publications

(*) denotes equal contribution.

2025

  1. STSIVA
    Deep Gaussian Optical Bandpass Filter Design for Fermentation Index Estimation in Cocoa Beans
    Laura C Diaz-Delgado, Brayan Monroy, Jorge Bacca, and 1 more author
    In 2025 XXV Symposium of Image, Signal Processing, and Artificial Vision (STSIVA), 2025
    PDF Code
  2. STSIVA
    Self-Supervised Low-Light Quantum RGB Image Demosaicing
    Diego Garcia-Barajas, Kebin Contreras, Brayan Monroy, and 1 more author
    In 2025 XXV Symposium of Image, Signal Processing, and Artificial Vision (STSIVA), 2025
    PDF
  3. STSIVA
    Deep Robust Object Detection Under High Illumination Conditions Using Modulo Images
    Luis Toscano-Palomino, Kebin Contreras, Brayan Monroy, and 1 more author
    In 2025 XXV Symposium of Image, Signal Processing, and Artificial Vision (STSIVA), 2025
    PDF
  4. CVPR
    Generalized recorrupted-to-recorrupted: Self-supervised learning beyond Gaussian noise
    Brayan Monroy, Jorge Bacca, and Julián Tachella
    In Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR), Jun 2025
    PDF Code
  5. arXiv
    DeepInverse: A Python package for solving imaging inverse problems with deep learning
    Julián Tachella, Matthieu Terris, Samuel Hurault, and 9 more authors
    arXiv preprint arXiv:2505.20160, Jun 2025
    PDF Code
  6. ECCVW
    Autoregressive High-Order Finite Difference Modulo Imaging: High-Dynamic Range for Computer Vision Applications
    Brayan Monroy, Kebin Contreras, and Jorge Bacca
    In Computer Vision – ECCV 2024 Workshops, Jun 2025
    PDF
  7. ECCVW
    High Dynamic Range Modulo Imaging for Robust Object Detection in Autonomous Driving
    Kebin Contreras, Brayan Monroy, and Jorge Bacca
    In Computer Vision – ECCV 2024 Workshops, Jun 2025
    PDF

2024

  1. JSTSP
    Designed Dithering Sign Activation for Binary Neural Networks
    Brayan Monroy, Juan Estupiñan, Tatiana Gelvez-Barrera, and 2 more authors
    IEEE Journal of Selected Topics in Signal Processing, Jun 2024
    DOI arXiv PDF Code
  2. ICASSP
    Plug-And-Play Algorithm Coupled with Low-Rank Quadratic Envelope Regularization for Compressive Spectral Imaging
    Jorge Bacca, Marcus Carlsson, Brayan Monroy, and 1 more author
    In ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun 2024
    PDF
  3. ICASSP
    Deep Plug-and-Play Algorithm for Unsaturated Imaging
    Jorge Bacca, Brayan Monroy, and Henry Arguello
    In ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun 2024
    PDF
  4. ICASSPW
    Predicting The Spectrum: Deep Adaptive Sensing for Hadamard Single Pixel Spectral Imaging
    Brayan Monroy, Jorge Bacca, and Henry Arguello
    In 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW), Jun 2024
    PDF

2023

  1. ICASSP
    Deep Adaptive Superpixels For Hadamard Single Pixel Imaging In Near-Infrared Spectrum
    Brayan Monroy, Jorge Bacca, and Henry Arguello
    In ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun 2023
    PDF Code
  2. CIBM
    Automated chronic wounds medical assessment and tracking framework based on deep learning
    Brayan Monroy*, Karen Sanchez* , Paula Arguello, and 8 more authors
    Computers in Biology and Medicine, Jun 2023
    PDF Code
  3. ICASSPW
    Stochastic Deep Image Prior for Multishot Compressive Spectral Image Fusion
    Roman Jacome, Brayan Monroy, Jorge Bacca, and 1 more author
    In 2023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW), Jun 2023
    PDF

2022

  1. Appl Opt
    JR2net: a joint non-linear representation and recovery network for compressive spectral imaging
    Brayan Monroy, Jorge Bacca, and Henry Arguello
    Appl. Opt., Sep 2022
    DOI arXiv PDF Code

2021

  1. MLSP
    Deep low-dimensional spectral image representation for compressive spectral reconstruction
    Brayan Monroy, Jorge Bacca, and Henry Arguello
    In 2021 IEEE 31st International Workshop on Machine Learning for Signal Processing (MLSP), Sep 2021
    PDF Code
  2. STSIVA
    Two-step Deep Learning Framework for Chronic Wounds Detection and Segmentation: A Case Study in Colombia
    Brayan Monroy, Jorge Bacca, Karen Sanchez, and 2 more authors
    In 2021 XXIII Symposium on Image, Signal Processing and Artificial Vision (STSIVA), Sep 2021
    PDF