My researches aim at (1) solving complex computer vision tasks with limited computing resources, available data and annotations, (2) understanding foundations of deep models and developing various efficient modules and algorithms, and (3) pursuing real AI applications such as scene and video understanding, 3D vision, smart healthcare, mobile systems, and autonomous robotics