Publications

Martin Millon, Kevin Michalewicz, Frédéric Dux, Frédéric Courbin, Philip J. Marshall (2024). Image Deconvolution and Point-spread Function Reconstruction with STARRED: A Wavelet-based Two-channel Method Optimized for Light-curve Extraction. The Astronomical Journal.

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Kevin Michalewicz, Mauricio Barahona, Barbara Bravi (2023). ANTIPASTI: interpretable prediction of antibody binding affinity exploiting Normal Modes and Deep Learning.

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Kevin Michalewicz, Martin Millon, Frédéric Dux, Frédéric Courbin (2023). STARRED: a two-channel deconvolution method with Starlet regularization. Journal of Open Source Software.

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Utsav Akhaury, Jean-Luc Starck, Pascale Jablonka, Frédéric Courbin, Kevin Michalewicz (2022). Deep Learning-based galaxy image deconvolution. Frontiers in Astronomy and Space Sciences - Astrostatistics.

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Zaccharie Ramzi, Kevin Michalewicz, Jean-Luc Starck, Thomas Moreau, Philippe Ciuciu (2022). Wavelets in the deep learning era. Journal of Mathematical Imaging and Vision.

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