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This paper explores multi-modal controllable Text-to-Speech Synthesis (TTS) where the voice can be generated from face image, and the characteristics of output speech (e.g., pace, noise level, distance, tone, place) can be controllable with…

Audio and Speech Processing · Electrical Eng. & Systems 2025-05-27 Minsu Kim , Pingchuan Ma , Honglie Chen , Stavros Petridis , Maja Pantic

In this paper, we propose a high-quality generative text-to-speech (TTS) system using an effective spectrum and excitation estimation method. Our previous research verified the effectiveness of the ExcitNet-based speech generation model in…

Audio and Speech Processing · Electrical Eng. & Systems 2019-05-22 Ohsung Kwon , Eunwoo Song , Jae-Min Kim , Hong-Goo Kang

Most text-to-speech (TTS) methods use high-quality speech corpora recorded in a well-designed environment, incurring a high cost for data collection. To solve this problem, existing noise-robust TTS methods are intended to use noisy speech…

Sound · Computer Science 2022-06-30 Takaaki Saeki , Kentaro Tachibana , Ryuichi Yamamoto

This paper presents a novel framework to build a voice conversion (VC) system by learning from a text-to-speech (TTS) synthesis system, that is called TTS-VC transfer learning. We first develop a multi-speaker speech synthesis system with…

Audio and Speech Processing · Electrical Eng. & Systems 2021-01-07 Mingyang Zhang , Yi Zhou , Li Zhao , Haizhou Li

Building text-to-speech (TTS) synthesisers for Indian languages is a difficult task owing to a large number of active languages. Indian languages can be classified into a finite set of families, prominent among them, Indo-Aryan and…

Audio and Speech Processing · Electrical Eng. & Systems 2022-11-01 Anusha Prakash , Hema A Murthy

Text-to-speech (TTS) systems are being built using end-to-end deep learning approaches. However, these systems require huge amounts of training data. We present our approach to built production quality TTS and perform speaker adaptation in…

Machine Learning · Computer Science 2023-12-05 Raviraj Joshi , Nikesh Garera

This research paper presents a comprehensive review-based study on various Text-to-Speech (TTS) technologies. TTS technology is an important aspect of human-computer interaction, enabling machines to convert written text into audible…

Sound · Computer Science 2023-12-20 Md. Jalal Uddin Chowdhury , Ashab Hussan

In recent years, there has been significant progress in Text-to-Speech (TTS) synthesis technology, enabling the high-quality synthesis of voices in common scenarios. In unseen situations, adaptive TTS requires a strong generalization…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-10 Zhipeng Li , Xiaofen Xing , Jun Wang , Shuaiqi Chen , Guoqiao Yu , Guanglu Wan , Xiangmin Xu

We present a TTS neural network that is able to produce speech in multiple languages. The proposed network is able to transfer a voice, which was presented as a sample in a source language, into one of several target languages. Training is…

Machine Learning · Computer Science 2019-02-07 Eliya Nachmani , Lior Wolf

The increasingly stringent requirement on quality-of-experience in 5G/B5G communication systems has led to the emerging neural speech enhancement techniques, which however have been developed in isolation from the existing expert-rule based…

Sound · Computer Science 2022-06-23 Yang Liu , Na Tang , Xiaoli Chu , Yang Yang , Jun Wang

Text to speech (TTS) has been broadly used to synthesize natural and intelligible speech in different scenarios. Deploying TTS in various end devices such as mobile phones or embedded devices requires extremely small memory usage and…

Sound · Computer Science 2021-02-09 Renqian Luo , Xu Tan , Rui Wang , Tao Qin , Jinzhu Li , Sheng Zhao , Enhong Chen , Tie-Yan Liu

We introduce a technique for augmenting neural text-to-speech (TTS) with lowdimensional trainable speaker embeddings to generate different voices from a single model. As a starting point, we show improvements over the two state-ofthe-art…

Computation and Language · Computer Science 2017-09-22 Sercan Arik , Gregory Diamos , Andrew Gibiansky , John Miller , Kainan Peng , Wei Ping , Jonathan Raiman , Yanqi Zhou

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

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…

Audio and Speech Processing · Electrical Eng. & Systems 2021-03-02 Mingjian Chen , Xu Tan , Bohan Li , Yanqing Liu , Tao Qin , Sheng Zhao , Tie-Yan Liu

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…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-27 Min-Jae Hwang , Ryuichi Yamamoto , Eunwoo Song , Jae-Min Kim

Although neural text-to-speech (TTS) models have attracted a lot of attention and succeeded in generating human-like speech, there is still room for improvements to its naturalness and architectural efficiency. In this work, we propose a…

Audio and Speech Processing · Electrical Eng. & Systems 2021-04-06 Myeonghun Jeong , Hyeongju Kim , Sung Jun Cheon , Byoung Jin Choi , Nam Soo Kim

Speech enhancement aims to improve speech quality and intelligibility in noisy environments. Recent advancements have concentrated on deep neural networks, particularly employing the Two-Stage (TS) architecture to enhance feature…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-19 Zizhen Lin , Yuanle Li , Junyu Wang , Ruili 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

When the available data of a target speaker is insufficient to train a high quality speaker-dependent neural text-to-speech (TTS) system, we can combine data from multiple speakers and train a multi-speaker TTS model instead. Many studies…

Audio and Speech Processing · Electrical Eng. & Systems 2019-04-09 Hieu-Thi Luong , Xin Wang , Junichi Yamagishi , Nobuyuki Nishizawa

The increased adoption of digital assistants makes text-to-speech (TTS) synthesis systems an indispensable feature of modern mobile devices. It is hence desirable to build a system capable of generating highly intelligible speech in the…

Sound · Computer Science 2020-08-14 Dipjyoti Paul , Muhammed PV Shifas , Yannis Pantazis , Yannis Stylianou
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