190 citations · 1.2k across the 44 of their papers we have counts for
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Operational Rate-Distortion Performance of Single-source and Distributed Compressed Sensing
Giulio Coluccia, Aline Roumy, Enrico Magli
We consider correlated and distributed sources without cooperation at the encoder. For these sources, we derive the best achievable performance in the rate-distortion sense of any…
Compressive Signal Processing with Circulant Sensing Matrices
Diego Valsesia, Enrico Magli
Compressive sensing achieves effective dimensionality reduction of signals, under a sparsity constraint, by means of a small number of random measurements acquired through a sensin…
Compressive Hyperspectral Imaging Using Progressive Total Variation
Simeon Kamdem Kuiteing, Giulio Coluccia, Alessandro Barducci +2
Compressed Sensing (CS) is suitable for remote acquisition of hyperspectral images for earth observation, since it could exploit the strong spatial and spectral correlations, llowi…
Exact Performance Analysis of the Oracle Receiver for Compressed Sensing Reconstruction
Giulio Coluccia, Aline Roumy, Enrico Magli
A sparse or compressible signal can be recovered from a certain number of noisy random projections, smaller than what dictated by classic Shannon/Nyquist theory. In this paper, we…