Pix2Gif: Motion-Guided Diffusion for GIF Generation

The author presents Pix2Gif, a model for generating GIFs based on image translation with motion guidance. The approach involves a new motion-guided warping module and perceptual loss to ensure temporal coherence and visual consistency.