English
Related papers

Related papers: Direct Noisy Speech Modeling for Noisy-to-Noisy Vo…

200 papers

Singing voice conversion (SVC) aims to render the target singer's timbre while preserving melody and lyrics. However, existing zero-shot SVC systems remain fragile in real songs due to harmony interference, F0 errors, and the lack of…

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…

Audio and Speech Processing · Electrical Eng. & Systems 2021-05-07 Oriol Barbany Mayor , Milos Cernak

Background noise is a major source of quality impairments in Voice over Internet Protocol (VoIP) and Public Switched Telephone Network (PSTN) calls. Recent work shows the efficacy of deep learning for noise suppression, but the datasets…

Isolating the voice of a specific person while filtering out other voices or background noises is challenging when video is shot in noisy environments. We propose audio-visual methods to isolate the voice of a single speaker and eliminate…

Computer Vision and Pattern Recognition · Computer Science 2018-02-13 Aviv Gabbay , Ariel Ephrat , Tavi Halperin , Shmuel Peleg

Human to non-human voice conversion (H2NH-VC) transforms human speech into animal or designed vocalizations. Unlike prior studies focused on dog-sounds and 16 or 22.05kHz audio transformation, this work addresses a broader range of…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-02 Minsu Kang , Seolhee Lee , Choonghyeon Lee , Namhyun Cho

A large number of works aim to alleviate the impact of noise due to an underlying conventional assumption of the negative role of noise. However, some existing works show that the assumption does not always hold. In this paper, we…

Machine Learning · Computer Science 2025-05-29 Hongyuan Zhang , Sida Huang , Yubin Guo , Xuelong Li

Most current zero-shot voice conversion methods rely on externally supervised components, particularly speaker encoders, for training. To explore alternatives that eliminate this dependency, this paper introduces GenVC, a novel framework…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-21 Zexin Cai , Henry Li Xinyuan , Ashi Garg , Leibny Paola García-Perera , Kevin Duh , Sanjeev Khudanpur , Matthew Wiesner , Nicholas Andrews

We present a modification to the spectrum differential based direct waveform modification for voice conversion (DIFFVC) so that it can be directly applied as a waveform generation module to voice conversion models. The recently proposed…

Audio and Speech Processing · Electrical Eng. & Systems 2019-07-30 Wen-Chin Huang , Yi-Chiao Wu , Kazuhiro Kobayashi , Yu-Huai Peng , Hsin-Te Hwang , Patrick Lumban Tobing , Yu Tsao , Hsin-Min Wang , Tomoki Toda

In addition to conveying the linguistic content from source speech to converted speech, maintaining the speaking style of source speech also plays an important role in the voice conversion (VC) task, which is essential in many scenarios…

Audio and Speech Processing · Electrical Eng. & Systems 2023-09-06 Zhichao Wang , Xinsheng Wang , Qicong Xie , Tao Li , Lei Xie , Qiao Tian , Yuping Wang

Recently, with the help of deep learning models, significant advances have been made in different Natural Language Processing (NLP) tasks. Unfortunately, state-of-the-art models are vulnerable to noisy texts. We propose a new contextual…

Computation and Language · Computer Science 2024-03-06 Yifu Sun , Haoming Jiang

Numerous voice conversion (VC) techniques have been proposed for the conversion of voices among different speakers. Although good quality of the converted speech can be observed when VC is applied in a clean environment, the quality…

Audio and Speech Processing · Electrical Eng. & Systems 2023-01-20 Yun-Ju Chan , Chiang-Jen Peng , Syu-Siang Wang , Hsin-Min Wang , Yu Tsao , Tai-Shih Chi

Voice conversion (VC) and text-to-speech (TTS) are two tasks that share a similar objective, generating speech with a target voice. However, they are usually developed independently under vastly different frameworks. In this paper, we…

Audio and Speech Processing · Electrical Eng. & Systems 2019-09-17 Hieu-Thi Luong , Junichi Yamagishi

This paper introduces voice reenactement as the task of voice conversion (VC) in which the expressivity of the source speaker is preserved during conversion while the identity of a target speaker is transferred. To do so, an original…

Sound · Computer Science 2022-06-01 Frederik Bous , Laurent Benaroya , Nicolas Obin , Axel Roebel

We propose TES-VC (Text-driven Environment and Speaker controllable Voice Conversion), a text-driven voice conversion framework with independent control of speaker timbre and environmental acoustics. TES-VC processes simultaneous text…

Sound · Computer Science 2025-06-16 Jiawei Jin , Zhihan Yang , Yixuan Zhou , Zhiyong Wu

The rising trend of using voice as a means of interacting with smart devices has sparked worries over the protection of users' privacy and data security. These concerns have become more pressing, especially after the European Union's…

Audio and Speech Processing · Electrical Eng. & Systems 2023-09-19 Suhita Ghosh , Yamini Sinha , Ingo Siegert , Sebastian Stober

One-shot voice conversion (VC) aims to convert speech from any source speaker to an arbitrary target speaker with only a few seconds of reference speech from the target speaker. This relies heavily on disentangling the speaker's identity…

Audio and Speech Processing · Electrical Eng. & Systems 2023-01-02 Yinghao Aaron Li , Cong Han , Nima Mesgarani

Voice conversion (VC) systems are widely used for several applications, from speaker anonymisation to personalised speech synthesis. Supervised approaches learn a mapping between different speakers using parallel data, which is expensive to…

Zero-Shot Voice Conversion (VC) aims to transform the source speaker's timbre into an arbitrary unseen one while retaining speech content. Most prior work focuses on preserving the source's prosody, while fine-grained timbre information may…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-03 Jialong Zuo , Shengpeng Ji , Minghui Fang , Mingze Li , Ziyue Jiang , Xize Cheng , Xiaoda Yang , Chen Feiyang , Xinyu Duan , Zhou Zhao

In recent years, large language models (LLM) have made significant progress in the task of generation error correction (GER) for automatic speech recognition (ASR) post-processing. However, in complex noisy environments, they still face…

Sound · Computer Science 2025-09-05 Yanyan Liu , Minqiang Xu , Yihao Chen , Liang He , Lei Fang , Sian Fang , Lin Liu

Speech synthesis has recently seen significant improvements in fidelity, driven by the advent of neural vocoders and neural prosody generators. However, these systems lack intuitive user controls over prosody, making them unable to rectify…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-13 Max Morrison , Zeyu Jin , Justin Salamon , Nicholas J. Bryan , Gautham J. Mysore