The project focuses on enhancing autonomous and assisted driving systems by fusing thermal and RGB imagery. It aims to develop advanced techniques for image restoration, super-resolution, and depth estimation to improve performance in low-light, glare, and adverse weather conditions, ensuring safer driving in challenging environments.