VISION

The Vision, Dynamics and Learning Lab is a research lab in the Department of Biomedical Engineering at Johns Hopkins University. We are a member of the Center for Imaging Science (CIS) and of the Whitaker Institute of Biomedical Engineering... Subspace clustering is an open research area that deals with clustering high-dimensional data into lower dimensional subspaces. These types of problems are highly applicable in the age of Big Data and specifically useful in the realm of computer vision. In particular, our research is in developing advanced algorithms that utilize sparse representations, generalized PCA, and manifold learning applied to problems such as motion segmentation... As humans we have developed a rich visual understanding of our world. We can instantly recognize what is in an image, where it is located and what activities are being done and other conceptual relationships. Teaching a computer to automatically do these tasks is a difficult problem. We develop advanced..

Primary location: Baltimore United States