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We propose a parallel reconstruction algorithm to solve large scale TVconstrained linear inverse problems. We provide a convergence proof and shownumerically that our method is significantly faster than the main competitor,block ADMM.

BSGD-TV: A parallel algorithm solving total variation constrained image reconstruction problems