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Related papers: Expressive Neural Voice Cloning

200 papers

We introduce a novel speech synthesis system, called NAUTILUS, that can generate speech with a target voice either from a text input or a reference utterance of an arbitrary source speaker. By using a multi-speaker speech corpus to train…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-08 Hieu-Thi Luong , Junichi Yamagishi

The task of few-shot style transfer for voice cloning in text-to-speech (TTS) synthesis aims at transferring speaking styles of an arbitrary source speaker to a target speaker's voice using very limited amount of neutral data. This is a…

Audio and Speech Processing · Electrical Eng. & Systems 2021-11-16 Songxiang Liu , Dan Su , Dong Yu

Creating realistic and natural-sounding synthetic speech remains a big challenge for voice identities unseen during training. As there is growing interest in synthesizing voices of new speakers, here we investigate the ability of…

Preserving a speaker's voice identity while generating speech in a different language remains a fundamental challenge in spoken language technology, particularly in specialized domains such as scientific communication. In this paper, we…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-30 Amanuel Gizachew Abebe , Yasmin Moslem

As the recently proposed voice cloning system, NAUTILUS, is capable of cloning unseen voices using untranscribed speech, we investigate the feasibility of using it to develop a unified cross-lingual TTS/VC system. Cross-lingual speech…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-09 Hieu-Thi Luong , Junichi Yamagishi

With the advancements in AI speech synthesis, it is easier than ever before to generate realistic audio in a target voice. One only needs a few seconds of reference audio from the target, quite literally putting words in the target person's…

Sound · Computer Science 2026-03-23 Candice R. Gerstner

Speech cloning technology is becoming more sophisticated thanks to the advances in machine learning. Researchers have successfully implemented natural-sounding English speech synthesis and good English speech cloning by some effective…

Sound · Computer Science 2022-03-08 Qingyu Xing , Xiaohan Ma

In this paper, we present a cross-lingual voice cloning approach. BN features obtained by SI-ASR model are used as a bridge across speakers and language boundaries. The relationships between text and BN features are modeled by the latent…

Audio and Speech Processing · Electrical Eng. & Systems 2019-10-31 Xinyong Zhou , Hao Che , Xiaorui Wang , Lei Xie

In this paper, we present ControlSpeech, a text-to-speech (TTS) system capable of fully cloning the speaker's voice and enabling arbitrary control and adjustment of speaking style. Prior zero-shot TTS models only mimic the speaker's voice…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-05 Shengpeng Ji , Qian Chen , Wen Wang , Jialong Zuo , Minghui Fang , Ziyue Jiang , Hai Huang , Zehan Wang , Xize Cheng , Siqi Zheng , Zhou Zhao

Generally speaking, the main objective when training a neural speech synthesis system is to synthesize natural and expressive speech from the output layer of the neural network without much attention given to the hidden layers. However, by…

Sound · Computer Science 2021-06-28 Hieu-Thi Luong , Junichi Yamagishi

Flow-matching-based text-to-speech (TTS) models have shown high-quality speech synthesis. However, most current flow-matching-based TTS models still rely on reference transcripts corresponding to the audio prompt for synthesis. This…

A text-to-speech (TTS) model trained to reconstruct speech given text tends towards predictions that are close to the average characteristics of a dataset, failing to model the variations that make human speech sound natural. This problem…

Audio and Speech Processing · Electrical Eng. & Systems 2024-08-29 John Janiczek , Dading Chong , Dongyang Dai , Arlo Faria , Chao Wang , Tao Wang , Yuzong Liu

As part of the Human-Computer Interaction field, Expressive speech synthesis is a very rich domain as it requires knowledge in areas such as machine learning, signal processing, sociology, psychology. In this Chapter, we will focus mostly…

Audio and Speech Processing · Electrical Eng. & Systems 2019-10-15 Noé Tits , Kevin El Haddad , Thierry Dutoit

Artificial speech synthesis has made a great leap in terms of naturalness as recent Text-to-Speech (TTS) systems are capable of producing speech with similar quality to human recordings. However, not all speaking styles are easy to model:…

We present a multispeaker, multilingual text-to-speech (TTS) synthesis model based on Tacotron that is able to produce high quality speech in multiple languages. Moreover, the model is able to transfer voices across languages, e.g.…

Computation and Language · Computer Science 2019-07-25 Yu Zhang , Ron J. Weiss , Heiga Zen , Yonghui Wu , Zhifeng Chen , RJ Skerry-Ryan , Ye Jia , Andrew Rosenberg , Bhuvana Ramabhadran

In this paper, we explore the possibility of speech synthesis from low quality found data using only limited number of samples of target speaker. We try to extract only the speaker embedding from found data of target speaker unlike previous…

Audio and Speech Processing · Electrical Eng. & Systems 2020-06-15 Sunghee Jung , Hoirin Kim

Customizing voice and speaking style in a speech synthesis system with intuitive and fine-grained controls is challenging, given that little data with appropriate labels is available. Furthermore, editing an existing human's voice also…

Sound · Computer Science 2023-10-27 Florian Lux , Pascal Tilli , Sarina Meyer , Ngoc Thang Vu

Existing Voice Cloning (VC) tasks aim to convert a paragraph text to a speech with desired voice specified by a reference audio. This has significantly boosted the development of artificial speech applications. However, there also exist…

Computer Vision and Pattern Recognition · Computer Science 2021-11-29 Qi Chen , Yuanqing Li , Yuankai Qi , Jiaqiu Zhou , Mingkui Tan , Qi Wu

The few-shot multi-speaker multi-style voice cloning task is to synthesize utterances with voice and speaking style similar to a reference speaker given only a few reference samples. In this work, we investigate different speaker…

Audio and Speech Processing · Electrical Eng. & Systems 2021-05-04 Chung-Ming Chien , Jheng-Hao Lin , Chien-yu Huang , Po-chun Hsu , Hung-yi Lee

Currently, many multi-speaker speech synthesis and voice conversion systems address speaker variations with an embedding vector. Modeling it directly allows new voices outside of training data to be synthesized. GMM based approaches such as…

Sound · Computer Science 2023-09-26 Yao Shi , Ming Li