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Prof. Gilles Louppe
at Liege Univ
SPIE Involvement:
Author
Publications (4)
Proceedings Article | 28 August 2024 Presentation
Enhancing phase retrieval with domain adaptation: bridging the gap between simulations and real data
Proceedings Volume 13097, 130970X (2024) https://doi.org/10.1117/12.3019746
Proceedings Article | 27 August 2024 Poster + Paper
Characterizing the performance of the SPHERE exoplanet imager at the Very Large Telescope using deep learning
L. Bissot, J. Milli, E. Choquet, F. Cantalloube, P. Delorme, D. Mouillet, G. Louppe, O. Absil
Proceedings Volume 13097, 130976I (2024) https://doi.org/10.1117/12.3020236
KEYWORDS: Neural networks, Random forests, Education and training, Data modeling, Machine learning, Exoplanets, Equipment, Stars, Performance modeling
Proceedings Article | 30 August 2022 Presentation + Paper
A simulator-based autoencoder for focal plane wavefront sensing
Proceedings Volume 12185, 1218532 (2022) https://doi.org/10.1117/12.2629476
KEYWORDS: Data modeling, Point spread functions, Signal to noise ratio, Wavefront sensors, Performance modeling, Adaptive optics, Computer programming, Computer architecture, Statistical modeling, Optical simulations, Machine learning, Artificial neural networks
Proceedings Article | 13 December 2020 Presentation + Paper
Deep learning-based focal plane wavefront sensing for classical and coronagraphic imaging
Proceedings Volume 11448, 114481G (2020) https://doi.org/10.1117/12.2562456
KEYWORDS: Wavefront sensors, Machine learning, Point spread functions, Imaging systems, Adaptive optics, Coronagraphy, Artificial neural networks, Computer architecture, Convolutional neural networks, Error analysis
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