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Perceptual modification of voice is an elusive goal. While non-experts can modify an image or sentence perceptually with available tools, it is not clear how to similarly modify speech along perceptual axes. Voice conversion does make it…

声音 · 计算机科学 2023-12-15 Robin Netzorg , Ajil Jalal , Luna McNulty , Gopala Krishna Anumanchipalli

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…

声音 · 计算机科学 2023-03-15 Chunyu Qiang , Peng Yang , Hao Che , Ying Zhang , Xiaorui Wang , Zhongyuan Wang

Speaker identity is one of the important characteristics of human speech. In voice conversion, we change the speaker identity from one to another, while keeping the linguistic content unchanged. Voice conversion involves multiple speech…

音频与语音处理 · 电气工程与系统科学 2020-11-18 Berrak Sisman , Junichi Yamagishi , Simon King , Haizhou Li

Methods for modeling and controlling prosody with acoustic features have been proposed for neural text-to-speech (TTS) models. Prosodic speech can be generated by conditioning acoustic features. However, synthesized speech with a large…

音频与语音处理 · 电气工程与系统科学 2021-06-30 Taejun Bak , Jae-Sung Bae , Hanbin Bae , Young-Ik Kim , Hoon-Young Cho

We introduce HybridVC, a voice conversion (VC) framework built upon a pre-trained conditional variational autoencoder (CVAE) that combines the strengths of a latent model with contrastive learning. HybridVC supports text and audio prompts,…

声音 · 计算机科学 2024-09-26 Xinlei Niu , Jing Zhang , Charles Patrick Martin

Singing Voice Conversion (SVC) is a technique that enables any singer to perform any song. To achieve this, it is essential to obtain speaker-agnostic representations from the source audio, which poses a significant challenge. A common…

声音 · 计算机科学 2024-09-17 Xueyao Zhang , Zihao Fang , Yicheng Gu , Haopeng Chen , Lexiao Zou , Junan Zhang , Liumeng Xue , Zhizheng Wu

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

In recent years, diffusion-based generative models have demonstrated remarkable performance in speech conversion, including Denoising Diffusion Probabilistic Models (DDPM) and others. However, the advantages of these models come at the cost…

声音 · 计算机科学 2025-06-03 Pengyu Ren , Wenhao Guan , Kaidi Wang , Peijie Chen , Qingyang Hong , Lin Li

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…

音频与语音处理 · 电气工程与系统科学 2019-09-26 Slava Shechtman , Alex Sorin

Noise suppression (NS) algorithms are effective in improving speech quality in many cases. However, aggressive noise suppression can damage the target speech, reducing both speech intelligibility and quality despite removing the noise. This…

音频与语音处理 · 电气工程与系统科学 2024-09-11 Kyungguen Byun , Jason Filos , Erik Visser , Sunkuk Moon

Any-to-any voice conversion problem aims to convert voices for source and target speakers, which are out of the training data. Previous works wildly utilize the disentangle-based models. The disentangle-based model assumes the speech…

声音 · 计算机科学 2022-02-23 Qiqi Wang , Xulong Zhang , Jianzong Wang , Ning Cheng , Jing Xiao

Precise control over speech characteristics, such as pitch, duration, and speech rate, remains a significant challenge in the field of voice conversion. The ability to manipulate parameters like pitch and syllable rate is an important…

声音 · 计算机科学 2025-07-08 Mathilde Abrassart , Nicolas Obin , Axel Roebel

In voice conversion (VC), an approach showing promising results in the latest voice conversion challenge (VCC) 2020 is to first use an automatic speech recognition (ASR) model to transcribe the source speech into the underlying linguistic…

声音 · 计算机科学 2021-07-21 Wen-Chin Huang , Tomoki Hayashi , Xinjian Li , Shinji Watanabe , Tomoki Toda

Identity, accent, style, and emotions are essential components of human speech. Voice conversion (VC) techniques process the speech signals of two input speakers and other modalities of auxiliary information such as prompts and emotion…

音频与语音处理 · 电气工程与系统科学 2025-12-09 Xining Song , Zhihua Wei , Rui Wang , Haixiao Hu , Yanxiang Chen , Meng Han

While many recent any-to-any voice conversion models succeed in transferring some target speech's style information to the converted speech, they still lack the ability to faithfully reproduce the speaking style of the target speaker. In…

音频与语音处理 · 电气工程与系统科学 2023-12-18 Hyungseob Lim , Kyungguen Byun , Sunkuk Moon , Erik Visser

In this work, we introduce a framework for cross-lingual speech synthesis, which involves an upstream Voice Conversion (VC) model and a downstream Text-To-Speech (TTS) model. The proposed framework consists of 4 stages. In the first two…

音频与语音处理 · 电气工程与系统科学 2023-09-18 Dariusz Piotrowski , Renard Korzeniowski , Alessio Falai , Sebastian Cygert , Kamil Pokora , Georgi Tinchev , Ziyao Zhang , Kayoko Yanagisawa

This paper presents FastSVC, a light-weight cross-domain singing voice conversion (SVC) system, which can achieve high conversion performance, with inference speed 4x faster than real-time on CPUs. FastSVC uses Conformer-based phoneme…

音频与语音处理 · 电气工程与系统科学 2021-05-25 Songxiang Liu , Yuewen Cao , Na Hu , Dan Su , Helen Meng

Diffusion-based singing voice conversion (SVC) models have shown better synthesis quality compared to traditional methods. However, in cross-domain SVC scenarios, where there is a significant disparity in pitch between the source and target…

声音 · 计算机科学 2024-06-12 Bingsong Bai , Fengping Wang , Yingming Gao , Ya Li

Singing voice conversion is to convert the source singing voice into the target singing voice except for the content. Currently, flow-based models can complete the task of voice conversion, but they struggle to effectively extract latent…

音频与语音处理 · 电气工程与系统科学 2024-09-10 Hui Li , Hongyu Wang , Zhijin Chen , Bohan Sun , Bo Li

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…

音频与语音处理 · 电气工程与系统科学 2021-07-26 Disong Wang , Songxiang Liu , Lifa Sun , Xixin Wu , Xunying Liu , Helen Meng