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Hamza Cherkaoui

3 accepted papers

2020

Learning to solve TV regularised problems with unrolled algorithms

NeurIPS 2020poster

Total Variation (TV) is a popular regularization strategy that promotes piece-wise constant signals by constraining the ℓ1-norm of the first order derivative of the estimated signal. The resulting optimization problem is usually solved using iterative algorithms such as proximal gradient descent, pr…

2019

Sparsity-based Blind Deconvolution of Neural Activation Signal in FMRI

ICASSP 2019accepted

The estimation of the hemodynamic response function (HRF) in functional magnetic resonance imaging (fMRI) is critical to deconvolve a time-resolved neural activity and get insights on the underlying cognitive processes. Existing methods propose to estimate the HRF using the experimental paradigm (EP…

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