Hybrid-spline dictionaries for continuous-domain inverse problems

T Debarre, S Aziznejad, M Unser - IEEE Transactions on Signal …, 2019 - ieeexplore.ieee.org
We study one-dimensional continuous-domain inverse problems with multiple generalized
total-variation regularization, which involves the joint use of several regularization operators.
Our starting point is a new representer theorem that states that such inverse problems have
hybrid-spline solutions with a total sparsity bounded by the number of measurements. We
show that such continuous-domain problems can be discretized in an exact way by using a
union of B-spline dictionary bases matched to the regularization operators. We then propose …

Hybrid-Spline Dictionaries for Continuous-Domain Inverse Problems.......... T. Debarre, S. Aziznejad, and M. Unser 5824

W Zhao, W Liu, M Jin, A Douik, B Hassibi, A D'yachkov… - scholar.archive.org
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