Gui-Liang Zhou

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

A paired, auditable protocol for comparing two complete vision–language model configurations at the vehicle level that provides a basis for future matched-task studies of human-in-the-loop maintenance workflows is developed.