Diffusion Based Latent Video Synthesis With Text Conditioning

via “video-to-video transformation with content preservation”

Official repository for LTX-Video

Unique: Implements video-to-video transformation through full-video latent conditioning with text-guided diffusion, using a learnable conditioning strength parameter to interpolate between source preservation and text-guided modification, enabling fine-grained control over transformation intensity

vs others: Provides explicit conditioning strength control for video-to-video transformation, whereas competitors like Runway require separate strength parameters for each aspect (style, content, motion), making this approach more intuitive for iterative refinement