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Current dialogue generation approaches typically require the complete dialogue text before synthesis and produce a single, inseparable speech containing all voices, making them unsuitable for interactive chat; moreover, they suffer from…

声音 · 计算机科学 2025-09-05 Kun Xie , Feiyu Shen , Junjie Li , Fenglong Xie , Xu Tang , Yao Hu

Vocoders received renewed attention as main components in statistical parametric text-to-speech (TTS) synthesis and speech transformation systems. Even though there are vocoding techniques give almost accepted synthesized speech, their high…

声音 · 计算机科学 2021-06-22 Mohammed Salah Al-Radhi , Tamás Gábor Csapó , Géza Németh

Neural network based end-to-end Text-to-Speech (TTS) has greatly improved the quality of synthesized speech. While how to use massive spontaneous speech without transcription efficiently still remains an open problem. In this paper, we…

声音 · 计算机科学 2022-02-07 Dabiao Ma , Yitong Zhang , Meng Li , Feng Ye

Direct speech-to-speech translation (S2ST) has gradually become popular as it has many advantages compared with cascade S2ST. However, current research mainly focuses on the accuracy of semantic translation and ignores the speech style…

声音 · 计算机科学 2023-07-26 Kun Song , Yi Ren , Yi Lei , Chunfeng Wang , Kun Wei , Lei Xie , Xiang Yin , Zejun Ma

This paper introduces Easy One-Step Text-to-Speech (E1 TTS), an efficient non-autoregressive zero-shot text-to-speech system based on denoising diffusion pretraining and distribution matching distillation. The training of E1 TTS is…

音频与语音处理 · 电气工程与系统科学 2024-09-17 Zhijun Liu , Shuai Wang , Pengcheng Zhu , Mengxiao Bi , Haizhou Li

Recent advances in text-to-speech (TTS) synthesis, such as Tacotron and WaveRNN, have made it possible to construct a fully neural network based TTS system, by coupling the two components together. Such a system is conceptually simple as it…

Recent advancements in large language models (LLMs) have driven significant progress in zero-shot text-to-speech (TTS) synthesis. However, existing foundation models rely on multi-stage processing or complex architectures for predicting…

This paper introduces Interleaved Speech-Text Language Model (IST-LM) for zero-shot streaming Text-to-Speech (TTS). Unlike many previous approaches, IST-LM is directly trained on interleaved sequences of text and speech tokens with a fixed…

音频与语音处理 · 电气工程与系统科学 2025-08-12 Yifan Yang , Shujie Liu , Jinyu Li , Hui Wang , Lingwei Meng , Haiyang Sun , Yuzhe Liang , Ziyang Ma , Yuxuan Hu , Rui Zhao , Jianwei Yu , Yan Lu , Xie Chen

The rapid development of large-scale text-to-speech (TTS) models has led to significant advancements in modeling diverse speaker prosody and voices. However, these models often face issues such as slow inference speeds, reliance on complex…

音频与语音处理 · 电气工程与系统科学 2024-09-17 Yinghao Aaron Li , Xilin Jiang , Cong Han , Nima Mesgarani

We propose Guided-TTS 2, a diffusion-based generative model for high-quality adaptive TTS using untranscribed data. Guided-TTS 2 combines a speaker-conditional diffusion model with a speaker-dependent phoneme classifier for adaptive…

声音 · 计算机科学 2022-06-01 Sungwon Kim , Heeseung Kim , Sungroh Yoon

In this paper, we propose a text-to-speech (TTS)-driven data augmentation method for improving the quality of a non-autoregressive (AR) TTS system. Recently proposed non-AR models, such as FastSpeech 2, have successfully achieved fast…

音频与语音处理 · 电气工程与系统科学 2020-10-27 Min-Jae Hwang , Ryuichi Yamamoto , Eunwoo Song , Jae-Min Kim

We describe a sequence-to-sequence neural network which directly generates speech waveforms from text inputs. The architecture extends the Tacotron model by incorporating a normalizing flow into the autoregressive decoder loop. Output…

计算与语言 · 计算机科学 2021-02-09 Ron J. Weiss , RJ Skerry-Ryan , Eric Battenberg , Soroosh Mariooryad , Diederik P. Kingma

Text-to-speech(TTS) has undergone remarkable improvements in performance, particularly with the advent of Denoising Diffusion Probabilistic Models (DDPMs). However, the perceived quality of audio depends not solely on its content, pitch,…

音频与语音处理 · 电气工程与系统科学 2024-04-23 Huadai Liu , Rongjie Huang , Xuan Lin , Wenqiang Xu , Maozong Zheng , Hong Chen , Jinzheng He , Zhou Zhao

In this paper, we introduce V2SFlow, a novel Video-to-Speech (V2S) framework designed to generate natural and intelligible speech directly from silent talking face videos. While recent V2S systems have shown promising results on constrained…

计算机视觉与模式识别 · 计算机科学 2025-06-02 Jeongsoo Choi , Ji-Hoon Kim , Jinyu Li , Joon Son Chung , Shujie Liu

We introduce Voxtral Realtime, a natively streaming automatic speech recognition model that matches offline transcription quality at sub-second latency. Unlike approaches that adapt offline models through chunking or sliding windows,…

人工智能 · 计算机科学 2026-04-07 Mistral-AI , : , Alexander H. Liu , Andy Ehrenberg , Andy Lo , Chen-Yo Sun , Guillaume Lample , Jean-Malo Delignon , Khyathi Raghavi Chandu , Patrick von Platen , Pavankumar Reddy Muddireddy , Rohin Arora , Sanchit Gandhi , Sandeep Subramanian , Soham Ghosh , Srijan Mishra , Abhinav Rastogi , Adrien Sadé , Alan Jeffares , Albert Jiang , Alexandre Cahill , Alexandre Gavaudan , Alexandre Sablayrolles , Amélie Héliou , Amos You , Andrew Bai , Angele Lenglemetz , Anmol Agarwal , Anton Eliseev , Antonia Calvi , Arjun Majumdar , Avi Sooriyarachchi , Baptiste Bout , Baptiste Rozière , Baudouin De Monicault , Benjamin Tibi , Charlotte Cronjäger , Clémence Lanfranchi , Connor Chen , Corentin Barreau , Corentin Sautier , Cyprien Courtot , Darius Dabert , Diego de las Casas , Elizaveta Demyanenko , Elliot Chane-Sane , Enguerrand Paquin , Etienne Goffinet , Fabien Niel , Faruk Ahmed , Federico Baldassarre , Gabrielle Berrada , Gaëtan Ecrepont , Gauthier Guinet , Genevieve Hayes , Georgii Novikov , Giada Pistilli , Guillaume Kunsch , Guillaume Martin , Guillaume Raille , Gunjan Dhanuka , Gunshi Gupta , Han Zhou , Harshil Shah , Hope McGovern , Hugo Thimonier , Indraneel Mukherjee , Irene Zhang , Jaeyoung Kim , Jan Ludziejewski , Jason Rute , Joachim Studnia , John Harvill , Jonas Amar , Joséphine Delas , Josselin Somerville Roberts , Julien Tauran , Karmesh Yadav , Kartik Khandelwal , Kilian Tep , Kush Jain , Laurence Aitchison , Laurent Fainsin , Léonard Blier , Lingxiao Zhao , Louis Martin , Lucile Saulnier , Luyu Gao , Maarten Buyl , Manan Sharma , Margaret Jennings , Marie Pellat , Mark Prins , Martin Alexandre , Mathieu Poirée , Mathilde Guillaumin , Matthieu Dinot , Matthieu Futeral , Maxime Darrin , Maximilian Augustin , Mert Unsal , Mia Chiquier , Minh-Quang Pham , Nathan Grinsztajn , Neha Gupta , Olivier Bousquet , Olivier Duchenne , Patricia Wang , Paul Jacob , Paul Wambergue , Paula Kurylowicz , Philippe Pinel , Philomène Chagniot , Pierre Stock , Piotr Miłoś , Prateek Gupta , Pravesh Agrawal , Quentin Torroba , Ram Ramrakhya , Rishi Shah , Romain Sauvestre , Roman Soletskyi , Rosalie Millner , Rupert Menneer , Sagar Vaze , Samuel Barry , Samuel Humeau , Sean Cha , Shashwat Verma , Siddhant Waghjale , Siddharth Gandhi , Simon Lepage , Sumukh Aithal , Szymon Antoniak , Teven Le Scao , Théo Cachet , Theo Simon Sorg , Thibaut Lavril , Thomas Chabal , Thomas Foubert , Thomas Robert , Thomas Wang , Tim Lawson , Tom Bewley , Tom Edwards , Tyler Wang , Umar Jamil , Umberto Tomasini , Valeriia Nemychnikova , Van Phung , Vedant Nanda , Victor Jouault , Vincent Maladière , Virgile Richard , Vladislav Bataev , Wassim Bouaziz , Wen-Ding Li , William Havard , William Marshall , Xinghui Li , Xingran Guo , Xinyu Yang , Yannic Neuhaus , Yassine El Ouahidi , Yassir Bendou , Yihan Wang , Yimu Pan , Zaccharie Ramzi , Zhenlin Xu

Single-stage text-to-speech models have been actively studied recently, and their results have outperformed two-stage pipeline systems. Although the previous single-stage model has made great progress, there is room for improvement in terms…

声音 · 计算机科学 2023-08-01 Jungil Kong , Jihoon Park , Beomjeong Kim , Jeongmin Kim , Dohee Kong , Sangjin Kim

Producing synthetic voice, similar to human-like sound, is an emerging novelty of modern interactive media systems. Text-To-Speech (TTS) systems try to generate synthetic and authentic voices via text input. Besides, well known and familiar…

音频与语音处理 · 电气工程与系统科学 2023-10-24 Mohammad Reza Hasanabadi

Zero-shot text-to-speech (TTS) synthesis aims to clone any unseen speaker's voice without adaptation parameters. By quantizing speech waveform into discrete acoustic tokens and modeling these tokens with the language model, recent language…

Simultaneous speech-to-speech translation (Simul-S2ST, a.k.a streaming speech translation) outputs target speech while receiving streaming speech inputs, which is critical for real-time communication. Beyond accomplishing translation…

计算与语言 · 计算机科学 2024-06-06 Shaolei Zhang , Qingkai Fang , Shoutao Guo , Zhengrui Ma , Min Zhang , Yang Feng

While recent advances in Text-To-Speech synthesis have yielded remarkable improvements in generating high-quality speech, research on lightweight and fast models is limited. This paper introduces FLY-TTS, a new fast, lightweight and…

音频与语音处理 · 电气工程与系统科学 2024-07-02 Yinlin Guo , Yening Lv , Jinqiao Dou , Yan Zhang , Yuehai Wang