Search Results for author: Joana Frontera-Pons

Found 4 papers, 2 papers with code

Deep learning-based deconvolution for interferometric radio transient reconstruction

1 code implementation24 Jun 2023 Benjamin Naoto Chiche, Julien N. Girard, Joana Frontera-Pons, Arnaud Woiselle, Jean-Luc Starck

Finally, based on the test data, we evaluate the source profile reconstruction performance of the proposed methods and classical image deconvolution algorithm CLEAN applied frame-by-frame.

Astronomy Denoising +2

Stable Long-Term Recurrent Video Super-Resolution

1 code implementation CVPR 2022 Benjamin Naoto Chiche, Arnaud Woiselle, Joana Frontera-Pons, Jean-Luc Starck

Finally, we introduce a new framework of recurrent VSR networks that is both stable and competitive, based on Lipschitz stability theory.

Computational Efficiency Video Super-Resolution

Deep Unrolled Network for Video Super-Resolution

no code implementations23 Feb 2021 Benjamin Naoto Chiche, Arnaud Woiselle, Joana Frontera-Pons, Jean-Luc Starck

Yet, they fail to incorporate some knowledge about the image formation model, which limits their flexibility.

Image Restoration Video Super-Resolution

Unsupervised feature-learning for galaxy SEDs with denoising autoencoders

no code implementations16 May 2017 Joana Frontera-Pons, Florent Sureau, Jerome Bobin, Emeric Le Floc'h

In addition, preliminary results illustrate that this enables the capturing of extra physically meaningful information, such as redshift dependence, galaxy mass evolution and variation over the specific star formation rate.

Instrumentation and Methods for Astrophysics Astrophysics of Galaxies

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