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We present the latest iteration of the voice conversion challenge (VCC) series, a bi-annual scientific event aiming to compare and understand different voice conversion (VC) systems based on a common dataset. This year we shifted our focus…

Sound · Computer Science 2023-07-07 Wen-Chin Huang , Lester Phillip Violeta , Songxiang Liu , Jiatong Shi , Tomoki Toda

The voice conversion challenge is a bi-annual scientific event held to compare and understand different voice conversion (VC) systems built on a common dataset. In 2020, we organized the third edition of the challenge and constructed and…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-31 Yi Zhao , Wen-Chin Huang , Xiaohai Tian , Junichi Yamagishi , Rohan Kumar Das , Tomi Kinnunen , Zhenhua Ling , Tomoki Toda

Automatic Singing Assessment and Singing Information Processing have evolved over the past three decades to support singing pedagogy, performance analysis, and vocal training. While the first approach objectively evaluates a singer's…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-21 Arthur N. dos Santos , Bruno S. Masiero

We present the Voice Conversion Challenge 2018, designed as a follow up to the 2016 edition with the aim of providing a common framework for evaluating and comparing different state-of-the-art voice conversion (VC) systems. The objective of…

Audio and Speech Processing · Electrical Eng. & Systems 2018-04-13 Jaime Lorenzo-Trueba , Junichi Yamagishi , Tomoki Toda , Daisuke Saito , Fernando Villavicencio , Tomi Kinnunen , Zhenhua Ling

This paper presents our systems (denoted as T13) for the singing voice conversion challenge (SVCC) 2023. For both in-domain and cross-domain English singing voice conversion (SVC) tasks (Task 1 and Task 2), we adopt a recognition-synthesis…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-10 Ryuichi Yamamoto , Reo Yoneyama , Lester Phillip Violeta , Wen-Chin Huang , Tomoki Toda

Sixty participants provided dissimilarity ratings between various singing techniques. Multidimensional scaling, class averaging and clustering techniques were used to analyse timbral spaces and how they change between different singers,…

Sound · Computer Science 2021-11-17 Brendan O'Connor , Simon Dixon , George Fazekas

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…

Sound · Computer Science 2024-01-11 Bernardo Torres , Stefan Lattner , Gaël Richard

The lack of a publicly-available large-scale and diverse dataset has long been a significant bottleneck for singing voice applications like Singing Voice Synthesis (SVS) and Singing Voice Conversion (SVC). To tackle this problem, we present…

Sound · Computer Science 2025-05-15 Yicheng Gu , Chaoren Wang , Junan Zhang , Xueyao Zhang , Zihao Fang , Haorui He , Zhizheng Wu

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…

Sound · Computer Science 2025-07-08 Lester Phillip Violeta , Wen-Chin Huang , Tomoki Toda

This paper presents a benchmark for singing voice enhancement. The development of singing voice enhancement is limited by the lack of realistic evaluation data. To address this gap, this paper introduces SingVERSE, the first real-world…

Sound · Computer Science 2025-09-26 Shaohan Jiang , Junan Zhang , Yunjia Zhang , Jing Yang , Fan Fan , Zhizheng Wu

Singing voice synthesis (SVS) is a task that aims to generate audio signals according to musical scores and lyrics. With its multifaceted nature concerning music and language, producing singing voices indistinguishable from that of human…

Audio and Speech Processing · Electrical Eng. & Systems 2021-10-07 Yin-Ping Cho , Fu-Rong Yang , Yung-Chuan Chang , Ching-Ting Cheng , Xiao-Han Wang , Yi-Wen Liu

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…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-21 Ziqian Wang , Xianjun Xia , Chuanzeng Huang , Lei Xie

Singing voice conversion aims to transform a source singing voice into that of a target singer while preserving the original lyrics, melody, and various vocal techniques. In this paper, we propose a high-fidelity singing voice conversion…

Sound · Computer Science 2025-01-07 Yiquan Zhou , Wenyu Wang , Hongwu Ding , Jiacheng Xu , Jihua Zhu , Xin Gao , Shihao Li

This paper presents the submission of the S4 team to the Singing Voice Conversion Challenge 2025 (SVCC2025)-a novel singing style conversion system that advances fine-grained style conversion and control within in-domain settings. To…

Sound · Computer Science 2026-04-08 Zhetao Hu , Yiquan Zhou , Wenyu Wang , Zhiyu Wu , Xin Gao , Jihua Zhu

The Voice Conversion Challenge 2020 is the third edition under its flagship that promotes intra-lingual semiparallel and cross-lingual voice conversion (VC). While the primary evaluation of the challenge submissions was done through…

Audio and Speech Processing · Electrical Eng. & Systems 2020-09-09 Rohan Kumar Das , Tomi Kinnunen , Wen-Chin Huang , Zhenhua Ling , Junichi Yamagishi , Yi Zhao , Xiaohai Tian , Tomoki Toda

We propose a flexible framework that deals with both singer conversion and singers vocal technique conversion. The proposed model is trained on non-parallel corpora, accommodates many-to-many conversion, and leverages recent advances of…

Audio and Speech Processing · Electrical Eng. & Systems 2020-02-26 Yin-Jyun Luo , Chin-Chen Hsu , Kat Agres , Dorien Herremans

Since the vocal component plays a crucial role in popular music, singing voice detection has been an active research topic in music information retrieval. Although several proposed algorithms have shown high performances, we argue that…

Sound · Computer Science 2018-06-05 Kyungyun Lee , Keunwoo Choi , Juhan Nam

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…

Audio and Speech Processing · Electrical Eng. & Systems 2020-11-18 Berrak Sisman , Junichi Yamagishi , Simon King , Haizhou Li

Singing voice conversion is converting the timbre in the source singing to the target speaker's voice while keeping singing content the same. However, singing data for target speaker is much more difficult to collect compared with normal…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-10 Liqiang Zhang , Chengzhu Yu , Heng Lu , Chao Weng , Chunlei Zhang , Yusong Wu , Xiang Xie , Zijin Li , Dong Yu

This paper addresses the challenges and advancements in speech recognition for singing, a domain distinctly different from standard speech recognition. Singing encompasses unique challenges, including extensive pitch variations, diverse…

Sound · Computer Science 2024-03-15 Anna Kruspe
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