Abstract: Quantification and reduction of uncertainty in deep-learning techniques have received much attention but ignored how to characterize the imprecision caused by such uncertainty. In some tasks ...

Abstract: Deep Unfolding Networks (DUNs) have demonstrated remarkable success in compressed sensing by integrating optimization solvers with deep neural networks. The issue of information loss during ...

The U of A research group will develop optical technology capable of peering deep into biological tissues, such as skin or soft tissue linings inside the body. The approach could be used to image skin ...