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相关论文: NaturalSpeech: End-to-End Text to Speech Synthesis…

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Text-to-speech (TTS) synthesis is the process of producing synthesized speech from text or phoneme input. Traditional TTS models contain multiple processing steps and require external aligners, which provide attention alignments of…

音频与语音处理 · 电气工程与系统科学 2021-06-08 Hyunseung Chung , Sang-Hoon Lee , Seong-Whan Lee

Training of multi-speaker text-to-speech (TTS) systems relies on curated datasets based on high-quality recordings or audiobooks. Such datasets often lack speaker diversity and are expensive to collect. As an alternative, recent studies…

音频与语音处理 · 电气工程与系统科学 2022-10-13 Sewade Ogun , Vincent Colotte , Emmanuel Vincent

Transformer-based text to speech (TTS) model (e.g., Transformer TTS~\cite{li2019neural}, FastSpeech~\cite{ren2019fastspeech}) has shown the advantages of training and inference efficiency over RNN-based model (e.g.,…

音频与语音处理 · 电气工程与系统科学 2020-08-04 Mingjian Chen , Xu Tan , Yi Ren , Jin Xu , Hao Sun , Sheng Zhao , Tao Qin , Tie-Yan Liu

This work introduces TTS-Transducer - a novel architecture for text-to-speech, leveraging the strengths of audio codec models and neural transducers. Transducers, renowned for their superior quality and robustness in speech recognition, are…

音频与语音处理 · 电气工程与系统科学 2025-04-16 Vladimir Bataev , Subhankar Ghosh , Vitaly Lavrukhin , Jason Li

This paper proposes a method for selecting training data for text-to-speech (TTS) synthesis from dark data. TTS models are typically trained on high-quality speech corpora that cost much time and money for data collection, which makes it…

声音 · 计算机科学 2022-10-27 Kentaro Seki , Shinnosuke Takamichi , Takaaki Saeki , Hiroshi Saruwatari

Custom voice, a specific text to speech (TTS) service in commercial speech platforms, aims to adapt a source TTS model to synthesize personal voice for a target speaker using few speech data. Custom voice presents two unique challenges for…

音频与语音处理 · 电气工程与系统科学 2021-03-02 Mingjian Chen , Xu Tan , Bohan Li , Yanqing Liu , Tao Qin , Sheng Zhao , Tie-Yan Liu

Recently, the utilization of extensive open-sourced text data has significantly advanced the performance of text-based large language models (LLMs). However, the use of in-the-wild large-scale speech data in the speech technology community…

音频与语音处理 · 电气工程与系统科学 2023-09-26 Jianwei Yu , Hangting Chen , Yanyao Bian , Xiang Li , Yi Luo , Jinchuan Tian , Mengyang Liu , Jiayi Jiang , Shuai Wang

Zero-shot Text-To-Speech (TTS) synthesis shows great promise for personalized voice customization through voice cloning. However, current methods for achieving zero-shot TTS heavily rely on large model scales and extensive training datasets…

声音 · 计算机科学 2025-01-16 Qianniu Chen , Xiaoyang Hao , Bowen Li , Yue Liu , Li Lu

Recent advancements in Text-to-Speech (TTS) systems have enabled the generation of natural and expressive speech from textual input. Accented TTS aims to enhance user experience by making the synthesized speech more relatable to minority…

音频与语音处理 · 电气工程与系统科学 2024-10-18 Jan Melechovsky , Ambuj Mehrish , Berrak Sisman , Dorien Herremans

We present a meta-learning approach for adaptive text-to-speech (TTS) with few data. During training, we learn a multi-speaker model using a shared conditional WaveNet core and independent learned embeddings for each speaker. The aim of…

Current end-to-end code-switching Text-to-Speech (TTS) can already generate high quality two languages speech in the same utterance with single speaker bilingual corpora. When the speakers of the bilingual corpora are different, the…

声音 · 计算机科学 2022-10-21 Chunyu Qiang , Jianhua Tao , Ruibo Fu , Zhengqi Wen , Jiangyan Yi , Tao Wang , Shiming Wang

With rapid progress in neural text-to-speech (TTS) models, personalized speech generation is now in high demand for many applications. For practical applicability, a TTS model should generate high-quality speech with only a few audio…

音频与语音处理 · 电气工程与系统科学 2021-06-17 Dongchan Min , Dong Bok Lee , Eunho Yang , Sung Ju Hwang

Incremental text-to-speech (TTS) synthesis generates utterances in small linguistic units for the sake of real-time and low-latency applications. We previously proposed an incremental TTS method that leverages a large pre-trained language…

声音 · 计算机科学 2021-09-23 Takaaki Saeki , Shinnosuke Takamichi , Hiroshi Saruwatari

We introduce Inworld TTS-1, a set of two Transformer-based autoregressive text-to-speech (TTS) models. Our largest model, TTS-1-Max, has 8.8B parameters and is designed for utmost quality and expressiveness in demanding applications. TTS-1…

Spoken language understanding system is traditionally designed as a pipeline of a number of components. First, the audio signal is processed by an automatic speech recognizer for transcription or n-best hypotheses. With the recognition…

计算与语言 · 计算机科学 2018-02-26 Dmitriy Serdyuk , Yongqiang Wang , Christian Fuegen , Anuj Kumar , Baiyang Liu , Yoshua Bengio

State-of-the-art sequence-to-sequence acoustic networks, that convert a phonetic sequence to a sequence of spectral features with no explicit prosody prediction, generate speech with close to natural quality, when cascaded with neural…

音频与语音处理 · 电气工程与系统科学 2020-02-26 Slava Shechtman , Carmel Rabinovitz , Alex Sorin , Zvi Kons , Ron Hoory

Diffusion-based Generative AI gains significant attention for its superior performance over other generative techniques like Generative Adversarial Networks and Variational Autoencoders. While it has achieved notable advancements in fields…

声音 · 计算机科学 2024-12-12 Haowei Lou , Helen Paik , Pari Delir Haghighi , Wen Hu , Lina Yao

We propose a novel text-to-speech (TTS) framework centered around a neural transducer. Our approach divides the whole TTS pipeline into semantic-level sequence-to-sequence (seq2seq) modeling and fine-grained acoustic modeling stages,…

音频与语音处理 · 电气工程与系统科学 2024-10-28 Minchan Kim , Myeonghun Jeong , Byoung Jin Choi , Semin Kim , Joun Yeop Lee , Nam Soo Kim

Recent multi-modal Large Language Models (LLMs) such as GPT-4o have demonstrated strong capabilities of direct speech interaction. However, the lack of specialized and comprehensive benchmarks for end-to-end speech LLM evaluation hinders…

计算与语言 · 计算机科学 2025-09-29 Linhao Zhang , Jian Zhang , Bokai Lei , Chuhan Wu , Aiwei Liu , Wei Jia , Xiao Zhou

This paper presents a new challenge that calls for zero-shot text-to-speech (TTS) systems to augment speech data for the downstream task, personalized speech enhancement (PSE), as part of the Generative Data Augmentation workshop at ICASSP…

音频与语音处理 · 电气工程与系统科学 2025-01-24 Jae-Sung Bae , Anastasia Kuznetsova , Dinesh Manocha , John Hershey , Trausti Kristjansson , Minje Kim