most citedRepresentation Learning via Cauchy Convolutional Sparse Coding

6 citations · 7 across the 2 of their papers we have counts for

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eess.IV2020★ 6 cited

Representation Learning via Cauchy Convolutional Sparse Coding

Perla Mayo, Oktay Karakuş, Robin Holmes +1

In representation learning, Convolutional Sparse Coding (CSC) enables unsupervised learning of features by jointly optimising both an \(\ell_2\)-norm fidelity term and a sparsity e…

eess.IV2020★ 1 cited

Iterative Cauchy Thresholding: Regularisation with a heavy-tailed prior

Perla Mayo, Robin Holmes, Alin Achim

In the machine learning era, sparsity continues to attract significant interest due to the benefits it provides to learning models. Algorithms aiming to optimise the \(\ell_0\)- an…