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We propose Serenade, a novel framework for the singing style conversion (SSC) task. Although singer identity conversion has made great strides in the previous years, converting the singing style of a singer has been an unexplored research…

声音 · 计算机科学 2025-07-08 Lester Phillip Violeta , Wen-Chin Huang , Tomoki Toda

This paper proposes a voice conversion (VC) method using sequence-to-sequence (seq2seq or S2S) learning, which flexibly converts not only the voice characteristics but also the pitch contour and duration of input speech. The proposed…

声音 · 计算机科学 2020-10-08 Hirokazu Kameoka , Kou Tanaka , Damian Kwasny , Takuhiro Kaneko , Nobukatsu Hojo

Recent singing-voice-synthesis (SVS) methods have achieved remarkable audio quality and naturalness, yet they lack the capability to control the style attributes of the synthesized singing explicitly. We propose Prompt-Singer, the first SVS…

声音 · 计算机科学 2025-01-07 Yongqi Wang , Ruofan Hu , Rongjie Huang , Zhiqing Hong , Ruiqi Li , Wenrui Liu , Fuming You , Tao Jin , Zhou Zhao

Nowadays, recognition-synthesis-based methods have been quite popular with voice conversion (VC). By introducing linguistics features with good disentangling characters extracted from an automatic speech recognition (ASR) model, the VC…

声音 · 计算机科学 2023-05-17 Xintao Zhao , Shuai Wang , Yang Chao , Zhiyong Wu , Helen Meng

This paper presents a high quality singing synthesizer that is able to model a voice with limited available recordings. Based on the sequence-to-sequence singing model, we design a multi-singer framework to leverage all the existing singing…

音频与语音处理 · 电气工程与系统科学 2020-06-19 Jie Wu , Jian Luan

Singing Voice Synthesis (SVS) aims to generate singing voices of high fidelity and expressiveness. Conventional SVS systems usually utilize an acoustic model to transform a music score into acoustic features, followed by a vocoder to…

音频与语音处理 · 电气工程与系统科学 2024-12-16 Jianwei Cui , Yu Gu , Shihao Chen , Jie Zhang , Liping Chen , Lirong Dai

The diffusion-based Singing Voice Conversion (SVC) methods have achieved remarkable performances, producing natural audios with high similarity to the target timbre. However, the iterative sampling process results in slow inference speed,…

音频与语音处理 · 电气工程与系统科学 2024-01-04 Yiwen Lu , Zhen Ye , Wei Xue , Xu Tan , Qifeng Liu , Yike Guo

Singing voice conversion aims to convert singer's voice from source to target without changing singing content. Parallel training data is typically required for the training of singing voice conversion system, that is however not practical…

音频与语音处理 · 电气工程与系统科学 2020-11-04 Junchen Lu , Kun Zhou , Berrak Sisman , Haizhou Li

Significant strides have been made in creating voice identity representations using speech data. However, the same level of progress has not been achieved for singing voices. To bridge this gap, we suggest a framework for training singer…

声音 · 计算机科学 2024-01-11 Bernardo Torres , Stefan Lattner , Gaël Richard

Controllable Singing Voice Synthesis (SVS) aims to generate expressive singing voices reflecting user intent. While recent SVS systems achieve high audio quality, most rely on probabilistic modeling, limiting precise control over attributes…

声音 · 计算机科学 2025-09-10 Yerin Ryu , Inseop Shin , Chanwoo Kim

This paper presents an advanced end-to-end singing voice synthesis (SVS) system based on the source-filter mechanism that directly translates lyrical and melodic cues into expressive and high-fidelity human-like singing. Similarly to…

音频与语音处理 · 电气工程与系统科学 2024-10-17 Jianwei Cui , Yu Gu , Chao Weng , Jie Zhang , Liping Chen , Lirong Dai

We present a large-scale comparative study of self-supervised speech representation (S3R)-based voice conversion (VC). In the context of recognition-synthesis VC, S3Rs are attractive owing to their potential to replace expensive supervised…

声音 · 计算机科学 2022-11-23 Wen-Chin Huang , Shu-Wen Yang , Tomoki Hayashi , Tomoki Toda

This paper proposes a novel sequence-to-sequence (seq2seq) model with a musical note position-aware attention mechanism for singing voice synthesis (SVS). A seq2seq modeling approach that can simultaneously perform acoustic and temporal…

音频与语音处理 · 电气工程与系统科学 2023-03-16 Yukiya Hono , Kei Hashimoto , Yoshihiko Nankaku , Keiichi Tokuda

Any-to-any singing voice conversion (SVC) aims to transfer a target singer's timbre to other songs using a short voice sample. However many diffusion model based any-to-any SVC methods, which have achieved impressive results, usually…

音频与语音处理 · 电气工程与系统科学 2024-08-23 Shihao Chen , Yu Gu , Jianwei Cui , Jie Zhang , Rilin Chen , Lirong Dai

We present an unsupervised non-parallel many-to-many voice conversion (VC) method using a generative adversarial network (GAN) called StarGAN v2. Using a combination of adversarial source classifier loss and perceptual loss, our model…

声音 · 计算机科学 2021-07-26 Yinghao Aaron Li , Ali Zare , Nima Mesgarani

In this paper, we propose VISinger, a complete end-to-end high-quality singing voice synthesis (SVS) system that directly generates audio waveform from lyrics and musical score. Our approach is inspired by VITS, which adopts VAE-based…

音频与语音处理 · 电气工程与系统科学 2022-02-25 Yongmao Zhang , Jian Cong , Heyang Xue , Lei Xie , Pengcheng Zhu , Mengxiao Bi

We present S$^2$Voice, the winning system of the Singing Voice Conversion Challenge (SVCC) 2025 for both the in-domain and zero-shot singing style conversion tracks. Built on the strong two-stage Vevo baseline, S$^2$Voice advances style…

音频与语音处理 · 电气工程与系统科学 2026-01-21 Ziqian Wang , Xianjun Xia , Chuanzeng Huang , Lei Xie

Singing voice conversion (SVC) aims to convert a singer's voice to another singer's from a reference audio while keeping the original semantics. However, existing SVC methods can hardly perform zero-shot due to incomplete feature…

声音 · 计算机科学 2024-11-18 Zihao Wang , Le Ma , Yongsheng Feng , Xin Pan , Yuhang Jin , Kejun Zhang

Voice conversion (VC) consists of digitally altering the voice of an individual to manipulate part of its content, primarily its identity, while maintaining the rest unchanged. Research in neural VC has accomplished considerable…

声音 · 计算机科学 2021-07-28 Laurent Benaroya , Nicolas Obin , Axel Roebel

Voice conversion refers to transferring speaker identity with well-preserved content. Better disentanglement of speech representations leads to better voice conversion. Recent studies have found that phonetic information from input audio…

声音 · 计算机科学 2024-01-19 Yimin Deng , Huaizhen Tang , Xulong Zhang , Ning Cheng , Jing Xiao , Jianzong Wang