Search Results for author: Perla Mayo

Found 4 papers, 2 papers with code

Detection of Parasitic Eggs from Microscopy Images and the emergence of a new dataset

no code implementations6 Mar 2022 Perla Mayo, Nantheera Anantrasirichai, Thanarat H. Chalidabhongse, Duangdao Palasuwan, Alin Achim

Automatic detection of parasitic eggs in microscopy images has the potential to increase the efficiency of human experts whilst also providing an objective assessment.

Generative Adversarial Network Image Enhancement +2

Representation Learning via Cauchy Convolutional Sparse Coding

no code implementations8 Aug 2020 Perla Mayo, Oktay Karakuş, Robin Holmes, Alin Achim

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 enforcing penalty.

Representation Learning

Iterative Cauchy Thresholding: Regularisation with a heavy-tailed prior

1 code implementation27 Mar 2020 Perla Mayo, Robin Holmes, Alin Achim

The Cauchy distribution is known to be able to capture heavy-tails in the data, which are linked to sparse processes.

Image and Video Processing

Convergence Guarantees for Non-Convex Optimisation with Cauchy-Based Penalties

3 code implementations10 Mar 2020 Oktay Karakus, Perla Mayo, Alin Achim

In this paper, we propose a proximal splitting methodology with a non-convex penalty function based on the heavy-tailed Cauchy distribution.

Denoising Image Reconstruction

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