TransDARC: Transformer-based Driver Activity Recognition with Latent Space Feature Calibration

Kunyu Peng,Alina Roitberg,Kailun Yang,Jiaming Zhang,Rainer Stiefelhagen,Kunyu Peng,Alina Roitberg,Kailun Yang,Jiaming Zhang,Rainer Stiefelhagen

Traditional video-based human activity recognition has experienced remarkable progress linked to the rise of deep learning, but this effect was slower as it comes to the downstream task of driver behavior understanding. Understanding the situation inside the vehicle cabin is essential for Advanced Driving Assistant System (ADAS) as it enables identifying distraction, predicting driver's intent and...