StyleCineGAN: Landscape Cinemagraph Generation using a Pre-trained StyleGAN

arXiv:2403.14186v1 Announce Type: new
Abstract: We propose a method that can generate cinemagraphs automatically from a still landscape image using a pre-trained StyleGAN. Inspired by the success of recent unconditional video generation, we leverage a powerful pre-trained image generator to synthesize high-quality cinemagraphs. Unlike previous approaches that mainly utilize the latent space of a pre-trained StyleGAN, our approach utilizes its deep feature space for both GAN inversion and cinemagraph generation. Specifically, we propose multi-scale deep feature warping (MSDFW), which warps …

abstract arxiv cs.ai cs.cv cs.gr generate generator image image generator landscape quality space success type video video generation