Diffusion Models for Audio Restoration

arXiv:2402.09821v1 Announce Type: cross
Abstract: 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, challenges emerge from distortions and interferences originating at the recording side or caused by an imperfect transmission pipeline. To address this problem, audio restoration methods aim to recover clean sound signals from the corrupted input data. We present here audio restoration algorithms based on …

abstract arxiv audio challenges communications cs.lg cs.sd data demand development devices diffusion diffusion models eess.as entertainment pipeline quality quest recording sound type