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CoVeR: Coverage-Based Token Pruning for Multi-View 3D Reasoning in VLMs

Bui, Nhat-Tan et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognitionmachine-learning
Representing a 3D scene as multi-view images allows 2D VLMs to reason in 3D by reusing priors from pre-training, sidestepping the scarcity of annotated 3D data. However, it produces thousands of redundant visual tokens whose cost grows with every view. Existing visual token pruners fall into two fam
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