SingVisio:歌声转换扩散模型的可视化分析

IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, SOFTWARE ENGINEERING Computers & Graphics-Uk Pub Date : 2024-08-30 DOI:10.1016/j.cag.2024.104058
Liumeng Xue , Chaoren Wang , Mingxuan Wang , Xueyao Zhang , Jun Han , Zhizheng Wu
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引用次数: 0

摘要

在本研究中,我们介绍了一个交互式可视分析系统 SingVisio,旨在解释歌声转换中使用的扩散模型。SingVisio 提供了扩散模型生成过程的可视化显示,展示了噪声频谱的逐步去噪和转化为干净频谱的过程,从而捕捉到所需的歌手音色。该系统还便于对不同条件(如源内容、旋律和目标音色)进行并排比较,突出显示这些条件对扩散生成过程和转换结果的影响。通过比较和综合评估,SingVisio 展示了其在系统设计、功能、可解释性和用户友好性方面的有效性。它为不同背景的用户提供了宝贵的学习经验和对歌唱语音转换扩散模型的深入了解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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SingVisio: Visual analytics of diffusion model for singing voice conversion

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, showcasing the step-by-step denoising of the noisy spectrum and its transformation into a clean spectrum that captures the desired singer’s timbre. The system also facilitates side-by-side comparisons of different conditions, such as source content, melody, and target timbre, highlighting the impact of these conditions on the diffusion generation process and resulting conversions. Through comparative and comprehensive evaluations, SingVisio demonstrates its effectiveness in terms of system design, functionality, explainability, and user-friendliness. It offers users of various backgrounds valuable learning experiences and insights into the diffusion model for singing voice conversion.

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来源期刊
Computers & Graphics-Uk
Computers & Graphics-Uk 工程技术-计算机:软件工程
CiteScore
5.30
自引率
12.00%
发文量
173
审稿时长
38 days
期刊介绍: Computers & Graphics is dedicated to disseminate information on research and applications of computer graphics (CG) techniques. The journal encourages articles on: 1. Research and applications of interactive computer graphics. We are particularly interested in novel interaction techniques and applications of CG to problem domains. 2. State-of-the-art papers on late-breaking, cutting-edge research on CG. 3. Information on innovative uses of graphics principles and technologies. 4. Tutorial papers on both teaching CG principles and innovative uses of CG in education.
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