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相关论文: DiDiSpeech: A Large Scale Mandarin Speech Corpus

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Recent progress in speech processing has highlighted that high-quality performance across languages requires substantial training data for each individual language. While existing multilingual datasets cover many languages, they often…

计算与语言 · 计算机科学 2025-10-28 Samuel Pfisterer , Florian Grötschla , Luca A. Lanzendörfer , Florian Yan , Roger Wattenhofer

Automatic speech recognition (ASR) systems have advanced significantly with models like Whisper, Conformer, and self-supervised frameworks such as Wav2vec 2.0 and HuBERT. However, developing robust ASR models for young children's speech…

Automatic speech recognition (ASR) performs well for high-resource languages with abundant paired audio-transcript data, but its accuracy degrades sharply for most languages due to limited publicly available aligned data. To this end, we…

计算与语言 · 计算机科学 2026-05-12 Antonis Asonitis , Luca A. Lanzendörfer , Frédéric Berdoz , Roger Wattenhofer

Disentangling uncorrelated information in speech utterances is a crucial research topic within speech community. Different speech-related tasks focus on extracting distinct speech representations while minimizing the affects of other…

计算与语言 · 计算机科学 2023-09-26 Siqi Zheng , Luyao Cheng , Yafeng Chen , Hui Wang , Qian Chen

We present INDICVOICES, a dataset of natural and spontaneous speech containing a total of 7348 hours of read (9%), extempore (74%) and conversational (17%) audio from 16237 speakers covering 145 Indian districts and 22 languages. Of these…

Despite extensive research on textual and visual disambiguation, disambiguation through speech (DTS) remains underexplored. This is largely due to the lack of high-quality datasets that pair spoken sentences with richly ambiguous text. To…

计算与语言 · 计算机科学 2025-06-10 Haotian Guo , Jing Han , Yongfeng Tu , Shihao Gao , Shengfan Shen , Wulong Xiang , Weihao Gan , Zixing Zhang

Despite 230 million speakers, Urdu remains critically under-resourced in speech technology. We introduce UrduSpeech: a large high-fidelity Urdu corpus comprising 156 hours of audio with 12-dimension paralinguistic metadata, encompassing…

音频与语音处理 · 电气工程与系统科学 2026-05-19 Attia Nafees ul Haq , Zeyu Zhu , Jingbin Hu , ChunJiang He , Lei Xie

The Common Voice corpus is a massively-multilingual collection of transcribed speech intended for speech technology research and development. Common Voice is designed for Automatic Speech Recognition purposes but can be useful in other…

We present a speech data corpus that simulates a "dinner party" scenario taking place in an everyday home environment. The corpus was created by recording multiple groups of four Amazon employee volunteers having a natural conversation in…

音频与语音处理 · 电气工程与系统科学 2019-10-01 Maarten Van Segbroeck , Ahmed Zaid , Ksenia Kutsenko , Cirenia Huerta , Tinh Nguyen , Xuewen Luo , Björn Hoffmeister , Jan Trmal , Maurizio Omologo , Roland Maas

Thanks to improvements in machine learning techniques including deep learning, a free large-scale speech corpus that can be shared between academic institutions and commercial companies has an important role. However, such a corpus for…

计算与语言 · 计算机科学 2017-11-02 Ryosuke Sonobe , Shinnosuke Takamichi , Hiroshi Saruwatari

The success of large language models has driven interest in developing similar speech processing capabilities. However, a key challenge is the scarcity of high-quality spontaneous speech data, as most existing datasets contain scripted…

Code-switching, the alternation between two or more languages within communication, poses great challenges for Automatic Speech Recognition (ASR) systems. Existing models and datasets are limited in their ability to effectively handle these…

声音 · 计算机科学 2025-11-14 Yupei Li , Zifan Wei , Heng Yu , Jiahao Xue , Huichi Zhou , Björn W. Schuller

This paper introduces Opencpop, a publicly available high-quality Mandarin singing corpus designed for singing voice synthesis (SVS). The corpus consists of 100 popular Mandarin songs performed by a female professional singer. Audio files…

声音 · 计算机科学 2022-01-21 Yu Wang , Xinsheng Wang , Pengcheng Zhu , Jie Wu , Hanzhao Li , Heyang Xue , Yongmao Zhang , Lei Xie , Mengxiao Bi

Spoken dialogue is essential for human-AI interactions, providing expressive capabilities beyond text. Developing effective spoken dialogue systems (SDSs) requires large-scale, high-quality, and diverse spoken dialogue corpora. However,…

计算与语言 · 计算机科学 2026-04-03 Wataru Nakata , Kentaro Seki , Hitomi Yanaka , Yuki Saito , Shinnosuke Takamichi , Hiroshi Saruwatari

Deep learning based natural language processing model is proven powerful, but need large-scale dataset. Due to the significant gap between the real-world tasks and existing Chinese corpus, in this paper, we introduce a large-scale corpus of…

计算与语言 · 计算机科学 2018-11-27 Jianyu Zhao , Zhuoran Ji

The ICASSP 2022 Multi-channel Multi-party Meeting Transcription Grand Challenge (M2MeT) focuses on one of the most valuable and the most challenging scenarios of speech technologies. The M2MeT challenge has particularly set up two tracks,…

This paper introduces a new multi-speaker English dataset for training text-to-speech models. The dataset is based on LibriVox audiobooks and Project Gutenberg texts, both in the public domain. The new dataset contains about 292 hours of…

音频与语音处理 · 电气工程与系统科学 2021-06-16 Evelina Bakhturina , Vitaly Lavrukhin , Boris Ginsburg , Yang Zhang

DeepMine is a speech database in Persian and English designed to build and evaluate text-dependent, text-prompted, and text-independent speaker verification, as well as Persian speech recognition systems. It contains more than 1850 speakers…

音频与语音处理 · 电气工程与系统科学 2019-12-10 Hossein Zeinali , Lukáš Burget , Jan "Honza'' Černocký

The global aging population faces considerable challenges, particularly in communication, due to the prevalence of hearing and speech impairments. To address these, we introduce the AVE speech, a comprehensive multi-modal dataset for speech…

声音 · 计算机科学 2025-07-08 Dongliang Zhou , Yakun Zhang , Jinghan Wu , Xingyu Zhang , Liang Xie , Erwei Yin

This paper introduces a new speech dataset called ``LibriTTS-R'' designed for text-to-speech (TTS) use. It is derived by applying speech restoration to the LibriTTS corpus, which consists of 585 hours of speech data at 24 kHz sampling rate…

音频与语音处理 · 电气工程与系统科学 2023-05-31 Yuma Koizumi , Heiga Zen , Shigeki Karita , Yifan Ding , Kohei Yatabe , Nobuyuki Morioka , Michiel Bacchiani , Yu Zhang , Wei Han , Ankur Bapna