Inbasekaran Perumal

Some Intriguing Observations on the Learnt Matrices in Deep Unfolded Networks

Deep-unfolded networks (DUNs) have set new performance benchmarks in fields such as compressed sensing, image restoration, and wireless communications. DUNs are built from conventional iterative algorithms, where an iteration is transformed into a layer/block of a network with learnable parameters.…