Research

@phdthesis{akhaury2026thesis,
  title = {Advancing Astronomical Image Deconvolution with Deep Learning},
  author = {Akhaury, U.},
  school = {{École Polytechnique Fédérale de Lausanne (EPFL)}},
  year = {2026},
}

@article{akhaury2025joint,
  title = {Joint multiband deconvolution for {Euclid} and {Vera C. Rubin} images},
  author = {Akhaury, U. and Jablonka, P. and Courbin, F. and Starck, J.-L.},
  journal = {Astronomy \& Astrophysics},
  volume = {697},
  pages = {A136},
  year = {2025},
  doi = {10.1051/0004-6361/202452308},
}

@article{akhaury2024ground,
  title = {Ground-based image deconvolution with {Swin Transformer UNet}},
  author = {Akhaury, U. and Jablonka, P. and Starck, J.-L. and Courbin, F.},
  journal = {Astronomy \& Astrophysics},
  volume = {688},
  pages = {A6},
  year = {2024},
  doi = {10.1051/0004-6361/202449495},
}

@article{akhaury2022deep,
  title = {Deep Learning-based galaxy image deconvolution},
  author = {Akhaury, U. and Starck, J.-L. and Jablonka, P. and Courbin, F. and Michalewicz, K.},
  journal = {Frontiers in Astronomy and Space Sciences},
  volume = {9},
  pages = {1001043},
  year = {2022},
  doi = {10.3389/fspas.2022.1001043},
}

@article{nammour2022shapenet,
  title = {{ShapeNet}: Shape constraint for galaxy image deconvolution},
  author = {Nammour, F. and Akhaury, U. and Girard, J. N. and Lanusse, F. and Sureau, F. and Ben Ali, C. and Starck, J.-L.},
  journal = {Astronomy \& Astrophysics},
  volume = {663},
  pages = {A69},
  year = {2022},
  doi = {10.1051/0004-6361/202142626},
}

@inproceedings{akhaury2021machine,
  title = {Machine Learning Based Forward Solver: An Automatic Framework in {gprMax}},
  author = {Akhaury, U. and Giannakis, I. and Warren, C. and Giannopoulos, A.},
  booktitle = {11th IEEE International Workshop on Advanced Ground Penetrating Radar (IWAGPR)},
  address = {Valletta, Malta},
  pages = {1--6},
  year = {2021},
  doi = {10.1109/IWAGPR50767.2021.9843172},
}