To prevent jitter between frames, Kuta explains that D-ID uses cross-frame attention and motion-latent smoothing, techniques that maintain expression continuity across time. Developers can even ...
2025-08-13 Animate-X++: Universal Character Image Animation with Dynamic Backgrounds Shuai Tan et.al. 2508.09454 null 2025-08-10 Consistent and Controllable Image Animation with Motion Linear ...