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Use the 4S (Signal-Safe Speckle Subtraction): Explainable Machine Learning Reveals the Giant Exoplanet AF Lep b in High-contrast Imaging Data from 2011
Markus J. Bonse, Timothy D. Gebhard, Felix A. Dannert, Olivier Absil, Faustine Cantalloube, Valentin Christiaens, Gabriele Cugno, Emily O. Garvin, Jean Hayoz, Markus Kasper, Elisabeth Matthews, Bernhard Schölkopf and Sascha P. Quanz The Astronomical Journal 169(4) 194 (2025) https://doi.org/10.3847/1538-3881/adab79
Théo Bodrito, Olivier Flasseur, Julien Mairal, Jean Ponce, Maud Langlois and Anne-Marie Lagrange 1230 (2025) https://doi.org/10.1109/CVPR52734.2025.00123
Machine learning for exoplanet detection in high-contrast spectroscopy
Logistic regression to boost exoplanet detection performances
Hadrien Cambazard, Nicolas Catusse, Antoine Chomez and Anne-Marie Lagrange Monthly Notices of the Royal Astronomical Society 536(2) 1610 (2024) https://doi.org/10.1093/mnras/stae2657
MODEL&CO: exoplanet detection in angular differential imaging by learning across multiple observations
Théo Bodrito, Olivier Flasseur, Julien Mairal, Jean Ponce, Maud Langlois and Anne-Marie Lagrange Monthly Notices of the Royal Astronomical Society 534(2) 1569 (2024) https://doi.org/10.1093/mnras/stae2174
An alternating minimization algorithm with trajectory for direct exoplanet detection
H. Daglayan, S. Vary, O. Absil, F. Cantalloube, V. Christiaens, N. Gillis, L. Jacques, V. Leplat and P.-A. Absil Astronomy & Astrophysics 692 A126 (2024) https://doi.org/10.1051/0004-6361/202451242
Comparing Apples with Apples: Robust Detection Limits for Exoplanet High-contrast Imaging in the Presence of Non-Gaussian Noise
Markus J. Bonse, Emily O. Garvin, Timothy D. Gebhard, Felix A. Dannert, Faustine Cantalloube, Gabriele Cugno, Olivier Absil, Jean Hayoz, Julien Milli, Markus Kasper and Sascha P. Quanz The Astronomical Journal 166(2) 71 (2023) https://doi.org/10.3847/1538-3881/acc93c
VIP: A Python package for high-contrast imaging
Valentin Christiaens, Carlos Alberto Gómez Gonzalez, Ralf Farkas, et al. Journal of Open Source Software 8(81) 4774 (2023) https://doi.org/10.21105/joss.04774
deep PACO: combining statistical models with deep learning for exoplanet detection and characterization in direct imaging at high contrast
Olivier Flasseur, Théo Bodrito, Julien Mairal, Jean Ponce, Maud Langlois and Anne-Marie Lagrange Monthly Notices of the Royal Astronomical Society 527(1) 1534 (2023) https://doi.org/10.1093/mnras/stad3143
NA-SODINN: A deep learning algorithm for exoplanet image detection based on residual noise regimes
Impacts of high-contrast image processing on atmospheric retrievals
E. Nasedkin, P. Mollière, J. Wang, F. Cantalloube, L. Kreidberg, L. Pueyo, T. Stolker and A. Vigan Astronomy & Astrophysics 678 A41 (2023) https://doi.org/10.1051/0004-6361/202346585
Workshop Summary: Exoplanet Orbits and Dynamics
Anne-Lise Maire, Laetitia Delrez, Francisco J. Pozuelos, Juliette Becker, Nestor Espinoza, Jorge Lillo-Box, Alexandre Revol, Olivier Absil, Eric Agol, José M. Almenara, Guillem Anglada-Escudé, Hervé Beust, Sarah Blunt, Emeline Bolmont, Mariangela Bonavita, Wolfgang Brandner, G. Mirek Brandt, Timothy D. Brandt, Garett Brown, Carles Cantero Mitjans, Carolina Charalambous, Gaël Chauvin, Alexandre C. M. Correia, Miles Cranmer, Denis Defrère, et al. Publications of the Astronomical Society of the Pacific 135(1052) 106001 (2023) https://doi.org/10.1088/1538-3873/acff88
Astronomia ex machina: a history, primer and outlook on neural networks in astronomy
Surveying the reach and maturity of machine learning and artificial intelligence in astronomy
Christopher J. Fluke and Colin Jacobs WIREs Data Mining and Knowledge Discovery 10(2) (2020) https://doi.org/10.1002/widm.1349
Kai Hou Yip, Nikolaos Nikolaou, Piero Coronica, Angelos Tsiaras, Billy Edwards, Quentin Changeat, Mario Morvan, Beth Biller, Sasha Hinkley, Jeffrey Salmond, Matthew Archer, Paul Sumption, Elodie Choquet, Remi Soummer, Laurent Pueyo and Ingo P. Waldmann 11908 322 (2020) https://doi.org/10.1007/978-3-030-46133-1_20
Robustness to bad frames in angular differential imaging: a local weighting approach
Eliminating artefacts in polarimetric images using deep learning
D Paranjpye, A Mahabal, A N Ramaprakash, et al. Monthly Notices of the Royal Astronomical Society 491(4) 5151 (2020) https://doi.org/10.1093/mnras/stz3250
Regime-switching model detection map for direct exoplanet detection in ADI sequences
Benoît Pairet, Faustine Cantalloube, Carlos A Gomez Gonzalez, Olivier Absil and Laurent Jacques Monthly Notices of the Royal Astronomical Society 487(2) 2262 (2019) https://doi.org/10.1093/mnras/stz1350
Using deep neural networks to compute the mass of forming planets
Recurrence Quantification Analysis as a Post-processing Technique in Adaptive Optics High-contrast Imaging
M. Stangalini, G. Li Causi, F. Pedichini, S. Antoniucci, M. Mattioli, J. Christou, G. Consolini, D. Hope, S. M. Jefferies, R. Piazzesi and V. Testa The Astrophysical Journal 868(1) 6 (2018) https://doi.org/10.3847/1538-4357/aae58e