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All SourcesarXiv
#optical flow

Rethinking Video Generation Model for the Embodied World

Beginner
Yufan Deng, Zilin Pan et al.Jan 21arXiv

Robots need videos that not only look pretty but also follow real-world physics and finish the task asked of them.

#robot video generation#embodied AI#benchmark

MotionEdit: Benchmarking and Learning Motion-Centric Image Editing

Beginner
Yixin Wan, Lei Ke et al.Dec 11arXiv

This paper creates MotionEdit, a high-quality dataset that teaches AI to change how people and objects move in a picture without breaking their looks or the scene.

#motion-centric image editing#optical flow#MotionEdit dataset

UnityVideo: Unified Multi-Modal Multi-Task Learning for Enhancing World-Aware Video Generation

Beginner
Jiehui Huang, Yuechen Zhang et al.Dec 8arXiv

UnityVideo is a single, unified model that learns from many kinds of video information at once—like colors (RGB), depth, motion (optical flow), body pose, skeletons, and segmentation—to make smarter, more realistic videos.

#multimodal video generation#multi-task learning#dynamic noise scheduling