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TrafficImag: A Benchmark for Counterfactual Roadside Traffic Video Generation
Existing roadside traffic datasets support perception, forecasting, and visual question answering, but they do not evaluate counterfactual video generation, in which a selected actor is modified and the generated future should remain consistent with road topology and unrelated traffic. We introduce
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