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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…

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

In this study, we present SingVisio, an interactive visual analysis system that aims to explain the diffusion model used in singing voice conversion. SingVisio provides a visual display of the generation process in diffusion models,…

Sound · Computer Science 2024-09-20 Liumeng Xue , Chaoren Wang , Mingxuan Wang , Xueyao Zhang , Jun Han , Zhizheng Wu

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

Singing voice separation aims to separate music into vocals and accompaniment components. One of the major constraints for the task is the limited amount of training data with separated vocals. Data augmentation techniques such as random…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-30 Siyuan Yuan , Zhepei Wang , Umut Isik , Ritwik Giri , Jean-Marc Valin , Michael M. Goodwin , Arvindh Krishnaswamy

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 (SVC) has emerged as a significant subfield of Voice Conversion (VC), enabling the transformation of one singer's voice into another while preserving musical elements such as melody, rhythm, and timbre. Traditional…

Sound · Computer Science 2025-01-22 Yubo Huang , Xin Lai , Muyang Ye , Anran Zhu , Zixi Wang , Jingzehua Xu , Shuai Zhang , Zhiyuan Zhou , Weijie Niu

This paper presents a method that generates expressive singing voice of Peking opera. The synthesis of expressive opera singing usually requires pitch contours to be extracted as the training data, which relies on techniques and is not able…

Computation and Language · Computer Science 2019-12-30 Yusong Wu , Shengchen Li , Chengzhu Yu , Heng Lu , Chao Weng , Liqiang Zhang , Dong Yu

Voice conversion (VC) using sequence-to-sequence learning of context posterior probabilities is proposed. Conventional VC using shared context posterior probabilities predicts target speech parameters from the context posterior…

Sound · Computer Science 2017-08-08 Hiroyuki Miyoshi , Yuki Saito , Shinnosuke Takamichi , Hiroshi Saruwatari

Singing Voice Conversion (SVC) aims to transform a source singing voice into a target singer while preserving lyrics and melody. Most existing SVC methods depend on F0 extractors to capture the lead melody from clean vocals. However, no…

Sound · Computer Science 2026-05-13 Chen Geng , Meng Chen , Ruohua Zhou , Ruolan Liu , Weifeng Zhao

Current computational-emotion research has focused on applying acoustic properties to analyze how emotions are perceived mathematically or used in natural language processing machine learning models. While recent interest has focused on…

Sound · Computer Science 2021-07-06 Daniel Szelogowski

In the recent years, singing voice separation systems showed increased performance due to the use of supervised training. The design of training datasets is known as a crucial factor in the performance of such systems. We investigate on how…

Sound · Computer Science 2019-06-07 Laure Prétet , Romain Hennequin , Jimena Royo-Letelier , Andrea Vaglio

The ideal goal of voice conversion is to convert the source speaker's speech to sound naturally like the target speaker while maintaining the linguistic content and the prosody of the source speech. However, current approaches are…

Audio and Speech Processing · Electrical Eng. & Systems 2022-06-16 Qicong Xie , Shan Yang , Yi Lei , Lei Xie , Dan Su

One-shot voice conversion has received significant attention since only one utterance from source speaker and target speaker respectively is required. Moreover, source speaker and target speaker do not need to be seen during training.…

Sound · Computer Science 2021-06-22 Hongqiang Du , Lei Xie

This paper investigates the use of generative adversarial network (GAN)-based models for converting the spectrogram of a speech signal into that of a singing one, without reference to the phoneme sequence underlying the speech. This is…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-06 Da-Yi Wu , Yi-Hsuan Yang

In this work, we incorporated acoustically derived source features, aperiodicity, periodicity and pitch as additional targets to an acoustic-to-articulatory speech inversion (SI) system. We also propose a Temporal Convolution based SI…

Audio and Speech Processing · Electrical Eng. & Systems 2022-11-01 Yashish M. Siriwardena , Carol Espy-Wilson

Previous approaches in singer identification have used one of monophonic vocal tracks or mixed tracks containing multiple instruments, leaving a semantic gap between these two domains of audio. In this paper, we present a system to learn a…

Sound · Computer Science 2019-06-27 Kyungyun Lee , Juhan Nam

The speech-to-singing (STS) voice conversion task aims to generate singing samples corresponding to speech recordings while facing a major challenge: the alignment between the target (singing) pitch contour and the source (speech) content…

Audio and Speech Processing · Electrical Eng. & Systems 2023-05-25 Ruiqi Li , Rongjie Huang , Lichao Zhang , Jinglin Liu , Zhou Zhao

A vocoder is a conditional audio generation model that converts acoustic features such as mel-spectrograms into waveforms. Taking inspiration from Differentiable Digital Signal Processing (DDSP), we propose a new vocoder named SawSing for…

Multi-speaker singing voice synthesis is to generate the singing voice sung by different speakers. To generalize to new speakers, previous zero-shot singing adaptation methods obtain the timbre of the target speaker with a fixed-size…

Audio and Speech Processing · Electrical Eng. & Systems 2022-01-12 Shoutong Wang , Jinglin Liu , Yi Ren , Zhen Wang , Changliang Xu , Zhou Zhao

Singing voice synthesis (SVS) aims to generate expressive and high-quality vocals from musical scores, requiring precise modeling of pitch, duration, and articulation. While diffusion-based models have achieved remarkable success in image…

Sound · Computer Science 2025-06-27 Kehan Sui , Jinxu Xiang , Fang Jin