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Monash University, Zhejiang University
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Geometry-guided retrieval unlocks persistent memory in linear-attention video world models, boosting long-horizon consistency by 0.74 dB PSNR and 28.5% rotation error reduction without retraining.
CineDub achieves unprecedented accuracy in multi-speaker dialogue dubbing from uncropped videos, setting a new standard for video dubbing technology.
REZE achieves a new state of the art in training-free video temporal grounding, outperforming fully supervised models in highlight detection and moment retrieval.
