EgoMotion: Hierarchical Vision-Language Learning and Diffusion for Egocentric Motion Generation.
EgoMotion is proposed, a two-stage framework for vision-language-guided egocentric motion generation that achieves state-of-the-art performance and produces motion sequences that are both semantically grounded and kinematically superior to existing approaches.