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The goal of accent conversion (AC) is to convert speech accents while preserving content and speaker identity. Previous methods either required reference utterances during inference, did not preserve speaker identity well, or used…

Sound · Computer Science 2024-10-08 Tuan Nam Nguyen , Ngoc Quan Pham , Alexander Waibel

Accent conversion (AC) transforms a non-native speaker's accent into a native accent while maintaining the speaker's voice timbre. In this paper, we propose approaches to improving accent conversion applicability, as well as quality. First…

Computation and Language · Computer Science 2020-05-20 Wenjie Li , Benlai Tang , Xiang Yin , Yushi Zhao , Wei Li , Kang Wang , Hao Huang , Yuxuan Wang , Zejun Ma

Current voice conversion (VC) methods can successfully convert timbre of the audio. As modeling source audio's prosody effectively is a challenging task, there are still limitations of transferring source style to the converted speech. This…

Audio and Speech Processing · Electrical Eng. & Systems 2021-06-29 Zhichao Wang , Xinyong Zhou , Fengyu Yang , Tao Li , Hongqiang Du , Lei Xie , Wendong Gan , Haitao Chen , Hai Li

This paper proposes an interesting voice and accent joint conversion approach, which can convert an arbitrary source speaker's voice to a target speaker with non-native accent. This problem is challenging as each target speaker only has…

Sound · Computer Science 2020-11-18 Zhichao Wang , Wenshuo Ge , Xiong Wang , Shan Yang , Wendong Gan , Haitao Chen , Hai Li , Lei Xie , Xiulin Li

Previous approaches on accent conversion (AC) mainly aimed at making non-native speech sound more native while maintaining the original content and speaker identity. However, non-native speakers sometimes have pronunciation issues, which…

Sound · Computer Science 2025-03-05 Tuan Nam Nguyen , Seymanur Akti , Ngoc Quan Pham , Alexander Waibel

Speech signals encompass various information across multiple levels including content, speaker, and style. Disentanglement of these information, although challenging, is important for applications such as voice conversion. The contrastive…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-06 Yuying Xie , Michael Kuhlmann , Frederik Rautenberg , Zheng-Hua Tan , Reinhold Haeb-Umbach

Human speech can be characterized by different components, including semantic content, speaker identity and prosodic information. Significant progress has been made in disentangling representations for semantic content and speaker identity…

Sound · Computer Science 2023-09-27 Leyuan Qu , Taihao Li , Cornelius Weber , Theresa Pekarek-Rosin , Fuji Ren , Stefan Wermter

Accent Conversion (AC) seeks to change the accent of speech from one (source) to another (target) while preserving the speech content and speaker identity. However, many AC approaches rely on source-target parallel speech data. We propose a…

Audio and Speech Processing · Electrical Eng. & Systems 2023-05-24 Yi Zhou , Zhizheng Wu , Mingyang Zhang , Xiaohai Tian , Haizhou Li

The goal of accent conversion (AC) is to convert the accent of speech into the target accent while preserving the content and speaker identity. AC enables a variety of applications, such as language learning, speech content creation, and…

Audio and Speech Processing · Electrical Eng. & Systems 2023-08-11 Dongya Jia , Qiao Tian , Kainan Peng , Jiaxin Li , Yuanzhe Chen , Mingbo Ma , Yuping Wang , Yuxuan Wang

We propose a first streaming accent conversion (AC) model that transforms non-native speech into a native-like accent while preserving speaker identity, prosody and improving pronunciation. Our approach enables stream processing by…

Computation and Language · Computer Science 2025-06-23 Tuan-Nam Nguyen , Ngoc-Quan Pham , Seymanur Akti , Alexander Waibel

In conversational speech, the acoustic signal provides cues that help listeners disambiguate difficult parses. For automatically parsing spoken utterances, we introduce a model that integrates transcribed text and acoustic-prosodic features…

Computation and Language · Computer Science 2018-04-17 Trang Tran , Shubham Toshniwal , Mohit Bansal , Kevin Gimpel , Karen Livescu , Mari Ostendorf

Though significant progress has been made for the voice conversion (VC) of typical speech, VC for atypical speech, e.g., dysarthric and second-language (L2) speech, remains a challenge, since it involves correcting for atypical prosody…

Audio and Speech Processing · Electrical Eng. & Systems 2021-07-26 Disong Wang , Songxiang Liu , Lifa Sun , Xixin Wu , Xunying Liu , Helen Meng

Cross-speaker style transfer in speech synthesis aims at transferring a style from source speaker to synthesized speech of a target speaker's timbre. In most previous methods, the synthesized fine-grained prosody features often represent…

Sound · Computer Science 2023-03-15 Chunyu Qiang , Peng Yang , Hao Che , Ying Zhang , Xiaorui Wang , Zhongyuan Wang

Voice conversion (VC) aims to modify the speaker's timbre while retaining speech content. Previous approaches have tokenized the outputs from self-supervised into semantic tokens, facilitating disentanglement of speech content information.…

Sound · Computer Science 2024-09-11 Zhengyang Chen , Shuai Wang , Mingyang Zhang , Xuechen Liu , Junichi Yamagishi , Yanmin Qian

Most people who have tried to learn a foreign language would have experienced difficulties understanding or speaking with a native speaker's accent. For native speakers, understanding or speaking a new accent is likewise a difficult task.…

Sound · Computer Science 2023-10-17 Mumin Jin , Prashant Serai , Jilong Wu , Andros Tjandra , Vimal Manohar , Qing He

Modern sequence to sequence neural TTS systems provide close to natural speech quality. Such systems usually comprise a network converting linguistic/phonetic features sequence to an acoustic features sequence, cascaded with a neural…

Audio and Speech Processing · Electrical Eng. & Systems 2019-09-26 Slava Shechtman , Alex Sorin

Accent conversion aims to convert the accent of a source speech to a target accent, meanwhile preserving the speaker's identity. This paper introduces a novel non-autoregressive framework for accent conversion that learns accent-agnostic…

Computation and Language · Computer Science 2024-01-09 Xi Chen , Jiakun Pei , Liumeng Xue , Mingyang Zhang

Voice Conversion (VC) for unseen speakers, also known as zero-shot VC, is an attractive research topic as it enables a range of applications like voice customizing, animation production, and others. Recent work in this area made progress…

Sound · Computer Science 2022-06-01 Shijun Wang , Dimche Kostadinov , Damian Borth

Prosody is an integral part of communication, but remains an open problem in state-of-the-art speech synthesis. There are two major issues faced when modelling prosody: (1) prosody varies at a slower rate compared with other content in the…

Audio and Speech Processing · Electrical Eng. & Systems 2021-02-15 Zack Hodari , Alexis Moinet , Sri Karlapati , Jaime Lorenzo-Trueba , Thomas Merritt , Arnaud Joly , Ammar Abbas , Penny Karanasou , Thomas Drugman

Parsing spoken dialogue poses unique difficulties, including disfluencies and unmarked boundaries between sentence-like units. Previous work has shown that prosody can help with parsing disfluent speech (Tran et al. 2018), but has assumed…

Computation and Language · Computer Science 2021-10-13 Elizabeth Nielsen , Mark Steedman , Sharon Goldwater
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