Utsav Akhaury

EPFL SB IPHYS SCI-SB-FC
Observatoire de Sauverny
Chemin Pegasi, 51
CH-1290 Versoix
Web site: Site web: https://lastro.epfl.ch/
EPFL SB IPHYS LASTRO
Observatoire de Sauverny
Chemin Pegasi, 51
CH-1290 Versoix
Web site: Site web: https://lastro.epfl.ch/
Biographie
My thesis lies at the intersection of Machine Learning, Image Processing, and Astrophysics. I am majorly working on the following:- Deep learning-based image restoration for large-scale astronomical surveys
- Joint deconvolution: unifying multi-band ground-based images with complementary satellite dataSimultaneously, I am also developing user-friendly tools for astronomical image analysis to aid research in galaxy formation & evolution.
Formation
B.E. Electronics & Instrumentation, M.Sc. Physics
Dual-degree
Birla Institute Of Technology And Science (BITS) Pilani
2016 - 2021
Publications
Sélection de publications
Utsav Akhaury, Jean-Luc Starck, Pascale Jablonka, Frédéric Courbin, Kevin Michalewicz 2022, Frontiers |
Deep Learning-based galaxy image deconvolution |
F. Nammour, U. Akhaury, J. N. Girard, F. Lanusse, F. Sureau, C. Ben Ali, J.-L. Starck 2022, A&A 663 |
ShapeNet: Shape Constraint for Galaxy Image Deconvolution |
Utsav Akhaury, Iraklis Giannakis, Craig Warren, Antonios Giannopoulos 2022, IEEE |
Machine Learning Based Forward Solver: An Automatic Framework in gprMax |