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Yi-Yang Shao

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Open access Sep 2026

Auditable and Abstention-Aware Vehicle-Level Evaluation of Vision–Language Model Configurations for Vehicle-Damage Assessment in Intelligent Transportation Maintenance

Vehicle-damage assessment in intelligent transportation maintenance often requires one decision from several views of the same vehicle. We developed a paired, auditable protocol for comparing two complete vision–language model configurations at the vehicle level. The protocol uses source_vehicle_id as the sampling unit...

Yi-Yang Shao, Li-Na Mao, Gui-Liang Zhou · 0 citations

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