Pix2Gif paves a new path by generating GIFs from images with motion and text guidance. Detailed in ‘Pix2Gif: Motion-Guided Diffusion for GIF Generation’, this technique uses a motion-guided warping module and a perceptual loss to ensure spatial transformations adhere to the guided prompts. Curated data from the TGIF dataset contribute to the model training, supporting zero-shot applications to various video datasets.

• Pix2Gif introduces a new paradigm in motion-guided GIF creation.
• Utilizes motion and text prompts for semantic and spatial guidance.
• Employs a motion-guided warping module for feature transformations.
• Model training backed by carefully curated TGIF dataset.

Pix2Gif represents a significant advancement in the field of image-to-video transformation, offering a new perspective on semantic and motion-based content generation.