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cs.LG2021★ 1 cited
Learning Generative Prior with Latent Space Sparsity Constraints
Vinayak Killedar, Praveen Kumar Pokala, Chandra Sekhar Seelamantula
We address the problem of compressed sensing using a deep generative prior model and consider both linear and learned nonlinear sensing mechanisms, where the nonlinear one involves…
cs.LG2021
Quantized Proximal Averaging Network for Analysis Sparse Coding
Kartheek Kumar Reddy Nareddy, Mani Madhoolika Bulusu, Praveen Kumar Pokala +1
We solve the analysis sparse coding problem considering a combination of convex and non-convex sparsity promoting penalties. The multi-penalty formulation results in an iterative a…