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Even state-of-the-art Video-LLMs fail to generalize to dynamic aerial environments once evaluation moves beyond repetitive question templates and static satellite imagery.
Achieve temporally consistent HD maps by explicitly modeling historical map information and predicting short-term future motion of map instances.