Brayan Monroy

Ph.D Student in HDSP Group.

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I hold a B.S. and M.Sc. in Systems Engineering from the Universidad Industrial de Santander (UIS) in Bucaramanga, Colombia, and am currently pursuing a Ph.D. in Computer Science at the same institution. My research at UIS focuses on self-supervised techniques for imaging inverse problems involving linear and non-linear forward operators. I am also an active contributor to DeepInverse, an open-source library for solving inverse problems with deep learning.

selected publications

  1. IEEE TCI
    Deep Lightweight Unrolled Network for High Dynamic Range Modulo Imaging
    Brayan Monroy, and Jorge Bacca
    IEEE Transactions on Computational Imaging, 2026
  2. CVPR
    Generalized recorrupted-to-recorrupted: Self-supervised learning beyond Gaussian noise
    Brayan MonroyJorge Bacca, and Julián Tachella
    In Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR), Jun 2025
  3. JOSS
    DeepInverse: A Python package for solving imaging inverse problems with deep learning
    Julián Tachella, Matthieu Terris, Samuel Hurault, and 9 more authors
    Journal of Open Source Software, Jun 2025