LoopAnimate: Loopable Salient Object Animation

arXiv:2404.09172v1 Announce Type: new
Abstract: Research on diffusion model-based video generation has advanced rapidly. However, limitations in object fidelity and generation length hinder its practical applications. Additionally, specific domains like animated wallpapers require seamless looping, where the first and last frames of the video match seamlessly. To address these challenges, this paper proposes LoopAnimate, a novel method for generating videos with consistent start and end frames. To enhance object fidelity, we introduce a framework that decouples multi-level image appearance and …

abstract advanced animated animation applications arxiv challenges cs.ai cs.cv diffusion diffusion model domains fidelity hinder however limitations match object paper practical research type video video generation