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With the development of diffusion models, text-guided image style transfer has demonstrated high-quality controllable synthesis results. However, the utilization of text for diverse music style transfer poses significant challenges,…

声音 · 计算机科学 2024-02-22 Sifei Li , Yuxin Zhang , Fan Tang , Chongyang Ma , Weiming dong , Changsheng Xu

Video-to-music (V2M) generation aims to create music that aligns with visual content. However, two main challenges persist in existing methods: (1) the lack of explicit rhythm modeling hinders audiovisual temporal alignments; (2)…

声音 · 计算机科学 2025-11-13 Shulei Ji , Zihao Wang , Jiaxing Yu , Xiangyuan Yang , Shuyu Li , Songruoyao Wu , Kejun Zhang

Evaluation for continuous piano pedal depth estimation tasks remains incomplete when relying only on conventional frame-level metrics, which overlook musically important features such as direction-change boundaries and pedal curve contours.…

信息检索 · 计算机科学 2026-02-04 Hanwen Zhang , Kun Fang , Ziyu Wang , Ichiro Fujinaga

Breakthroughs in text-to-music generation models are transforming the creative landscape, equipping musicians with innovative tools for composition and experimentation like never before. However, controlling the generation process to…

声音 · 计算机科学 2025-06-19 Teysir Baoueb , Xiaoyu Bie , Xi Wang , Gaël Richard

In this work, we propose DiffWave, a versatile diffusion probabilistic model for conditional and unconditional waveform generation. The model is non-autoregressive, and converts the white noise signal into structured waveform through a…

音频与语音处理 · 电气工程与系统科学 2021-04-01 Zhifeng Kong , Wei Ping , Jiaji Huang , Kexin Zhao , Bryan Catanzaro

We propose Polyffusion, a diffusion model that generates polyphonic music scores by regarding music as image-like piano roll representations. The model is capable of controllable music generation with two paradigms: internal control and…

声音 · 计算机科学 2023-07-21 Lejun Min , Junyan Jiang , Gus Xia , Jingwei Zhao

The field of Singing Voice Synthesis (SVS) has seen significant advancements in recent years due to the rapid progress of diffusion-based approaches. However, capturing vocal style, genre-specific pitch inflections, and language-dependent…

声音 · 计算机科学 2025-12-01 Sandipan Dhar , Mayank Gupta , Preeti Rao

This study focuses on generating fundamental frequency (F0) curves of singing voice from musical scores stored in a midi-like notation. Current statistical parametric approaches to singing F0 modeling meet difficulties in reproducing…

音频与语音处理 · 电气工程与系统科学 2018-03-13 Kanru Hua

In automatic music generation, a central challenge is to design controls that enable meaningful human-machine interaction. Existing systems often rely on extrinsic inputs such as text prompts or metadata, which do not allow humans to…

声音 · 计算机科学 2026-03-03 Xiaoyu Yi , Qi He , Gus Xia , Ziyu Wang

Deep generative models can generate high-fidelity audio conditioned on various types of representations (e.g., mel-spectrograms, Mel-frequency Cepstral Coefficients (MFCC)). Recently, such models have been used to synthesize audio waveforms…

This paper proposes an expressive singing voice synthesis system by introducing explicit vibrato modeling and latent energy representation. Vibrato is essential to the naturalness of synthesized sound, due to the inherent characteristics of…

声音 · 计算机科学 2022-11-03 Yingjie Song , Wei Song , Wei Zhang , Zhengchen Zhang , Dan Zeng , Zhi Liu , Yang Yu

Generating expressive audio performances from music scores requires models to capture both instrument acoustics and human interpretation. Traditional music performance synthesis pipelines follow a two-stage approach, first generating…

声音 · 计算机科学 2025-07-14 Jingjing Tang , Xin Wang , Zhe Zhang , Junichi Yamagishi , Geraint Wiggins , George Fazekas

While automatic music transcription is well-established in music information retrieval, most models are limited to transcribing pitch and timing information from audio, and thus omit crucial expressive and instrument-specific nuances. One…

声音 · 计算机科学 2026-02-04 Ting-Kang Wang , Yueh-Po Peng , Li Su , Vincent K. M. Cheung

This study introduces a novel and interpretable model, DiffVox, for matching vocal effects in music production. DiffVox, short for ``Differentiable Vocal Fx", integrates parametric equalisation, dynamic range control, delay, and reverb with…

Removing audio effects from electric guitar recordings makes it easier for post-production and sound editing. An audio distortion recovery model not only improves the clarity of the guitar sounds but also opens up new opportunities for…

声音 · 计算机科学 2024-07-24 Ying-Shuo Lee , Yueh-Po Peng , Jui-Te Wu , Ming Cheng , Li Su , Yi-Hsuan Yang

This paper presents an advanced end-to-end singing voice synthesis (SVS) system based on the source-filter mechanism that directly translates lyrical and melodic cues into expressive and high-fidelity human-like singing. Similarly to…

音频与语音处理 · 电气工程与系统科学 2024-10-17 Jianwei Cui , Yu Gu , Chao Weng , Jie Zhang , Liping Chen , Lirong Dai

Building upon Diff-A-Riff, a latent diffusion model for musical instrument accompaniment generation, we present a series of improvements targeting quality, diversity, inference speed, and text-driven control. First, we upgrade the…

声音 · 计算机科学 2024-10-31 Javier Nistal , Marco Pasini , Stefan Lattner

In many industries, including aerospace and defense, waveform analysis is commonly conducted to compute the resonance of physical objects, with the Finite Element Method (FEM) being the standard approach. The Finite Difference Method (FDM)…

音频与语音处理 · 电气工程与系统科学 2025-07-09 Juliette Florin

Recent video inpainting methods have achieved encouraging improvements by leveraging optical flow to guide pixel propagation from reference frames either in the image space or feature space. However, they would produce severe artifacts in…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Chaohao Xie , Kai Han , Kwan-Yee K. Wong

Virtual instrument generation requires maintaining consistent timbre across different pitches and velocities, a challenge that existing note-level models struggle to address. We present FlowSynth, which combines distributional flow matching…

声音 · 计算机科学 2025-10-27 Qihui Yang , Randal Leistikow , Yongyi Zang