The Power of Sound (TPoS): Audio Reactive Video Generation with Stable Diffusion

Yujin Jeong, Wonjeong Ryoo, Seung Hyun Lee, Da Bin Seo, Wonmin Byeon, Sangpil Kim, Jinkyu Kim

Keywords: Video Generation, Multi-modal

TL;DR: The Power of Sound (TPoS) is a novel framework that generates audio-reactive video sequences built upon Stable Diffusion model.

Abstract: In recent years, video generation has drawn significant attention. However, there is little consideration in audio-to-video generation, though audio contains unique qualities like temporal semantics and magnitude. Hence, we propose The Power of Sound (TPoS) model to incorporate audio input that includes both changeable temporal semantics and magnitude. To generate video frames, TPoS utilizes a latent stable diffusion model with textual semantic information, which is then guided by the sequential audio embedding from our pretrained Audio Encoder. As a result, this method produces audio reactive video contents. We demonstrate the effectiveness of TPoS across various tasks and compare its results with current state-of-the-art techniques in the field of audio-to-video generation.

Submission Number: 9