1 code implementation • 19 Jan 2021 • Qiufan Lin, Dominique Fouchez, Jérôme Pasquet
Image-to-image translation with Deep Learning neural networks, particularly with Generative Adversarial Networks (GANs), is one of the most powerful methods for simulating astronomical images.
1 code implementation • 2 Jan 2019 • Anthony Brunel, Johanna Pasquet, Jérôme Pasquet, Nancy Rodriguez, Frédéric Comby, Dominique Fouchez, Marc Chaumont
The first one is adapted to time series and thus to the treatment of supernovae light-curves.
no code implementations • 7 Dec 2017 • Johanna Pasquet-Itam, Jérôme Pasquet
The CNN provides good results since its precision is 0. 988 for a recall of 0. 90, compared to a precision of 0. 985 for the same recall with a random forest classifier.
Instrumentation and Methods for Astrophysics