484 citations · 1.2k across the 39 of their papers we have counts for
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cs.IT2019★ 2 cited
Solving inverse problems via auto-encoders
Pei Peng, Shirin Jalali, Xin Yuan
Compressed sensing (CS) is about recovering a structured signal from its under-determined linear measurements. Starting from sparsity, recovery methods have steadily moved towards…
cs.IT2015★ 28 cited
Generalized Alternating Projection Based Total Variation Minimization for Compressive Sensing
Xin Yuan
We consider the total variation (TV) minimization problem used for compressive sensing and solve it using the generalized alternating projection (GAP) algorithm. Extensive results…
cs.IT2015★ 1 cited
Convergence of the Generalized Alternating Projection Algorithm for Compressive Sensing
Xin Yuan, Hong Jiang, Paul Wilford
The convergence of the generalized alternating projection (GAP) algorithm is studied in this paper to solve the compressive sensing problem $\yv = \Amat \xv + \epsilonv$. By assumi…