publications

(*) denotes equal contribution

2024

  1. 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) 2024
    PDF
  2. 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) 2024
    PDF
  3. arXiv
    Designed Dithering Sign Activation for Binary Neural Networks
    Brayan Monroy, Juan Estupiñan, Tatiana Gelvez-Barrera, and 2 more authors
    arXiv preprint arXiv:2405.02220 2024
    PDF Code
  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) 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) 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 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) 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
    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