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WenetSpeech4TTS: A 12,800-hour Mandarin TTS Corpus for Large Speech Generation Model Benchmark
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Linhan Ma1,†, Dake Guo1,†, Kun Song1, Yuepeng Jiang1, Shuai Wang2,3, Liumeng Xue3, Weiming Xu1,Huan Zhao1, Binbin Zhang4, Lei Xie1
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1Audio, Speech and Language Processing Group (ASLP@NPU), School of Computer Science,Northwestern Polytechnical University, Xi’an, China
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2Shenzhen Research Institute of Big Data, 3School of Data Science, The Chinese University of Hong Kong,Shenzhen (CUHK-Shenzhen), China
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4WeNet Open Source Community, China
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With the development of large text-to-speech (TTS) models and scale-up of the training data, state-of-the-art TTS + systems have achieved impressive performance. In this paper, we present WenetSpeech4TTS, a multi-domain + Mandarin corpus derived from the open-sourced WenetSpeech dataset. Tailored for the text-to-speech tasks, we refined + WenetSpeech by adjusting segment boundaries, enhancing the audio quality, and eliminating speaker mixing within each + segment. Following a more accurate transcription process and quality-based data filtering process, the obtained + WenetSpeech4TTS corpus contains 12,800 hours of paired audio-text data. Furthermore, we have created subsets of + varying sizes, categorized by segment quality scores to allow for TTS model training and fine-tuning. VALL-E and + NaturalSpeech 2 systems are trained and fine-tuned on these subsets, establishing benchmarks for the usability of + WenetSpeech4TTS and the fair comparison of TTS systems. The corpus and corresponding benchmarks will be made publicly + available to advance research in this field.

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Download WenetSpeech4TTS
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Table 1: WenetSpeech4TTS subsets.
Training SubsetsDNSMOS ThresholdHoursAverage Segment Duration (s)
Premium4.09458.3
Standard3.84,0567.5
Basic3.67,2266.6
Rest + < 3.65,574-
WenetSpeech1 (orig)-12,483-
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Zero-Shot TTS Samples

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Models

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Seen Speakers

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Unseen Speakers

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References:

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+ [1] B. Zhang, H. Lv, P. Guo, Q. Shao, C. Yang, L. Xie, X. Xu, H. Bu, + X. Chen, C. Zeng et al., “Wenetspeech: A 10000+ hours multi- + domain mandarin corpus for speech recognition,” in ICASSP + 2022-2022 IEEE International Conference on Acoustics, Speech + and Signal Processing (ICASSP). IEEE, 2022, pp. 6182–6186. +
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+ [2] C. Wang, S. Chen, Y. Wu, Z. Zhang, L. Zhou, S. Liu, Z. Chen, + Y. Liu, H. Wang, J. Li, L. He, S. Zhao, and F. Wei, “Neural codec + language models are zero-shot text to speech synthesizers,” CoRR, + vol. abs/2301.02111, 2023.
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+ [3] K. Shen, Z. Ju, X. Tan, E. Liu, Y. Leng, L. He, T. Qin, sheng zhao, + and J. Bian, “Naturalspeech 2: Latent diffusion models are natural + and zero-shot speech and singing synthesizers,” in The Twelfth + International Conference on Learning Representations, 2024.
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code:before,.main-content pre code:after,.main-content pre tt:before,.main-content pre tt:after { + content: normal +} + +.main-content ul,.main-content ol { + margin-top: 0 +} + +.main-content blockquote { + padding: 0 1rem; + margin-left: 0; + color: #819198; + border-left: 0.3rem solid #dce6f0 +} + +.main-content blockquote>:first-child { + margin-top: 0 +} + +.main-content blockquote>:last-child { + margin-bottom: 0 +} + +/* .main-content table { + display: block; + width: 100%; + overflow: auto; + word-break: normal; + word-break: keep-all; + -webkit-overflow-scrolling: touch +} */ + +.main-content table th { + font-weight: bold +} + +.main-content table th,.main-content table td { + padding: 0.5rem 1rem; + border: 1px solid #e9ebec +} + +.main-content dl { + padding: 0 +} + +.main-content dl dt { + padding: 0; + margin-top: 1rem; + font-size: 1rem; + font-weight: bold +} + +.main-content dl dd { + padding: 0; + margin-bottom: 1rem +} + +.main-content hr { + height: 2px; + padding: 0; + margin: 1rem 0; + background-color: #eff0f1; + border: 0 +} + +.site-footer { + padding-top: 2rem; + margin-top: 2rem; + border-top: solid 1px #eff0f1 +} + +@media screen and (min-width: 64em) { + .site-footer { + font-size:1rem + } +} + +@media screen and (min-width: 42em) and (max-width: 64em) { + .site-footer { + font-size:1rem + } +} + +@media screen and (max-width: 42em) { + .site-footer { + font-size:0.9rem + } +} + +.site-footer-owner { + display: block; + font-weight: bold +} + +.site-footer-credits { + color: #819198 +} +/* 确保表格列宽按照和定义的宽度 */ +table { + table-layout: fixed; + width: 100%; + /* 根据需要调整 */ +} +audio { + width: 70px; + height: 45px; } +/* 可能需要的额外样式，以确保音频控件和文本在较小的列中也能良好显示 */ +/* td, +th { + overflow: hidden; + text-overflow: ellipsis; + white-space: nowrap; +} */ diff --git a/wenetspeech4tts.txt b/wenetspeech4tts.txt new file mode 100644 index 0000000000000000000000000000000000000000..a67a63c579931adea9779f7a8db80c2e78af26ba --- /dev/null +++ b/wenetspeech4tts.txt @@ -0,0 +1,26 @@ +更多精彩的健康养生类内容，请关注三九健康网官方微信和三九健康网喜马拉雅账号。 raw/demos/Ref/seen1_spk.wav 应该给千千万万还在路上的创业者致意。 raw/demos/Ref/seen1_spk_2.wav +更多精彩的健康养生类内容，请关注三九健康网官方微信和三九健康网喜马拉雅账号。 raw/demos/Ref/seen1_spk.wav 准确点说，小森林是一部美食类电影食物佳肴，贯穿了柿子的寒暑交替四十三餐。 raw/demos/Ref/seen1_spk.wav +有人把稿件留在报社门房，没留下皮文件夹。 raw/demos/Ref/seen2_spk.wav 要大力开展全省网吧专项整治工作，加强网络文化内容的整治，深入开展低俗音像制品清查行动。 raw/demos/Ref/seen2_spk_2.wav +有人把稿件留在报社门房，没留下皮文件夹。 raw/demos/Ref/seen2_spk.wav 因为这是我们法律存在的前提。 raw/demos/Ref/seen2_spk.wav +加上其他同学都一路高歌猛进之后，才发现这个道理。 raw/demos/Ref/seen3_spk.wav 书记旗县市长乡镇苏木长企事业负责人以及国营农牧场的老兵团们，像赶庙会似的你挤我扛，口里说着，手里记着。 raw/demos/Ref/seen3_spk_2.wav +加上其他同学都一路高歌猛进之后，才发现这个道理。 raw/demos/Ref/seen3_spk.wav 哎，不是有一句话这样说嘛，你永远不知道明天和意外哪个先来。 raw/demos/Ref/seen3_spk.wav +公元六百六十三年，在大明宫建成的那一年。 raw/demos/Ref/seen4_spk.wav 湿热天最麻烦的还属家中的煤气，早上起来，连拌果酱的木铲也发霉了。 raw/demos/Ref/seen4_spk_2.wav +公元六百六十三年，在大明宫建成的那一年。 raw/demos/Ref/seen4_spk.wav 这时，朱警官等人才发现小男孩腿脚也异常，根本走不了路。 raw/demos/Ref/seen4_spk.wav +广东男子欠高利贷被枪杀，警方已经成立专案组。 raw/demos/Ref/unseen1_spk.wav 目前，我还没有给会所取好名字。 raw/demos/Ref/unseen1_spk_2.wav +广东男子欠高利贷被枪杀，警方已经成立专案组。 raw/demos/Ref/unseen1_spk.wav 史堡村的一名癌症患者。 raw/demos/Ref/unseen1_spk.wav +安徽霍山县委宣传部通报了今晨发生的大巴坠桥事故。 raw/demos/Ref/unseen2_spk.wav 一句话，压缩他们的成熟期。 raw/demos/Ref/unseen2_spk_2.wav +安徽霍山县委宣传部通报了今晨发生的大巴坠桥事故。 raw/demos/Ref/unseen2_spk.wav 妮可拿着胡萝卜亲自给长颈鹿喂食，并鼓励女儿也跟着做。 raw/demos/Ref/unseen2_spk.wav +而在新闻领域的奇葩说目前仍空缺。 raw/demos/Ref/unseen3_spk.wav 这时，朱警官等人才发现小男孩腿脚也异常，根本走不了路。 raw/demos/Ref/unseen3_spk_2.wav +而在新闻领域的奇葩说目前仍空缺。 raw/demos/Ref/unseen3_spk.wav 哎，我现在兜里只剩八十块钱了，咱们俩就随便看一下，标准件就完了。 raw/demos/Ref/unseen3_spk.wav +在夏日阴凉的树荫下，鸭妈妈孵着鸭宝宝。 raw/demos/Ref/unseen4_spk.wav 按照科学的知识来说这是因为蓝色更加容易散射哦，宝宝以后就会学到的哦。 raw/demos/Ref/unseen4_spk_2.wav +在夏日阴凉的树荫下，鸭妈妈孵着鸭宝宝。 raw/demos/Ref/unseen4_spk.wav 他一度梦想参军，但是因没身份而作罢，整日在村内瞎晃。 raw/demos/Ref/unseen4_spk.wav +在夏日阴凉的树荫下，鸭妈妈孵着鸭宝宝。 raw/demos/Ref/unseen5_spk.wav 哎，不是有一句话这样说嘛，你永远不知道明天和意外哪个先来。 raw/demos/Ref/unseen5_spk_2.wav +在夏日阴凉的树荫下，鸭妈妈孵着鸭宝宝。 raw/demos/Ref/unseen5_spk.wav 当时有点感动还是什么？ raw/demos/Ref/unseen5_spk.wav +负责指挥的将军在一旁交代着注意事项，每个人在上面最多只能待九十秒，九十秒之后，听到铃响，必须立即返回。 raw/demos/Ref/unseen6_spk_2.wav 派大军前去争抢，赫赫查拉二话不说，喊出了巴顿的名字，结果手套开始传递给斯科特半路遭到灭霸拦截，真正的杀神从天而降。 raw/demos/Ref/unseen6_spk.wav +负责指挥的将军在一旁交代着注意事项，每个人在上面最多只能待九十秒，九十秒之后，听到铃响，必须立即返回。 raw/demos/Ref/unseen6_spk.wav 这些飞机仍然由位于华盛顿州埃弗里特的工厂生产。 raw/demos/Ref/unseen6_spk.wav +然后大家看书的时候就发现，那些什么心灵鸡汤啊，心灵鸡血啊，还有什么毒鸡汤啊，还挺管用的。 raw/demos/Ref/unseen7_spk.wav 而中国却只是将其作为红旗反导系统下的一个补充而已。 raw/demos/Ref/unseen7_spk_2.wav +然后大家看书的时候就发现，那些什么心灵鸡汤啊，心灵鸡血啊，还有什么毒鸡汤啊，还挺管用的。 raw/demos/Ref/unseen7_spk.wav 以后我们大概不会再见面了。 raw/demos/Ref/unseen7_spk.wav +空喊不得不再找到卖西瓜的老大爷，老大爷告诉空喊，光不可能凭空变出来。 raw/demos/Ref/unseen8_spk.wav 这一段戏同样也表达了亚瑟说的，我原本以为我的人生是一出悲剧，但其实它是一出戏剧。 raw/demos/Ref/unseen8_spk_2.wav +空喊不得不再找到卖西瓜的老大爷，老大爷告诉空喊，光不可能凭空变出来。 raw/demos/Ref/unseen8_spk.wav 常常暴跳如雷，红着眼睛用力攥着洛洛的手，把洛洛的手攥得生疼也不撒手。洛洛吓坏了，她很害怕，那个平日里对她那么好的男友为什么会变得这么可怕？ raw/demos/Ref/unseen8_spk.wav +布鲁斯特在赛后举办了一个盛大的派对，以感谢朋友们一个月以来的陪伴。 raw/demos/Ref/unseen9_spk.wav 或者看一下他的状态。 raw/demos/Ref/unseen9_spk_2.wav +布鲁斯特在赛后举办了一个盛大的派对，以感谢朋友们一个月以来的陪伴。 raw/demos/Ref/unseen9_spk.wav 以后我们大概不会再见面了。 raw/demos/Ref/unseen9_spk.wav \ No newline at end of file