FramePrompt turns character animation into a video-continuation task by concatenating reference image, skeleton frames, and target frames into one sequence, then training the pretrained Wan-I2V model to generate only the masked target frames.
Magicanimate: Temporally consistent human image animation using diffusion model
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FramePrompt: In-context Controllable Animation with Zero Structural Changes
FramePrompt turns character animation into a video-continuation task by concatenating reference image, skeleton frames, and target frames into one sequence, then training the pretrained Wan-I2V model to generate only the masked target frames.