At IVUL, we focus on interesting research problems that arise in computer vision, including activity recognition/detection, robust representations of objects for tracking and recognition, scene understanding from 3D data, image annotation, etc. Since our goal is to make sense of images and videos especially at large-scales, we also often end up developing new machine learning and optimization methods to help us achieve this goal.