Shamsad Parvin

Multi-Attribute Scene Context and Pedestrian Behaviour Recognition using PEFT-Tuned Vision Transformer Model for Autonomous Driving System

A unified multi-attribute framework based on a Vision Transformer, which is enhanced with lightweight, parameter-efficient adapters and exhibits consistent behavior–context relationships and demonstrates robustness under varied environmental conditions is proposed.