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The recent text-to-speech (TTS) has achieved quality comparable to that of humans; however, its application in spoken dialogue has not been widely studied. This study aims to realize a TTS that closely resembles human dialogue. First, we…

Audio and Speech Processing · Electrical Eng. & Systems 2022-06-27 Kentaro Mitsui , Tianyu Zhao , Kei Sawada , Yukiya Hono , Yoshihiko Nankaku , Keiichi Tokuda

Recent advancements in speech synthesis have enabled large language model (LLM)-based systems to perform zero-shot generation with controllable content, timbre, speaker identity, and emotion through input prompts. As a result, these models…

This paper introduces BnTTS (Bangla Text-To-Speech), the first framework for Bangla speaker adaptation-based TTS, designed to bridge the gap in Bangla speech synthesis using minimal training data. Building upon the XTTS architecture, our…

We address the problem of cross-speaker style transfer for text-to-speech (TTS) using data augmentation via voice conversion. We assume to have a corpus of neutral non-expressive data from a target speaker and supporting conversational…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-11 Manuel Sam Ribeiro , Julian Roth , Giulia Comini , Goeric Huybrechts , Adam Gabrys , Jaime Lorenzo-Trueba

In this paper, we propose SC-GlowTTS: an efficient zero-shot multi-speaker text-to-speech model that improves similarity for speakers unseen during training. We propose a speaker-conditional architecture that explores a flow-based decoder…

We present F5R-TTS, a novel text-to-speech (TTS) system that integrates Group Relative Policy Optimization (GRPO) into a flow-matching based architecture. By reformulating the deterministic outputs of flow-matching TTS into probabilistic…

Sound · Computer Science 2025-04-23 Xiaohui Sun , Ruitong Xiao , Jianye Mo , Bowen Wu , Qun Yu , Baoxun Wang

We evaluate two non-autoregressive architectures, StyleTTS2 and F5-TTS, to address the spontaneous nature of in-the-wild speech. Our models utilize flexible duration modeling to improve prosodic naturalness. To handle acoustic noise, we…

Audio and Speech Processing · Electrical Eng. & Systems 2026-02-06 Jose Giraldo , Alex Peiró-Lilja , Rodolfo Zevallos , Cristina España-Bonet

This paper reports on the development of a text-to-speech (TTS) system for Mizo, a low-resource, tonal, and Tibeto-Burman language spoken primarily in the Indian state of Mizoram. The TTS was built with only 5.18 hours of data; however, in…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-06 Abhijit Mohanta , Remruatpuii , Priyankoo Sarmah , Rohit Sinha , Wendy Lalhminghlui

Accented text-to-speech (TTS) synthesis seeks to generate speech with an accent (L2) as a variant of the standard version (L1). How to control the intensity of accent in the process of TTS is a very interesting research direction, and has…

Sound · Computer Science 2022-10-28 Rui Liu , Haolin Zuo , De Hu , Guanglai Gao , Haizhou Li

We introduce Voxtral TTS, an expressive multilingual text-to-speech model that generates natural speech from as little as 3 seconds of reference audio. Voxtral TTS adopts a hybrid architecture that combines auto-regressive generation of…

Artificial Intelligence · Computer Science 2026-04-07 Mistral-AI , : , Alexander H. Liu , Alexis Tacnet , Andy Ehrenberg , Andy Lo , Chen-Yo Sun , Guillaume Lample , Henry Lagarde , Jean-Malo Delignon , Jaeyoung Kim , John Harvill , Khyathi Raghavi Chandu , Lorenzo Signoretti , Margaret Jennings , Patrick von Platen , Pavankumar Reddy Muddireddy , Rohin Arora , Sanchit Gandhi , Samuel Humeau , Soham Ghosh , Srijan Mishra , Van Phung , Abdelaziz Bounhar , Abhinav Rastogi , Adrien Sadé , Alan Jeffares , Albert Jiang , Alexandre Cahill , Alexandre Gavaudan , Alexandre Sablayrolles , Amélie Héliou , Amos You , Andrew Bai , Andrew Zhao , Angele Lenglemetz , Anmol Agarwal , Anton Eliseev , Antonia Calvi , Arjun Majumdar , Arthur Fournier , Artjom Joosen , Avi Sooriyarachchi , Aysenur Karaduman Utkur , Baptiste Bout , Baptiste Rozière , Baudouin De Monicault , Benjamin Tibi , Bowen Yang , Charlotte Cronjäger , Clémence Lanfranchi , Connor Chen , Corentin Barreau , Corentin Sautier , Cyprien Courtot , Darius Dabert , Diego de las Casas , Elizaveta Demyanenko , Elliot Chane-Sane , Emmanuel Gottlob , 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 , Jacques Sun , Jan Ludziejewski , Jason Rute , Jérémie Dentan , Joachim Studnia , 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 , Marie Pellat , Mark Prins , Martin Alexandre , Mathieu Poirée , Mathieu Schmitt , Mathilde Guillaumin , Matthieu Dinot , Matthieu Futeral , Maxime Darrin , Maximilian Augustin , Mert Unsal , Mia Chiquier , Mikhail Biriuchinskii , Minh-Quang Pham , Mircea Lica , Morgane Rivière , 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 , Randall Isenhour , Rishi Shah , Romain Sauvestre , Roman Soletskyi , Rosalie Millner , Rupert Menneer , Sagar Vaze , Samuel Barry , Samuel Belkadi , Sandeep Subramanian , Sean Cha , Shashwat Verma , Siddhant Waghjale , Siddharth Gandhi , Simon Lepage , Sumukh Aithal , Szymon Antoniak , Tarun Kumar Vangani , 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 , Vedant Nanda , Victor Jouault , Vincent Maladière , Vincent Pfister , 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

Text-to-speech (TTS) systems offer the opportunity to compensate for a hearing loss at the source rather than correcting for it at the receiving end. This removes limitations such as time constraints for algorithms that amplify a sound in a…

Audio and Speech Processing · Electrical Eng. & Systems 2021-03-23 Josef Schlittenlacher , Thomas Baer

Several recently proposed text-to-speech (TTS) models achieved to generate the speech samples with the human-level quality in the single-speaker and multi-speaker TTS scenarios with a set of pre-defined speakers. However, synthesizing a new…

Audio and Speech Processing · Electrical Eng. & Systems 2022-11-23 Byoung Jin Choi , Myeonghun Jeong , Minchan Kim , Sung Hwan Mun , Nam Soo Kim

Spontaneous speaking style exhibits notable differences from other speaking styles due to various spontaneous phenomena (e.g., filled pauses, prolongation) and substantial prosody variation (e.g., diverse pitch and duration variation,…

Sound · Computer Science 2024-01-09 Hanzhao Li , Xinfa Zhu , Liumeng Xue , Yang Song , Yunlin Chen , Lei Xie

We present the gradual style adaptor TTS (GSA-TTS) with a novel style encoder that gradually encodes speaking styles from an acoustic reference for zero-shot speech synthesis. GSA first captures the local style of each semantic sound unit.…

Computation and Language · Computer Science 2025-05-27 Seokgi Lee , Jungjun Kim

End-to-end text-to-speech synthesis systems achieved immense success in recent times, with improved naturalness and intelligibility. However, the end-to-end models, which primarily depend on the attention-based alignment, do not offer an…

Audio and Speech Processing · Electrical Eng. & Systems 2021-10-07 Giridhar Pamisetty , K. Sri Rama Murty

Recently, denoising diffusion probabilistic models and generative score matching have shown high potential in modelling complex data distributions while stochastic calculus has provided a unified point of view on these techniques allowing…

Machine Learning · Computer Science 2021-08-06 Vadim Popov , Ivan Vovk , Vladimir Gogoryan , Tasnima Sadekova , Mikhail Kudinov

Controllable text-to-speech (TTS) systems face significant challenges in achieving independent manipulation of speaker timbre and speaking style, often suffering from entanglement between these attributes. We present DMP-TTS, a latent…

Sound · Computer Science 2025-12-11 Kang Yin , Chunyu Qiang , Sirui Zhao , Xiaopeng Wang , Yuzhe Liang , Pengfei Cai , Tong Xu , Chen Zhang , Enhong Chen

Zero-shot multi-speaker Text-to-Speech (TTS) generates target speaker voices given an input text and the corresponding speaker embedding. In this work, we investigate the effectiveness of the TTS reconstruction objective to improve…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-23 Jaejin Cho , Piotr Zelasko , Jesus Villalba , Shinji Watanabe , Najim Dehak

Accent is an integral part of society, reflecting multiculturalism and shaping how individuals express identity. The majority of English speakers are non-native (L2) speakers, yet current Text-To-Speech (TTS) systems primarily model…

Computation and Language · Computer Science 2026-03-10 Thanathai Lertpetchpun , Thanapat Trachu , Jihwan Lee , Tiantian Feng , Dani Byrd , Shrikanth Narayanan

The style transfer task in Text-to-Speech refers to the process of transferring style information into text content to generate corresponding speech with a specific style. However, most existing style transfer approaches are either based on…

Audio and Speech Processing · Electrical Eng. & Systems 2024-02-01 Wenhao Guan , Yishuang Li , Tao Li , Hukai Huang , Feng Wang , Jiayan Lin , Lingyan Huang , Lin Li , Qingyang Hong
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