Robust Optical Flow Estimation in Outdoor Environments

Dr. Sana Rao

Dr. Sana Rao is a researcher and academic specializing in computer vision, optical flow estimation, and intelligent vision systems operating under challenging outdoor conditions. She received her Ph.D. in Computer Vision, with a research focus on robust motion analysis, human pose estimation, and AI-driven visual computing. Dr. Sana is currently serving as an Assistant Professor in the Department of Information and Communication Technology, Bahauddin Zakariya University, Multan, Pakistan. Her scholarly work bridges theoretical advancements with practical applications, contributing to the development of reliable computer vision systems for robotics, autonomous navigation, and surveillance.

Dr. Rao Kashif

Dr. Rao Kashif is a distinguished academic, researcher, and author with profound expertise in cutting-edge communication technologies. He earned his Ph.D. in Electronic Science and Technology from the University of Science and Technology of China (USTC), where his research focused on designing high-speed wireless and visible light communication (VLC) hybrid systems. His specialization spans Free Space Optics, Radio over Fiber, VLC, and advanced hybrid communication systems. In addition to his academic pursuits, Dr. Kashif has extensive industry experience, having worked as a Project Control Manager at Huawei Technologies. He has also served as the Head of the Faculty of Engineering and Computing at the National University of Modern Languages, Pakistan, where he continues to teach and mentor students in advanced engineering and computing disciplines. His work reflects a unique blend of academic excellence, industrial experience, and leadership in higher education.