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Related papers: SUSing: SU-net for Singing Voice Synthesis

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High-fidelity singing voices usually require higher sampling rate (e.g., 48kHz) to convey expression and emotion. However, higher sampling rate causes the wider frequency band and longer waveform sequences and throws challenges for singing…

Audio and Speech Processing · Electrical Eng. & Systems 2020-09-04 Jiawei Chen , Xu Tan , Jian Luan , Tao Qin , Tie-Yan Liu

To explore the potential advantages of utilizing spatial cues from images for generating stereo singing voices with room reverberation, we introduce VS-Singer, a vision-guided model designed to produce stereo singing voices with room…

Sound · Computer Science 2025-06-23 Zijing Zhao , Kai Wang , Hao Huang , Ying Hu , Liang He , Jichen Yang

We present a deep learning based methodology for extracting the singing voice signal from a musical mixture based on the underlying linguistic content. Our model follows an encoder decoder architecture and takes as input the magnitude…

Audio and Speech Processing · Electrical Eng. & Systems 2020-02-18 Pritish Chandna , Merlijn Blaauw , Jordi Bonada , Emilia Gomez

Deep learning-based works for singing voice separation have performed exceptionally well in the recent past. However, most of these works do not focus on allowing users to interact with the model to improve performance. This can be crucial…

Sound · Computer Science 2025-12-03 Ankur Gupta , Anshul Rai , Archit Bansal , Vipul Arora

This research paper presents a novel deep learning-based neural network architecture, named Y-Net, for achieving music source separation. The proposed architecture performs end-to-end hybrid source separation by extracting features from…

A singing voice conversion model converts a song in the voice of an arbitrary source singer to the voice of a target singer. Recently, methods that leverage self-supervised audio representations such as HuBERT and Wav2Vec 2.0 have helped…

Audio and Speech Processing · Electrical Eng. & Systems 2023-03-23 Tejas Jayashankar , Jilong Wu , Leda Sari , David Kant , Vimal Manohar , Qing He

Sound modelling is the process of developing algorithms that generate sound under parametric control. There are a few distinct approaches that have been developed historically including modelling the physics of sound production and…

Audio and Speech Processing · Electrical Eng. & Systems 2020-11-26 M. Huzaifah , L. Wyse

Regenerating singing voices with altered lyrics while preserving melody consistency remains challenging, as existing methods either offer limited controllability or require laborious manual alignment. We propose YingMusic-Singer-Plus, a…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-10 Chunbo Hao , Junjie Zheng , Guobin Ma , Yuepeng Jiang , Huakang Chen , Wenjie Tian , Gongyu Chen , Zihao Chen , Lei Xie

Recently, deep learning-based generative models have been introduced to generate singing voices. One approach is to predict the parametric vocoder features consisting of explicit speech parameters. This approach has the advantage that the…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-14 Tae-Woo Kim , Min-Su Kang , Gyeong-Hoon Lee

In this study, we define the identity of the singer with two independent concepts - timbre and singing style - and propose a multi-singer singing synthesis system that can model them separately. To this end, we extend our single-singer…

Sound · Computer Science 2019-10-30 Juheon Lee , Hyeong-Seok Choi , Junghyun Koo , Kyogu Lee

Various applications of voice synthesis have been developed independently despite the fact that they generate "voice" as output in common. In addition, the majority of voice synthesis models currently rely on annotated audio data, but it is…

Audio and Speech Processing · Electrical Eng. & Systems 2023-05-31 Rongjie Huang , Chunlei Zhang , Yongqi Wang , Dongchao Yang , Luping Liu , Zhenhui Ye , Ziyue Jiang , Chao Weng , Zhou Zhao , Dong Yu

SIREN is a flexible, extensible, and customizable web-based general-purpose interface for auditory data display (sonification). Designed as a digital audio workstation for sonification, synthesizers written in JavaScript using the Web Audio…

Sound · Computer Science 2024-04-01 Tristan Peng , Hongchan Choi , Jonathan Berger

We present a database of parallel recordings of speech and singing, collected and released by the Human Language Technology (HLT) laboratory at the National University of Singapore (NUS), that is called NUS-HLT Speak-Sing (NHSS) database.…

Sound · Computer Science 2021-08-06 Bidisha Sharma , Xiaoxue Gao , Karthika Vijayan , Xiaohai Tian , Haizhou Li

Recent breakthroughs in singing voice synthesis (SVS) have heightened the demand for high-quality annotated datasets, yet manual annotation remains prohibitively labor-intensive and resource-intensive. Existing automatic singing annotation…

Sound · Computer Science 2025-07-10 Wenxiang Guo , Yu Zhang , Changhao Pan , Zhiyuan Zhu , Ruiqi Li , Zhetao Chen , Wenhao Xu , Fei Wu , Zhou Zhao

Zero-shot singing voice synthesis (SVS) with style transfer and style control aims to generate high-quality singing voices with unseen timbres and styles (including singing method, emotion, rhythm, technique, and pronunciation) from audio…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-02 Yu Zhang , Ziyue Jiang , Ruiqi Li , Changhao Pan , Jinzheng He , Rongjie Huang , Chuxin Wang , Zhou Zhao

Melody preservation is crucial in singing voice conversion (SVC). However, in many scenarios, audio is often accompanied with background music (BGM), which can cause audio distortion and interfere with the extraction of melody and other key…

Sound · Computer Science 2025-02-10 Wei Chen , Binzhu Sha , Jing Yang , Zhuo Wang , Fan Fan , Zhiyong Wu

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…

Sound · Computer Science 2024-09-17 Xueyao Zhang , Zihao Fang , Yicheng Gu , Haopeng Chen , Lexiao Zou , Junan Zhang , Liumeng Xue , Zhizheng Wu

Separation of multiple singing voices into each voice is a rarely studied area in music source separation research. The absence of a benchmark dataset has hindered its progress. In this paper, we present an evaluation dataset and provide…

Sound · Computer Science 2023-05-05 Chang-Bin Jeon , Hyeongi Moon , Keunwoo Choi , Ben Sangbae Chon , Kyogu Lee

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

Machine learning based singing voice models require large datasets and lengthy training times. In this work we present a lightweight architecture, based on the Differentiable Digital Signal Processing (DDSP) library, that is able to output…

Sound · Computer Science 2021-03-15 Juan Alonso , Cumhur Erkut