MOTIA is a test-time adaptation based diffusion method that effectively performs video extrapolation by leveraging the intrinsic content and motion patterns within the source video. The method consists of two main stages: intrinsic adaptation and extrinsic rendering, aiming to improve the quality and flexibility of video extrapolation.