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Deep learning models have improved sign language-to-text translation and made it easier for non-signers to understand signed messages. When the goal is spoken communication, a naive approach is to convert signed messages into text and then…

声音 · 计算机科学 2026-04-14 Toranosuke Manabe , Yuto Shibata , Shinnosuke Takamichi , Yoshimitsu Aoki

In a typical voice conversion system, vocoder is commonly used for speech-to-features analysis and features-to-speech synthesis. However, vocoder can be a source of speech quality degradation. This paper presents a vocoder-free voice…

音频与语音处理 · 电气工程与系统科学 2019-09-18 Xiaohai Tian , Eng Siong Chng , Haizhou Li

Prosody Transfer (PT) is a technique that aims to use the prosody from a source audio as a reference while synthesising speech. Fine-grained PT aims at capturing prosodic aspects like rhythm, emphasis, melody, duration, and loudness, from a…

音频与语音处理 · 电气工程与系统科学 2021-03-11 Sri Karlapati , Alexis Moinet , Arnaud Joly , Viacheslav Klimkov , Daniel Sáez-Trigueros , Thomas Drugman

Voice conversion is a method that allows for the transformation of speaking style while maintaining the integrity of linguistic information. There are many researchers using deep generative models for voice conversion tasks. Generative…

声音 · 计算机科学 2023-08-29 Xulong Zhang , Jianzong Wang , Ning Cheng , Jing Xiao

With the development of automatic speech recognition (ASR) and text-to-speech synthesis (TTS) technique, it's intuitive to construct a voice conversion system by cascading an ASR and TTS system. In this paper, we present a ASR-TTS method…

音频与语音处理 · 电气工程与系统科学 2020-09-04 Jing-Xuan Zhang , Li-Juan Liu , Yan-Nian Chen , Ya-Jun Hu , Yuan Jiang , Zhen-Hua Ling , Li-Rong Dai

We investigate a novel cross-lingual multi-speaker text-to-speech synthesis approach for generating high-quality native or accented speech for native/foreign seen/unseen speakers in English and Mandarin. The system consists of three…

音频与语音处理 · 电气工程与系统科学 2019-11-27 Zhaoyu Liu , Brian Mak

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…

声音 · 计算机科学 2020-11-18 Zhichao Wang , Wenshuo Ge , Xiong Wang , Shan Yang , Wendong Gan , Haitao Chen , Hai Li , Lei Xie , Xiulin Li

The prosody of a spoken utterance, including features like stress, intonation and rhythm, can significantly affect the underlying semantics, and as a consequence can also affect its textual translation. Nevertheless, prosody is rarely…

计算与语言 · 计算机科学 2024-11-01 Ioannis Tsiamas , Matthias Sperber , Andrew Finch , Sarthak Garg

The zero-shot scenario for speech generation aims at synthesizing a novel unseen voice with only one utterance of the target speaker. Although the challenges of adapting new voices in zero-shot scenario exist in both stages -- acoustic…

声音 · 计算机科学 2022-07-06 Yi Lei , Shan Yang , Jian Cong , Lei Xie , Dan Su

In cross-lingual speech synthesis, the speech in various languages can be synthesized for a monoglot speaker. Normally, only the data of monoglot speakers are available for model training, thus the speaker similarity is relatively low…

声音 · 计算机科学 2022-01-21 J. Yang , Lei He

Cycle consistent generative adversarial network (CycleGAN) and variational autoencoder (VAE) based models have gained popularity in non-parallel voice conversion recently. However, they often suffer from difficult training process and…

声音 · 计算机科学 2021-04-05 Tingle Li , Yichen Liu , Chenxu Hu , Hang Zhao

Singing voice conversion is a task to convert a song sang by a source singer to the voice of a target singer. In this paper, we propose using a parallel data free, many-to-one voice conversion technique on singing voices. A phonetic…

音频与语音处理 · 电气工程与系统科学 2019-03-12 Xin Chen , Wei Chu , Jinxi Guo , Ning Xu

This paper introduces FastVC, an end-to-end model for fast Voice Conversion (VC). The proposed model can convert speech of arbitrary length from multiple source speakers to multiple target speakers. FastVC is based on a conditional…

音频与语音处理 · 电气工程与系统科学 2021-05-07 Oriol Barbany Mayor , Milos Cernak

Self-imitating feedback is an effective and learner-friendly method for non-native learners in Computer-Assisted Pronunciation Training. Acoustic characteristics in native utterances are extracted and transplanted onto learner's own speech…

计算与语言 · 计算机科学 2019-04-23 Seung Hee Yang , Minhwa Chung

Emotional voice conversion (VC) aims to convert a neutral voice to an emotional (e.g. happy) one while retaining the linguistic information and speaker identity. We note that the decoupling of emotional features from other speech…

音频与语音处理 · 电气工程与系统科学 2021-10-05 Zhaojie Luo , Shoufeng Lin , Rui Liu , Jun Baba , Yuichiro Yoshikawa , Ishiguro Hiroshi

We introduce MaskVCT, a zero-shot voice conversion (VC) model that offers multi-factor controllability through multiple classifier-free guidances (CFGs). While previous VC models rely on a fixed conditioning scheme, MaskVCT integrates…

音频与语音处理 · 电气工程与系统科学 2026-02-12 Junhyeok Lee , Helin Wang , Yaohan Guan , Thomas Thebaud , Laureano Moro-Velazquez , Jesús Villalba , Najim Dehak

We propose a novel method that combines CycleGAN and inter-domain losses for semi-supervised end-to-end automatic speech recognition. Inter-domain loss targets the extraction of an intermediate shared representation of speech and text…

计算与语言 · 计算机科学 2022-10-24 Chia-Yu Li , Ngoc Thang Vu

This paper presents our latest investigations on improving automatic speech recognition for noisy speech via speech enhancement. We propose a novel method named Multi-discriminators CycleGAN to reduce noise of input speech and therefore…

计算与语言 · 计算机科学 2021-12-14 Chia-Yu Li , Ngoc Thang Vu

Unsupervised Zero-Shot Voice Conversion (VC) aims to modify the speaker characteristic of an utterance to match an unseen target speaker without relying on parallel training data. Recently, self-supervised learning of speech representation…

声音 · 计算机科学 2022-02-14 Trung Dang , Dung Tran , Peter Chin , Kazuhito Koishida

In the existing cross-speaker style transfer task, a source speaker with multi-style recordings is necessary to provide the style for a target speaker. However, it is hard for one speaker to express all expected styles. In this paper, a…

音频与语音处理 · 电气工程与系统科学 2021-12-24 Qicong Xie , Tao Li , Xinsheng Wang , Zhichao Wang , Lei Xie , Guoqiao Yu , Guanglu Wan