Search Results - "Amrouche, Mehdi"
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1
Efficient Sampling of Bernoulli-Gaussian-Mixtures for Sparse Signal Restoration
Published in IEEE transactions on signal processing (01-01-2022)“…This paper introduces a new family of prior models called Bernoulli-Gaussian-Mixtures (BGM), with a view to efficiently address sparse linear inverse problems…”
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Journal Article -
2
Statistical Destriping of Pushbroom-Type Images Based on an Affine Detector Response
Published in IEEE transactions on geoscience and remote sensing (01-01-2022)“…Remote sensing pushbroom-type imaging systems acquire entire columns of an image with a single detector. As a consequence, the miss-calibration of the…”
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Journal Article -
3
A Partially Collapsed Gibbs Sampler for Unsupervised Nonnegative Sparse Signal Restoration
Published in ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (06-06-2021)“…In this paper the problem of restoration of unsupervised nonnegative sparse signals is addressed in the Bayesian framework. We introduce a new probabilistic…”
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Conference Proceeding -
4
A Partially Collapsed Sampler for Unsupervised Nonnegative Spike Train Restoration
Published 11-02-2021“…In this paper the problem of restoration of non-negative sparse signals is addressed in the Bayesian framework. We introduce a new probabilistic hierarchical…”
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Journal Article