As a PhD student, my research focuses on leveraging deep learning techniques to process and analyze LiDAR point cloud data, aiming to enhance perception systems for autonomous vehicles. I develop novel algorithms to improve object detection, segmentation, and 3D scene understanding, addressing key challenges in real-world driving environments.