{"id":28350,"date":"2025-09-05T22:57:00","date_gmt":"2025-09-05T14:57:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=28350"},"modified":"2025-09-09T17:17:49","modified_gmt":"2025-09-09T09:17:49","slug":"moss-ttsd","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/09\/05\/moss-ttsd\/","title":{"rendered":"MOSS-TTSD \u4e2d\u82f1\u53cc\u8bed\u53e3\u8bed\u5bf9\u8bdd\u5408\u6210\u6a21\u578b"},"content":{"rendered":"\n<ul class=\"has-light-gray-background-color has-background\"><li><strong>\u9879\u76ee\u5730\u5740\uff1a<\/strong><a href=\"https:\/\/github.com\/OpenMOSS\/MOSS-TTSD\">https:\/\/github.com\/OpenMOSS\/MOSS-TTSD<\/a><\/li><li><strong>\u5728\u7ebf\u4f53\u9a8c\uff1a<\/strong><a href=\"https:\/\/huggingface.co\/spaces\/fnlp\/MOSS-TTSD\">https:\/\/huggingface.co\/spaces\/fnlp\/MOSS-TTSD<\/a><\/li><li><strong>Blog:<\/strong> <a href=\"https:\/\/www.open-moss.com\/en\/moss-ttsd\/\">https:\/\/www.open-moss.com\/en\/moss-ttsd\/<\/a><\/li><\/ul>\n\n\n\n<p>\u5f53\u524d\u7684\u6587\u672c\u5230\u8bed\u97f3\uff08TTS\uff09\u6a21\u578b\u5728\u5355\u53e5\u6216\u5b64\u7acb\u6bb5\u843d\u7684\u8bed\u97f3\u751f\u6210\u6548\u679c\u4e0a\u53d6\u5f97\u4e86\u4ee4\u4eba\u77a9\u76ee\u7684\u8fdb\u5c55\uff0c\u5408\u6210\u8bed\u97f3\u7684\u81ea\u7136\u5ea6\u3001\u6e05\u6670\u5ea6\u548c\u8868\u73b0\u529b\u90fd\u5df2\u663e\u8457\u63d0\u5347\uff0c\u751a\u81f3\u63a5\u8fd1\u771f\u4eba\u6c34\u5e73\u3002\u4e0d\u8fc7\uff0c\u7531\u4e8e\u7f3a\u4e4f\u6574\u4f53\u7684\u5bf9\u8bdd\u60c5\u5883\uff0c\u8fd9\u4e9b TTS \u6a21\u578b\u4ecd\u7136\u65e0\u6cd5\u5408\u6210\u9ad8\u8d28\u91cf\u7684\u5bf9\u8bdd\u8bed\u97f3\u3002<\/p>\n\n\n\n<p>MOSS-TTSD \u662f\u4e00\u4e2a\u53e3\u8bed\u5bf9\u8bdd\u8bed\u97f3\u751f\u6210\u6a21\u578b\uff0c\u5b9e\u73b0\u4e86\u4e2d\u82f1\u53cc\u8bed\u7684\u9ad8\u8868\u73b0\u529b<strong>\u5bf9\u8bdd\u8bed\u97f3\u751f\u6210<\/strong>\uff0c\u652f\u6301\u96f6\u6837\u672c\u591a\u8bf4\u8bdd\u4eba\u97f3\u8272\u514b\u9686\uff0c\u58f0\u97f3\u4e8b\u4ef6\u63a7\u5236\u4ee5\u53ca\u957f\u8bed\u97f3\u751f\u6210\u3002\u4e0e\u4f20\u7edf TTS \u6a21\u578b\u53ea\u80fd\u751f\u6210\u5355\u53e5\u8bed\u97f3\u4e0d\u540c\uff0cMOSS-TTSD <strong>\u80fd\u591f\u6839\u636e\u5b8c\u6574\u7684\u591a\u4eba\u5bf9\u8bdd\u6587\u672c\uff0c\u76f4\u63a5\u751f\u6210\u9ad8\u8d28\u91cf\u5bf9\u8bdd\u8bed\u97f3<\/strong>\uff0c\u5e76\u51c6\u786e\u6355\u6349\u5bf9\u8bdd\u4e2d\u7684\u97f5\u5f8b\u53d8\u5316\u548c\u8bed\u8c03\u7279\u6027\uff0c\u5b9e\u73b0\u8d85\u9ad8\u62df\u4eba\u5ea6\u7684\u903c\u771f\u5bf9\u8bdd\u8bed\u97f3\u5408\u6210\u3002<\/p>\n\n\n\n<p><strong>\u4eae\u70b9<\/strong>\uff1a<a href=\"https:\/\/github.com\/OpenMOSS\/MOSS-TTSD\/blob\/main\/README_zh.md#%E4%BA%AE%E7%82%B9\"><\/a><\/p>\n\n\n\n<ul><li><strong>\u9ad8\u8868\u73b0\u529b\u5bf9\u8bdd\u8bed\u97f3<\/strong>\uff1a\u57fa\u4e8e<strong>\u7edf\u4e00\u8bed\u4e49-\u58f0\u5b66\u795e\u7ecf\u97f3\u9891Codec<\/strong>\u3001\u9884\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u3001\u767e\u4e07\u5c0f\u65f6TTS\u6570\u636e\u4e0e\u7ea640\u4e07\u5c0f\u65f6\u7684\u771f\u5b9e\/\u5408\u6210\u5bf9\u8bdd\u8bed\u97f3\u6570\u636e\uff0cMOSS-TTSD\u80fd\u591f\u751f\u6210\u9ad8\u8868\u73b0\u529b\uff0c\u9ad8\u81ea\u7136\u5ea6\uff0c\u5177\u6709\u81ea\u7136\u5bf9\u8bdd\u97f5\u5f8b\u7684\u62df\u4eba\u5bf9\u8bdd\u8bed\u97f3\u3002<\/li><li><strong>\u53cc\u8bf4\u8bdd\u4eba\u96f6\u6837\u672c\u58f0\u97f3\u514b\u9686<\/strong>\uff1aMOSS-TTSD\u652f\u6301\u96f6\u6837\u672c\u53cc\u8bf4\u8bdd\u4eba\u514b\u9686\uff0c\u6309\u811a\u672c\u7cbe\u786e\u8fdb\u884c\u89d2\u8272\/\u58f0\u7ebf\u5207\u6362\u3002\u53ea\u9700\u8981\u63d0\u4f9b10\u523020\u79d2\u7684\u53c2\u8003\u97f3\u9891\u7247\u6bb5\u3002<\/li><li><strong>\u4e2d\u82f1\u53cc\u8bed<\/strong>\uff1aMOSS-TTSD\u652f\u6301\u4e2d\u82f1\u4e24\u79cd\u8bed\u8a00\u7684\u9ad8\u8868\u73b0\u529b\u8bed\u97f3\u751f\u6210\u3002<\/li><li><strong>\u957f\u97f3\u9891\u751f\u6210<\/strong>\uff1a\u5f97\u76ca\u4e8e<strong>\u4f4e\u7801\u7387Codec<\/strong>\u4e0e\u8bad\u7ec3\u6846\u67b6\u4f18\u5316\uff0cMOSS-TTSD\u5728\u957f\u97f3\u9891\u751f\u6210\u573a\u666f\u8fdb\u884c\u4e86\u5927\u91cf\u8bad\u7ec3\uff08\u8bad\u7ec3\u6700\u5927\u957f\u5ea6\u8fbe\u5230960s\uff09\uff0c\u80fd\u591f\u5355\u6b21\u751f\u6210\u8d85\u957f\u97f3\u9891\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u6a21\u578b\u6982\u89c8<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/model_overview-1024x695.png\" alt=\"\" class=\"wp-image-28543\" width=\"690\" height=\"468\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/model_overview-1024x695.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/model_overview-300x204.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/model_overview-768x521.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/model_overview-1536x1043.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/model_overview-2048x1390.png 2048w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><figcaption>1&nbsp;\u6a21\u578b\u7ed3\u6784\u6982\u89c8\uff1a\u57fa\u4e8eQwen3-1.7B-base\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f7f\u7528\u516b\u5c42RVQ\u7801\u672c\u8fdb\u884c\u8bed\u97f3\u79bb\u6563\u5316\uff0c\u4f7f\u7528\u81ea\u56de\u5f52\u52a0Delay Pattern\u8fdb\u884c\u8bed\u97f3token\u751f\u6210\uff0c\u6700\u540e\u4f7f\u7528Tokenizer\u7684\u89e3\u7801\u5668\u5c06\u8bed\u97f3token\u8fd8\u539f\u4e3a\u8bed\u97f3\u3002<\/figcaption><\/figure>\n\n\n\n<p>MOSS-TTSD \u4f7f\u7528\u5b8c\u5168\u79bb\u6563\u5316\u7684\u65b9\u5f0f\u8fdb\u884c\u8bed\u97f3\u751f\u6210\u3002\u6211\u4eec\u8bad\u7ec3\u4e86\u4e00\u4e2a8\u5c42 RVQ \u7684\u97f3\u9891 Codec\uff1aXY-Tokenizer\uff0c\u6765\u5bf9\u539f\u59cb\u97f3\u9891\u8fdb\u884c\u91cf\u5316\u3002 XY-Tokenizer \u80fd\u591f\u540c\u65f6\u7f16\u7801\u8bed\u97f3\u7684\u8bed\u4e49\u548c\u58f0\u5b66\u4fe1\u606f\uff0c\u5e76\u5177\u6709\u8f83\u4f4e\u7684\u6bd4\u7279\u7387\uff081kbps\uff09\uff0c\u8fd9\u4f7f\u5f97LLM\u80fd\u591f\u6709\u6548\u5730\u5b66\u4e60\u97f3\u9891\u5e8f\u5217\u5e76\u5efa\u6a21\u7ec6\u8282\u58f0\u5b66\u7279\u5f81\u3002 \u5728\u5e8f\u5217\u5efa\u6a21\u65b9\u9762\uff0c\u53d7\u5230 MusicGen&nbsp;\u548c VOICECRAFT\u7684\u542f\u53d1\uff0c\u6211\u4eec\u4f7f\u7528<strong>\u81ea\u56de\u5f52\u5efa\u6a21\u52a0\u591a\u5934 Delay \u7684\u65b9\u5f0f\u8fdb\u884c\u8bed\u97f3 token \u751f\u6210<\/strong>\u3002<\/p>\n\n\n\n<p> <strong>\u8bed\u97f3\u79bb\u6563\u5316: XY-Tokenizer<\/strong>\uff1a<\/p>\n\n\n\n<p>\u4e3a\u4e86\u7edf\u4e00\u5efa\u6a21\u8bed\u97f3\u7684\u8bed\u4e49\u548c\u58f0\u5b66\u4fe1\u606f\uff0c\u5e76\u5b9e\u73b0\u4f4e\u6bd4\u7279\u7387\uff0c\u6211\u4eec\u6784\u5efa\u4e86 <strong>XY-Tokenizer\uff0c\u5b83\u4f7f\u7528\u4e86\u53cc\u8def Whisper Encoder \u8fdb\u884c\u8bed\u97f3\u7f16\u7801\uff0c8\u5c42 RVQ \u91cf\u5316\uff0c\u4e24\u9636\u6bb5\u591a\u4efb\u52a1\u5b66\u4e60\u7684\u65b9\u5f0f\u8fdb\u884c\u8bad\u7ec3<\/strong>\u3002\u5b9e\u73b0\u4e86 1kbps \u7684\u6bd4\u7279\u7387\u548c 12.5Hz \u7684\u5e27\u7387[1024\u7801\u672c\u5927\u5c0f]\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"727\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/xy_tokenizer-1024x727.png\" alt=\"\" class=\"wp-image-28552\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/xy_tokenizer-1024x727.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/xy_tokenizer-300x213.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/xy_tokenizer-768x545.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/xy_tokenizer-1536x1091.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/xy_tokenizer-2048x1455.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>XY-Tokenizer \u91c7\u7528\u4e86\u4e24\u9636\u6bb5\u591a\u4efb\u52a1\u5b66\u4e60\u7684\u65b9\u5f0f\u8fdb\u884c\u8bad\u7ec3\u3002<strong>\u7b2c\u4e00\u9636\u6bb5\uff08\u4e0a\u534a\u90e8\u5206\uff09\u8bad\u7ec3ASR\u4efb\u52a1\u548c\u91cd\u5efa\u4efb\u52a1\uff0c\u8ba9\u7f16\u7801\u5668\u5728\u7f16\u7801\u8bed\u4e49\u4fe1\u606f\u7684\u540c\u65f6\u4fdd\u7559\u7c97\u7c92\u5ea6\u7684\u58f0\u5b66\u4fe1\u606f\u3002\u7b2c\u4e8c\u9636\u6bb5\uff08\u4e0b\u534a\u90e8\u5206\uff09\u6211\u4eec\u56fa\u5b9a\u4f4f\u7f16\u7801\u5668\u548c\u91cf\u5316\u5c42\u90e8\u5206\uff0c\u53ea\u8bad\u7ec3\u89e3\u7801\u5668\u90e8\u5206\u3002\u901a\u8fc7\u91cd\u5efa\u635f\u5931\u548c GAN \u635f\u5931\uff0c\u5229\u7528\u751f\u6210\u5f0f\u6a21\u578b\u7684\u80fd\u529b\u8865\u5145\u7ec6\u7c92\u5ea6\u58f0\u5b66\u4fe1\u606f\u3002<\/strong><\/figcaption><\/figure>\n\n\n\n<p>\u6211\u4eec\u6269\u5c55\u4e86Codec\u8bad\u7ec3\u7684\u6570\u636e\u91cf\uff0c\u4f7f\u7528\u4e8610\u4e07\u5c0f\u65f6\u5e26\u6709\u8f6c\u5f55\u6587\u672c\u7684\u8bed\u97f3\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002\u4e0b\u8868\u5bf9\u6bd4\u4e86\u5728<strong>LibriSpeech\u6d4b\u8bd5\u96c6\u4e0a\u4e0d\u540c Codec \u5728\u8bed\u4e49\u548c\u58f0\u5b66\u6027\u80fd\u4e0a\u7684\u8868<\/strong>\u73b0\u3002WER\u4e3aASR\u4efb\u52a1\u4e2d\u7684\u8bcd\u9519\u8bef\u7387\uff0cWER\u8d8a\u4f4e\u8868\u793a\u8bed\u97f3 token \u7684\u8bed\u4e49\u4fe1\u606f\u4e0e\u6587\u672c\u5bf9\u9f50\u7a0b\u5ea6\u66f4\u597d\u3002\u7c97\u4f53\u4e3a\u4f4e\u6bd4\u7279\u7387 Codec \u7ec4\u4e2d\u7684\u6700\u4f18\u6216\u6b21\u4f18\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"732\" height=\"457\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image.png\" alt=\"\" class=\"wp-image-28556\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image.png 732w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-300x187.png 300w\" sizes=\"(max-width: 732px) 100vw, 732px\" \/><figcaption>XY-Tokenizer \u662f\u57281kbps\uff0c12.5Hz\u7684\u5e27\u7387\u4e0b\u540c\u65f6\u5efa\u6a21\u8bed\u4e49\u548c\u58f0\u5b66\u4fe1\u606f\u6027\u80fd\u6700\u597d\u7684 Codec \uff0c\u5728\u8bed\u4e49\u548c\u58f0\u5b66\u6307\u6807\u4e0a\u90fd\u53d6\u5f97\u4e86\u6700\u4f18\u6216\u6b21\u4f18\u7684\u7ed3\u679c\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u66f4\u597d\u5730\u7f16\u7801\u548c\u91cd\u5efa\u590d\u6742\u7684\u5bf9\u8bdd\u97f3\u9891\uff0c\u6211\u4eec\u6269\u5c55\u4e8650\u4e07\u5c0f\u65f6\u65e0\u8f6c\u5f55\u97f3\u9891\u6570\u636e\u8fdb\u884c\u589e\u5f3a\u8bad\u7ec3\uff0c\u6269\u5c55 Codec \u5bf9\u4e8e\u590d\u6742\u97f3\u9891\u548c\u573a\u666f\u7684\u5904\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5f97<strong>\u76ca\u4e8eCodec\u7684\u8d85\u4f4e\u6bd4\u7279\u7387\uff0c\u6211\u4eec\u6a21\u578b\u7684\u8bad\u7ec3\u957f\u5ea6\u6700\u957f\u8fbe\u5230\u4e86960s\u7684\u97f3\u9891<\/strong>\uff0c\u8fd9\u4f7f\u5f97\u6211\u4eec\u7684\u6a21\u578b\u53ef\u4ee5\u4e00\u6b21\u6027\u5730\u751f\u6210\u8d85\u957f\u7684\u8bed\u97f3\uff0c\u907f\u514d\u4e86\u62fc\u63a5\u8bed\u97f3\u7247\u6bb5\u4e4b\u95f4\u7684\u4e0d\u81ea\u7136\u8fc7\u6e21\u3002<\/p>\n\n\n\n<p id=\"data_pipeline\"><strong>\u6570\u636e\u5de5\u7a0b<\/strong>\uff1a<\/p>\n\n\n\n<p>TTS \u6a21\u578b\u7684\u6027\u80fd\u4e0e\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u548c\u6570\u91cf\u6709\u7740\u5bc6\u5207\u7684\u5173\u7cfb\uff0c\u4e3a\u4e86\u89c4\u6a21\u5316\u9ad8\u8d28\u91cf TTS \u6570\u636e\u548c TTSD \u6570\u636e\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u9ad8\u6548\u7684\u6570\u636e\u5904\u7406\u6d41\u6c34\u7ebf\uff0c\u53ef\u4ee5\u4ece\u6d77\u91cf\u539f\u59cb\u97f3\u9891\u4e2d\u51c6\u786e\u7b5b\u9009\u51fa\u5355\u4eba\u8bed\u97f3\u548c\u591a\u4eba\u5bf9\u8bdd\u8bed\u97f3\u5e76\u8fdb\u884c\u6807\u6ce8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"493\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/data_pipeline-1024x493.png\" alt=\"\" class=\"wp-image-28562\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/data_pipeline-1024x493.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/data_pipeline-300x144.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/data_pipeline-768x370.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/data_pipeline-1536x739.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/data_pipeline-2048x985.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5bf9\u4e8e\u539f\u59cb\u97f3\u9891\uff0c\u6211\u4eec\u9996\u5148\u4f7f\u7528\u5185\u90e8\u7684\u8bf4\u8bdd\u4eba\u5206\u79bb\u6a21\u578b\u8fdb\u884c\u8bed\u97f3\u5206\u6bb5\u548c\u8bf4\u8bdd\u4eba\u6807\u6ce8\u3002 \u57fa\u4e8e\u9884\u8bad\u7ec3\u57fa\u6a21\uff0c\u6211\u4eec\u7684\u8bf4\u8bdd\u4eba\u5206\u79bb\u6a21\u578b\u6027\u80fd\u5df2\u7ecf\u4f18\u4e8e\u5f00\u6e90\u8bf4\u8bdd\u4eba\u5206\u79bb\u6a21\u578b pyannote-speaker-diarization-3.1 \u53ca\u5176\u5546\u7528\u7248\u672c pyannoteAI \u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"648\" height=\"385\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-1.png\" alt=\"\" class=\"wp-image-28564\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-1.png 648w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-1-300x178.png 300w\" sizes=\"(max-width: 648px) 100vw, 648px\" \/><figcaption>\u8bf4\u8bdd\u4eba\u5206\u79bb\u6a21\u578b\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u7684 DER(Diarization Error Rate) \u7ed3\u679c\uff08\u8d8a\u4f4e\u8d8a\u597d\uff09\uff0c\u6211\u4eec\u7684\u6a21\u578b\u5728\u56db\u4e2a\u6d4b\u8bd5\u96c6\u4e0a\u90fd\u53d6\u5f97\u4e86\u6700\u4f18\u6027\u80fd<\/figcaption><\/figure>\n\n\n\n<p>\u6211\u4eec\u4f7f\u7528 DNSMOS \u5206\u6570\u6765\u4f5c\u4e3a\u8bed\u97f3\u8d28\u91cf\u7684\u8bc4\u4f30\u6807\u51c6\uff0c\u6211\u4eec\u5047\u8bbe DNSMOS \u5206\u6570\u9ad8\u7684\u8bed\u97f3\u5927\u6982\u7387\u4e0d\u5305\u542b\u80cc\u666f\u566a\u58f0\u3002 \u4e3a\u4e86\u4fdd\u8bc1\u8bed\u97f3\u7684\u8d28\u91cf\u548c\u8f83\u5c11\u7684\u566a\u58f0\uff0c\u6211\u4eec<strong>\u53ea\u4fdd\u7559 DNSMOS &gt;=2.8\u7684\u8bed\u97f3\u7247\u6bb5<\/strong>\u3002 \u5bf9\u4e8e\u9ad8\u8d28\u91cf\u7684\u97f3\u9891\u7247\u6bb5\uff0c\u6211\u4eec\u76f4\u63a5\u5bf9\u8bed\u97f3\u8fdb\u884c\u8f6c\u5f55\uff0c\u4f5c\u4e3a TTS \u8bad\u7ec3\u6570\u636e\u3002 \u6b64\u5916\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u5957\u89c4\u5219\u6765\u5c06<strong> Diarization \u5206\u79bb\u7684\u8bed\u97f3\u7247\u6bb5\u7ec4\u5408\u6210\u53cc\u4eba\u5bf9\u8bdd\u7684\u7247\u6bb5\u7528\u4f5c TTSD \u8bad\u7ec3\uff0c\u8fd9\u6837\u5f97\u5230\u7684\u5bf9\u8bdd\u7247\u6bb5\u6211\u4eec\u79f0\u4e4b\u4e3a\u7c97\u7c92\u5ea6\u5bf9\u8bdd\u7247\u6bb5<\/strong>\u3002 \u867d\u7136\u8bf4\u8bdd\u4eba\u5206\u79bb\u6a21\u578b\u80fd\u591f\u8f83\u51c6\u786e\u5730\u5206\u79bb\u8bf4\u8bdd\u4eba\uff0c\u4f46\u662f\u6211\u4eec\u53d1\u73b0\u5b83\u5bf9\u4e00\u4e9b\u8f83\u77ed\u7684 Backchannel \u4e0d\u662f\u7279\u522b\u654f\u611f\uff0c\u5b58\u5728\u6f0f\u5206\u79bb\u7684\u60c5\u51b5\u3002 \u6b64\u5916\uff0c\u5f53\u524d\u7684 ASR \u6a21\u578b\u65e0\u6cd5\u51c6\u786e\u5730\u8f6c\u5f55\u5bf9\u8bdd\u4e2d\u91cd\u53e0\u7684\u8bed\u97f3\u3002 \u56e0\u6b64\uff0c\u53d7 Parakeet[4]&nbsp;\u7684\u542f\u53d1\uff0c\u6211\u4eec\u8bad\u7ec3\u4e86\u4e2d\u6587\u7248\u7684 Whisper-d \u6a21\u578b\u6765\u5bf9\u4e2d\u6587\u6570\u636e\u8fdb\u884c\u7ec6\u7c92\u5ea6\u8bf4\u8bdd\u4eba\u6807\u6ce8\u548c\u6587\u672c\u8f6c\u5f55\u3002\u5bf9\u4e8e\u82f1\u6587\u6570\u636e\u6211\u4eec\u76f4\u63a5\u4f7f\u7528 Parakeet \u7684\u5f00\u6e90 Whisper-d\u3002 \u6700\u7ec8\uff0c\u6211\u4eec\u4f7f\u7528\u8bf4\u8bdd\u4eba\u5206\u79bb\u6a21\u578b\u7684\u7c97\u7c92\u5ea6\u6807\u7b7e\u548c Whipser-d \u6a21\u578b\u7684\u7ec6\u7c92\u5ea6\u6807\u7b7e\u6765\u5c06\u77ed\u5bf9\u8bdd\u7247\u6bb5\u7ec4\u6210\u957f\u5bf9\u8bdd\u7247\u6bb5\u3002<\/p>\n\n\n\n<p><strong>TTS \u9884\u8bad\u7ec3<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"604\" height=\"217\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-2.png\" alt=\"\" class=\"wp-image-28569\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-2.png 604w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-2-300x108.png 300w\" sizes=\"(max-width: 604px) 100vw, 604px\" \/><figcaption>TTS \u9884\u8bad\u7ec3\u6a21\u578b\u5728 Seed-tts-eval \u6d4b\u8bd5\u96c6\u4e0a\u7684\u8bcd\u9519\u8bef\u7387\u5bf9\u6bd4\uff08\u8d8a\u4f4e\u8d8a\u597d\uff09\uff0c\u52a0\u7c97\u7684\u7ed3\u679c\u4ee3\u8868\u6700\u4f18\u548c\u6b21\u4f18\u7684\u6027\u80fd\uff1b WER(Norm) \u8868\u793a\u6211\u4eec\u9488\u5bf9 ASR \u7684\u540c\u4e49\u7ed3\u679c\u505a\u4e86\u89c4\u5219\u4fee\u6b63\uff0c\u51cf\u5c11\u4e86 ASR \u6a21\u578b\u9519\u8bef\u5bfc\u81f4\u7684\u8bef\u5224\uff1b CER(Norm) \u8868\u793a\u6211\u4eec\u5c06\u4e2d\u6587\u6587\u672c\u8f6c\u4e3a\u62fc\u97f3\u540e\u518d\u8ba1\u7b97\u8bcd\u9519\u8bef\u7387\uff0c\u5373 PER \u6307\u6807\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u662f\u66f4\u52a0\u5408\u7406\u7684\u65b9\u5f0f\uff1b SparkTTS \u548c Cosyvoice2 \u7684\u7ed3\u679c\u4e3a\u6211\u4eec\u672c\u5730\u4f7f\u7528\u5b98\u65b9\u63a8\u7406\u4ee3\u7801\u91cd\u65b0\u6d4b\u8bd5\u7684\u7ed3\u679c\uff1b<\/figcaption><\/figure>\n\n\n\n<p>\u6211\u4eec\u4f7f\u7528\u4e86110\u4e07\u5c0f\u65f6\u7684\u4e2d\u82f1\u6587 TTS \u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u4e86\u9884\u8bad\u7ec3\uff0c\u5927\u89c4\u6a21\u7684 TTS \u9884\u8bad\u7ec3\u53ef\u4ee5\u663e\u8457\u589e\u5f3a TTSD \u6a21\u578b\u7684\u8bed\u97f3\u97f5\u5f8b\u548c\u8868\u73b0\u529b\uff0c\u5e76\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u3002 \u6211\u4eec<strong>\u4f7f\u7528\u4e86 Seed-tts-eval\u8bc4\u6d4b\u4e86 TTS \u9884\u8bad\u7ec3\u6a21\u578b\u7684\u6027\u80fd\uff0c\u53d6\u5f97\u4e86\u548c\u5f53\u524d\u9876\u5c16\u95ed\u6e90\u6a21\u578b Seed-TTS \u76f8\u5f53\u7684\u6027\u80fd<\/strong>\u3002 \u7ecf\u8fc7 TTS \u9884\u8bad\u7ec3\u540e\u7684\u6a21\u578b\u5df2\u7ecf\u6709\u4e86\u8f83\u5f3a\u7684\u8bed\u97f3\u751f\u6210\u80fd\u529b\u548c\u96f6\u6837\u672c\u97f3\u8272\u514b\u9686\u80fd\u529b\u3002<\/p>\n\n\n\n<p id=\"ttsd_posttrain\"><strong>TTSD \u540e\u8bad\u7ec3<\/strong>\uff1a<\/p>\n\n\n\n<p>\u6700\u7ec8\uff0c\u6211\u4eec\u6536\u96c6\u4e8610\u4e07\u5c0f\u65f6\u4e2d\u6587\u5bf9\u8bdd\u6570\u636e\u548c27\u4e07\u5c0f\u65f6\u82f1\u6587\u5bf9\u8bdd\u6570\u636e\u3002 \u6b64\u5916\uff0c\u4e3a\u4e86\u589e\u5f3a\u6a21\u578b\u7684\u8bf4\u8bdd\u4eba\u5207\u6362\u51c6\u786e\u7387\uff0c\u6211\u4eec\u5408\u6210\u4e864\u4e07\u5c0f\u65f6\u4e2d\u6587\u5bf9\u8bdd\u6570\u636e\u548c4\u4e07\u5c0f\u65f6\u82f1\u6587\u5bf9\u8bdd\u6570\u636e\u3002 <strong>\u4e3a\u4e86\u589e\u5f3a\u6a21\u578b\u5bf9\u4e8e\u4e2d\u6587\u6807\u70b9\u7b26\u53f7\u7684\u611f\u77e5\u80fd\u529b<\/strong>\uff0c\u6211\u4eec<strong>\u4f7f\u7528 Gemini \u5bf9\u90e8\u5206\u6570\u636e\uff08\u7ea67\u4e07\u5c0f\u65f6\uff09\u4e2d\u7684\u8f6c\u5f55\u6587\u672c\u8fdb\u884c\u4e86\u4fee\u6b63\u3002<\/strong><\/p>\n\n\n\n<p>\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u6211\u4eec\u57fa\u4e8e TTS \u9884\u8bad\u7ec3\u7684\u68c0\u67e5\u70b9\uff0c\u4f7f\u7528 WSD Scheduler \u8fdb\u884c\u8bad\u7ec3\uff0c\u6211\u4eec\u6ca1\u6709\u9488\u5bf9 Decay \u9636\u6bb5\u505a\u7279\u6b8a\u7684\u6570\u636e\u89c4\u5212\u3002 \u6b64\u5916\uff0c\u6211\u4eec\u53d1\u73b0\u65e0\u6cd5\u901a\u8fc7\u9a8c\u8bc1\u96c6\u6311\u9009\u8868\u73b0\u6700\u597d\u7684\u68c0\u67e5\u70b9\uff0c\u56e0\u6b64\u6211\u4eec\u901a\u8fc7\u4eba\u5de5\u8bc4\u4f30\u7684\u65b9\u5f0f\u6311\u9009\u4e86\u4e3b\u89c2\u8868\u73b0\u6700\u597d\u7684\u68c0\u67e5\u70b9\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/OpenMOSS\/MOSS-TTSD \u5728\u7ebf\u4f53\u9a8c\uff1ahttps:\/ &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/09\/05\/moss-ttsd\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">MOSS-TTSD \u4e2d\u82f1\u53cc\u8bed\u53e3\u8bed\u5bf9\u8bdd\u5408\u6210\u6a21\u578b<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[42,40,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/28350"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=28350"}],"version-history":[{"count":41,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/28350\/revisions"}],"predecessor-version":[{"id":28686,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/28350\/revisions\/28686"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=28350"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=28350"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=28350"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}