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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…

Sound · Computer Science 2021-06-22 Mohammed Salah Al-Radhi , Tamás Gábor Csapó , Géza Németh

Recent advances in synthetic speech quality have enabled us to train text-to-speech (TTS) systems by using synthetic corpora. However, merely increasing the amount of synthetic data is not always advantageous for improving training…

Audio and Speech Processing · Electrical Eng. & Systems 2022-07-01 Eunwoo Song , Ryuichi Yamamoto , Ohsung Kwon , Chan-Ho Song , Min-Jae Hwang , Suhyeon Oh , Hyun-Wook Yoon , Jin-Seob Kim , Jae-Min Kim

Speech quality in online conferencing applications is typically assessed through human judgements in the form of the mean opinion score (MOS) metric. Since such a labor-intensive approach is not feasible for large-scale speech quality…

Audio and Speech Processing · Electrical Eng. & Systems 2022-10-04 Bastiaan Tamm , Helena Balabin , Rik Vandenberghe , Hugo Van hamme

End-to-end text-to-speech (TTS) systems have been developed for European languages like English and Spanish with state-of-the-art speech quality, prosody, and naturalness. However, development of end-to-end TTS for Indian languages is…

Computation and Language · Computer Science 2022-12-08 Ankur Debnath , Shridevi S Patil , Gangotri Nadiger , Ramakrishnan Angarai Ganesan

Several studies have proposed deep-learning-based models to predict the mean opinion score (MOS) of synthesized speech, showing the possibility of replacing human raters. However, inter- and intra-rater variability in MOSs makes it hard to…

Audio and Speech Processing · Electrical Eng. & Systems 2020-12-03 Yeunju Choi , Youngmoon Jung , Hoirin Kim

Accent plays a significant role in speech communication, influencing one's capability to understand as well as conveying a person's identity. This paper introduces a novel and efficient framework for accented Text-to-Speech (TTS) synthesis…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-01 Jan Melechovsky , Ambuj Mehrish , Berrak Sisman , Dorien Herremans

End-to-end models are favored in automatic speech recognition (ASR) because of its simplified system structure and superior performance. Among these models, recurrent neural network transducer (RNN-T) has achieved significant progress in…

Sound · Computer Science 2020-11-18 Xiong Wang , Zhuoyuan Yao , Xian Shi , Lei Xie

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:…

Developers of text-to-speech synthesizers (TTS) often make use of human raters to assess the quality of synthesized speech. We demonstrate that we can model human raters' mean opinion scores (MOS) of synthesized speech using a deep…

Computation and Language · Computer Science 2016-11-29 Brian Patton , Yannis Agiomyrgiannakis , Michael Terry , Kevin Wilson , Rif A. Saurous , D. Sculley

One of the challenges in automatic speech recognition is foreign words recognition. It is observed that a speaker's pronunciation of a foreign word is influenced by his native language knowledge, and such phenomenon is known as the effect…

Computation and Language · Computer Science 2022-10-10 Lei Wang , Rong Tong

Recently, synthesizing personalized speech by text-to-speech (TTS) application is highly demanded. But the previous TTS models require a mass of target speaker speeches for training. It is a high-cost task, and hard to record lots of…

Sound · Computer Science 2022-05-25 Xulong Zhang , Jianzong Wang , Ning Cheng , Jing Xiao

Two new approaches to accent classification and conversion are presented and explored, respectively. The first topic is Chinese accent classification/recognition. The second topic is the use of encoder-decoder models for end-to-end Chinese…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-11 Lin Ai , Shih-Ying Jeng , Homayoon Beigi

We present JaiTTS-v1.0, a state-of-the-art Thai voice cloning text-to-speech model built through continual training on a large Thai-centric speech corpus. The model architecture is adapted from VoxCPM, a tokenizer-free autoregressive TTS…

Several recent end-to-end text-to-speech (TTS) models enabling single-stage training and parallel sampling have been proposed, but their sample quality does not match that of two-stage TTS systems. In this work, we present a parallel…

Sound · Computer Science 2021-06-14 Jaehyeon Kim , Jungil Kong , Juhee Son

The tasks of automatic lyrics transcription and lyrics alignment have witnessed significant performance improvements in the past few years. However, most of the previous works only focus on English in which large-scale datasets are…

Audio and Speech Processing · Electrical Eng. & Systems 2023-11-22 Jun-You Wang , Chon-In Leong , Yu-Chen Lin , Li Su , Jyh-Shing Roger Jang

MOS (Mean Opinion Score) is a subjective method used for the evaluation of a system's quality. Telecommunications (for voice and video), and speech synthesis systems (for generated speech) are a few of the many applications of the method.…

Audio and Speech Processing · Electrical Eng. & Systems 2022-04-26 Bálint Gyires-Tóth , Csaba Zainkó

With the development of large text-to-speech (TTS) models and scale-up of the training data, state-of-the-art TTS systems have achieved impressive performance. In this paper, we present WenetSpeech4TTS, a multi-domain Mandarin corpus…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-21 Linhan Ma , Dake Guo , Kun Song , Yuepeng Jiang , Shuai Wang , Liumeng Xue , Weiming Xu , Huan Zhao , Binbin Zhang , Lei Xie

One-shot voice cloning aims to transform speaker voice and speaking style in speech synthesized from a text-to-speech (TTS) system, where only a shot recording from the target reference speech can be used. Out-of-domain transfer is still a…

Sound · Computer Science 2022-02-25 Rui Li , Dong Pu , Minnie Huang , Bill Huang

Previous work on speaker adaptation for end-to-end speech synthesis still falls short in speaker similarity. We investigate an orthogonal approach to the current speaker adaptation paradigms, speaker augmentation, by creating artificial…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-10 Erica Cooper , Cheng-I Lai , Yusuke Yasuda , Junichi Yamagishi

Recent success of the Tacotron speech synthesis architecture and its variants in producing natural sounding multi-speaker synthesized speech has raised the exciting possibility of replacing expensive, manually transcribed, domain-specific,…

Computation and Language · Computer Science 2019-09-27 Andrew Rosenberg , Yu Zhang , Bhuvana Ramabhadran , Ye Jia , Pedro Moreno , Yonghui Wu , Zelin Wu