1. Introduction
Pedestrian safety is highly dependent on the safe operation of autonomous vehicles (AVs) on roads, making it a critical issue that requires special attention. The majority of autonomous vehicle accidents occur when the vehicle encounters pedestrians who are approaching to cross the road [1]. It highlights the importance of accurately predicting pedestrian crossing intention.