Eloi Moliner
@emoliner.bsky.social
PhD student on audio signal processing @ Aalto University
Reposted by Eloi Moliner
A generative diffusion model jointly estimates unknown nonlinear distortion and restores audio signals, outperforming other methods on guitar and speech data; cubic Catmull-Rom splines showed best approximation.
Estimation and Restoration of Unknown Nonlinear Distortion using Diffusion
Michal Švento, Eloi Moliner, Lauri Juvela, Alec Wright, Vesa Välimäki
arxiv.org
January 13, 2025 at 10:27 AM
A generative diffusion model jointly estimates unknown nonlinear distortion and restores audio signals, outperforming other methods on guitar and speech data; cubic Catmull-Rom splines showed best approximation.
Reposted by Eloi Moliner
Our article, "Diffusion Models for Audio Restoration: A Review," is now published in the IEEE Signal Processing Magazine!
A huge thank you to all co-authors Jean-Marie Lemercier, Julius Richter, Simon Welker, Eloi Moliner, and Vesa Välimäki for a great collaboration.
doi.org/10.1109/MSP....
A huge thank you to all co-authors Jean-Marie Lemercier, Julius Richter, Simon Welker, Eloi Moliner, and Vesa Välimäki for a great collaboration.
doi.org/10.1109/MSP....
Diffusion Models for Audio Restoration: A review [Special Issue On Model-Based and Data-Driven Audio Signal Processing]
With the development of audio playback devices and fast data transmission, the demand for high sound quality is rising for both entertainment and communications. In this quest for better sound quality...
doi.org
January 6, 2025 at 8:17 AM
Our article, "Diffusion Models for Audio Restoration: A Review," is now published in the IEEE Signal Processing Magazine!
A huge thank you to all co-authors Jean-Marie Lemercier, Julius Richter, Simon Welker, Eloi Moliner, and Vesa Välimäki for a great collaboration.
doi.org/10.1109/MSP....
A huge thank you to all co-authors Jean-Marie Lemercier, Julius Richter, Simon Welker, Eloi Moliner, and Vesa Välimäki for a great collaboration.
doi.org/10.1109/MSP....