16 citations · 34 across the 7 of their papers we have counts for
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cs.IT2022★ 7 cited
DECONET: an Unfolding Network for Analysis-based Compressed Sensing with Generalization Error Bounds
Vicky Kouni, Yannis Panagakis
We present a new deep unfolding network for analysis-sparsity-based Compressed Sensing. The proposed network coined Decoding Network (DECONET) jointly learns a decoder that reconst…
cs.IT2021★ 16 cited
ADMM-DAD net: a deep unfolding network for analysis compressed sensing
Vasiliki Kouni, Georgios Paraskevopoulos, Holger Rauhut +1
In this paper, we propose a new deep unfolding neural network based on the ADMM algorithm for analysis Compressed Sensing. The proposed network jointly learns a redundant analysis…
cs.IT2021★ 6 cited
Spark Deficient Gabor Frame Provides a Novel Analysis Operator for Compressed Sensing
Vasiliki Kouni, Holger Rauhut
The analysis sparsity model is a very effective approach in modern Compressed Sensing applications. Specifically, redundant analysis operators can lead to fewer measurements needed…