Search Results for author: Matthieu Simeoni

Found 7 papers, 4 papers with code

Privacy-Enhancing Optical Embeddings for Lensless Classification

1 code implementation23 Nov 2022 Eric Bezzam, Martin Vetterli, Matthieu Simeoni

In this work, we enhance the privacy provided by lensless imaging by (1) downsampling at the sensor and (2) using a programmable mask with variable patterns as our optical encoder.

Classification

Learning rich optical embeddings for privacy-preserving lensless image classification

no code implementations3 Jun 2022 Eric Bezzam, Martin Vetterli, Matthieu Simeoni

In this work, we exploit this unique multiplexing property: casting the optics as an encoder that produces learned embeddings directly at the camera sensor.

Classification Image Classification +1

Une version polyatomique de l'algorithme Frank-Wolfe pour résoudre le problème LASSO en grandes dimensions

no code implementations28 Apr 2022 Adrian Jarret, Matthieu Simeoni, Julien Fageot

Nous d\'emontrons sa sup\'eriorit\'e par rapport aux m\'ethodes proximales dans des situations en grande dimension avec des mesures de Fourier, lors de la r\'esolution de probl\`emes simul\'es inspir\'es de la radio-interf\'erom\'etrie.

Astronomy Radio Interferometry

A Fast and Scalable Polyatomic Frank-Wolfe Algorithm for the LASSO

1 code implementation6 Dec 2021 Adrian Jarret, Julien Fageot, Matthieu Simeoni

We propose a fast and scalable Polyatomic Frank-Wolfe (P-FW) algorithm for the resolution of high-dimensional LASSO regression problems.

Efficient Exploration

CPGD: Cadzow Plug-and-Play Gradient Descent for Generalised FRI

no code implementations11 Jun 2020 Matthieu Simeoni, Adrien Besson, Paul Hurley, Martin Vetterli

Since the proximal step does not admit a simple closed-form expression, we propose an inexact PGD method, coined as Cadzow plug-and-play gradient descent (CPGD).

Optimization and Control

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