Waqas Ahmed is a dedicated researcher with a keen focus on state-of-the-art computer vision technologies. Currently, he is immersed in his doctoral research at Transportation Research Institute (IMOB), UHasselt, Belgium, leveraging UAV remote sensing technologies to study road-user behavior. The ultimate goal of his work is to develop a system capable of proactively implementing surrogate safety indicators using vision-based intelligent systems.