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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

The neural network (NN) based singing voice synthesis (SVS) systems require sufficient data to train well and are prone to over-fitting due to data scarcity. However, we often encounter data limitation problem in building SVS systems…

Audio and Speech Processing · Electrical Eng. & Systems 2021-03-01 Jiatong Shi , Shuai Guo , Nan Huo , Yuekai Zhang , Qin Jin

Singing voice synthesis (SVS) has advanced significantly, enabling models to generate vocals with accurate pitch and consistent style. As these capabilities improve, the need for reliable evaluation and optimization becomes increasingly…

Sound · Computer Science 2025-12-03 Xueyan Li , Yuxin Wang , Mengjie Jiang , Qingzi Zhu , Jiang Zhang , Zoey Kim , Yazhe Niu

Previous research has shown that established techniques for spoken voice conversion (VC) do not perform as well when applied to singing voice conversion (SVC). We propose an alternative loss component in a loss function that is otherwise…

Sound · Computer Science 2023-02-28 Brendan O'Connor , Simon Dixon

We are interested in a novel task, singing voice beautifying (SVB). Given the singing voice of an amateur singer, SVB aims to improve the intonation and vocal tone of the voice, while keeping the content and vocal timbre. Current automatic…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-03 Jinglin Liu , Chengxi Li , Yi Ren , Zhiying Zhu , Zhou Zhao

Any-to-any singing voice conversion (SVC) is confronted with the challenge of ``timbre leakage'' issue caused by inadequate disentanglement between the content and the speaker timbre. To address this issue, this study introduces NeuCoSVC, a…

Sound · Computer Science 2024-01-09 Binzhu Sha , Xu Li , Zhiyong Wu , Ying Shan , Helen Meng

In this paper, we propose a model to perform style transfer of speech to singing voice. Contrary to the previous signal processing-based methods, which require high-quality singing templates or phoneme synchronization, we explore a…

Sound · Computer Science 2022-08-29 Shrutina Agarwal , Sriram Ganapathy , Naoya Takahashi

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…

Audio and Speech Processing · Electrical Eng. & Systems 2021-05-25 Songxiang Liu , Yuewen Cao , Na Hu , Dan Su , Helen Meng

Suffering from limited singing voice corpus, existing singing voice synthesis (SVS) methods that build encoder-decoder neural networks to directly generate spectrogram could lead to out-of-tune issues during the inference phase. To…

Sound · Computer Science 2021-10-13 Shujun Liu , Hai Zhu , Kun Wang , Huajun Wang

Singing voice conversion (SVC) aims to convert the voice of one singer to that of other singers while keeping the singing content and melody. On top of recent voice conversion works, we propose a novel model to steadily convert songs while…

Sound · Computer Science 2020-10-29 Zhonghao Li , Benlai Tang , Xiang Yin , Yuan Wan , Ling Xu , Chen Shen , Zejun Ma

Recent advancements in speech synthesis witness significant benefits by leveraging discrete tokens extracted from self-supervised learning (SSL) models. Discrete tokens offer higher storage efficiency and greater operability in intermediate…

Sound · Computer Science 2024-06-21 Yuning Wu , Chunlei zhang , Jiatong Shi , Yuxun Tang , Shan Yang , Qin Jin

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

With the rapid development of neural network architectures and speech processing models, singing voice synthesis with neural networks is becoming the cutting-edge technique of digital music production. In this work, in order to explore how…

Sound · Computer Science 2021-08-29 Dengfeng Ke , Yuxing Lu , Xudong Liu , Yanyan Xu , Jing Sun , Cheng-Hao Cai

Singing voice correction (SVC) is an appealing application for amateur singers. Commercial products automate SVC by snapping pitch contours to equal-tempered scales, which could lead to deadpan modifications. Together with the neglect of…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-26 Yin-Jyun Luo , Yuen-Jen Lin , Li Su

Singing Voice Separation (SVS) tries to separate singing voice from a given mixed musical signal. Recently, many U-Net-based models have been proposed for the SVS task, but there were no existing works that evaluate and compare various…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-09 Woosung Choi , Minseok Kim , Jaehwa Chung , Daewon Lee , Soonyoung Jung

The purpose of this study is to investigate how humans interpret musical scores expressively, and then design machines that sing like humans. We consider six factors that have a strong influence on the expression of human singing. The…

Sound · Computer Science 2015-02-17 Ju-Chiang Wang , Hung-Yan Gu , Hsin-Min Wang

Singing voice conversion is a task to convert a song sang by a source singer to the voice of a target singer. In this paper, we propose using a parallel data free, many-to-one voice conversion technique on singing voices. A phonetic…

Audio and Speech Processing · Electrical Eng. & Systems 2019-03-12 Xin Chen , Wei Chu , Jinxi Guo , Ning Xu

This paper presents the T02 team's system for the Singing Voice Conversion Challenge 2023 (SVCC2023). Our system entails a VITS-based SVC model, incorporating three modules: a feature extractor, a voice converter, and a post-processor.…

Sound · Computer Science 2023-10-10 Yiquan Zhou , Meng Chen , Yi Lei , Jihua Zhu , Weifeng Zhao

Speaker Verification (SV) systems involve mainly two individual stages: feature extraction and classification. In this paper, we explore these two modules with the aim of improving the performance of a speaker verification system under…

Audio and Speech Processing · Electrical Eng. & Systems 2024-02-06 Kerlos Atia Abdalmalak , Ascensión Gallardo-Antol'in

Existing singing voice synthesis models (SVS) are usually trained on singing data and depend on either error-prone time-alignment and duration features or explicit music score information. In this paper, we propose Karaoker, a multispeaker…

Audio and Speech Processing · Electrical Eng. & Systems 2022-09-30 Panos Kakoulidis , Nikolaos Ellinas , Georgios Vamvoukakis , Konstantinos Markopoulos , June Sig Sung , Gunu Jho , Pirros Tsiakoulis , Aimilios Chalamandaris