\u89c1\u8bed\u97f3\u5206\u79bb\u6a21\u578b\u6027\u80fd\u548c\u6548\u7387\u6bd4\u8f83<\/sup><\/em><\/p>\n<p>\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u8fdb\u4e00\u6b65\u538b\u7f29\u53c2\u6570\uff0c\u63a2\u7d22\u4e86 TIGER \u7684\u8f7b\u91cf\u5316\u6f5c\u529b\u3002\u5728 100K \u7684\u53c2\u6570\u89c4\u6a21\u4e0b\uff0cTIGER\uff08tiny\uff09\u5728 Echoset \u4e0a\u7684\u6027\u80fd\u663e\u8457\u4f18\u4e8e\u57fa GC3 \u65b9\u6cd5 [4] \u538b\u7f29\u7684 SudoRM-RF \u6a21\u578b [5]\uff0c\u8868\u660e TIGER \u5728\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u6210\u672c\u8f83\u4f4e\u7684\u60c5\u51b5\u4e0b\uff0c\u4ecd\u80fd\u63d0\u4f9b\u5353\u8d8a\u7684\u8bed\u97f3\u5206\u79bb\u6027\u80fd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d5a205bd030b5c7cb1073b92abea5fd4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d5a205bd030b5c7cb1073b92abea5fd4.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0SudoRM-RF + GC3 \u4e0e TIGER (tiny) \u7684\u6027\u80fd\u548c\u6548\u7387\u6bd4\u8f83<\/sup><\/em><\/p>\n<p>\u6b64\u5916\uff0cTIGER \u5728\u7535\u5f71\u97f3\u9891\u5206\u79bb\u4efb\u52a1\u4e2d\u4e5f\u8868\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cTIGER \u5728\u5206\u79bb\u7535\u5f71\u97f3\u9891\u4e2d\u7684\u8bed\u97f3\u3001\u97f3\u4e50\u548c\u97f3\u6548\u65f6\uff0c\u5728\u4fdd\u6301\u8f7b\u91cf\u7684\u60c5\u51b5\u4e0b\uff0c\u6027\u80fd\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u6a21\u578b\uff0c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u5176\u5728\u590d\u6742\u58f0\u5b66\u73af\u5883\u4e2d\u7684\u9002\u7528\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3b8a812a6b8da1bf88082efde458a625.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3b8a812a6b8da1bf88082efde458a625.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0TIGER \u5728\u7535\u5f71\u97f3\u9891\u5206\u79bb\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u548c\u6548\u7387<\/sup><\/em><a href=\"https:\/\/mp.weixin.qq.com\/s\/u_EyPe41-hbHUdocWpgrFA?token=19336718&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-8ce1aea5ed71447aa5f83ac194542d11.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-8ce1aea5ed71447aa5f83ac194542d11.png\"><\/a><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u300a\u6d41\u6d6a\u5730\u7403 2\u300b\u5ba3\u4f20\u7247\u539f\u7247<\/sup><\/em><sup>\u00a0<\/sup><a href=\"https:\/\/mp.weixin.qq.com\/s\/u_EyPe41-hbHUdocWpgrFA?token=19336718&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a5ed3baf4eda129cedfb97115c7b1199.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a5ed3baf4eda129cedfb97115c7b1199.png\"><\/a><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u7528 TIGER \u5206\u79bb\u51fa\u300a\u6d41\u6d6a\u5730\u7403 2\u300b\u5ba3\u4f20\u7247\u4e2d\u4eba\u58f0\u7684\u6548\u679c<\/sup><\/em>\u00a0<a href=\"https:\/\/mp.weixin.qq.com\/s\/u_EyPe41-hbHUdocWpgrFA?token=19336718&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9de2717ec53423610cf53a9128df01f8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9de2717ec53423610cf53a9128df01f8.png\"><\/a><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u7528 TIGER \u5206\u79bb\u300a\u6d41\u6d6a\u5730\u7403 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\u5728\u590d\u6742\u58f0\u5b66\u73af\u5883\u4e2d\u7684\u8868\u73b0\u4f18\u4e8e\u73b0\u6709\u6a21\u578b\uff0c\u5e76\u4e14\u5728\u8ba1\u7b97\u8d44\u6e90\u53d7\u9650\u7684\u573a\u666f\u4e0b\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u524d\u666f\u3002<\/p>\n<p><em><sup>\u53c2\u8003\u6587\u732e<\/sup><\/em><\/p>\n<p><sup><em>[1] Zhong-Qiu Wang, Samuele Cornell, Shukjae Choi, Younglo Lee, Byeong-Yeol Kim, and Shinji Watanabe. Tf-gridnet: Making time-frequency domain models great again for monaural speaker separation. In International Conference on Acoustics, Speech and Signal Processing, pp. 1\u20135. IEEE, 2023.<\/em><\/sup><\/p>\n<p><sup><em>[2] Changan Chen, Carl Schissler, Sanchit Garg, Philip Kobernik, Alexander Clegg, Paul Calamia, Dhruv Batra, Philip Robinson, and Kristen Grauman. Soundspaces 2.0: A simulation platform for visual-acoustic learning. In Advances in Neural Information Processing Systems, volume 35, pp. 8896\u20138911, 2022.<\/em><\/sup><\/p>\n<p><sup><em>[3] Angel Chang, Angela Dai, Thomas Funkhouser, Maciej Halber, Matthias Niebner, Manolis Savva, Shuran Song, Andy Zeng, and Yinda Zhang. Matterport3d: Learning from rgb-d data in indoor environments. In International Conference on 3D Vision, pp. 667\u2013676. IEEE, 2017.<\/em><\/sup><\/p>\n<p><sup><em>[4] Yi Luo, Cong Han, and Nima Mesgarani. Group communication with context codec for lightweight source separation. IEEE\/ACM Transactions on Audio, Speech, and Language Processing, 29: 1752\u20131761, 2021.<\/em><\/sup><\/p>\n<p><em><sup>[5] Efthymios Tzinis, Zhepei Wang, and Paris Smaragdis. Sudo rm-rf: Efficient networks for universal audio source separation. In IEEE 30th International Workshop on Machine Learning for Signal Processing, pp. 1\u20136. 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