Wan-Move: 5 Secrets to Precise Motion Control in AI Video Generation

Wan-Move: Motion-Controllable Video Generation via Latent Trajectory Guidance In a nutshell: Wan-Move is a novel framework for precise motion control in video generation. It injects motion guidance by projecting pixel-space point trajectories into a model’s latent space and copying the first frame’s features along these paths. This requires no architectural changes to base image-to-video models (like Wan-I2V-14B) and enables the generation of high-quality 5-second, 480p videos. User studies indicate its motion controllability rivals commercial tools like Kling 1.5 Pro’s Motion Brush. In video generation, the quest to animate a static image and control its motion with precision lies at the …