Giuseppina Carannante

12 papers C 3Journal 6Unranked 3
YearRankTypeTitle / Venue / Authors
2026 J jnl
SUPER-Net: Trustworthy image segmentation via uncertainty propagation in encoder-decoder networks.
Pattern Recognit.
Giuseppina Carannante, Nidhal C. Bouaynaya, Dimah Dera, Hassan M. Fathallah-Shaykh, Ghulam Rasool
2026 J jnl
VisHKO: A new weather image dataset for deep learning-based atmospheric visibility estimation.
Signal Image Video Process.
Kabira Ait Ouadil, Soufiane Idbraim, Nidhal Carla Bouaynaya, Giuseppina Carannante
2024 J jnl
BaSIS-Net: From Point Estimate to Predictive Distribution in Neural Networks - A Bayesian Sequential Importance Sampling Framework.
Trans. Mach. Learn. Res.
Giuseppina Carannante, Nidhal Bouaynaya, Ghulam Rasool, Lyudmila Mihaylova
2023 C conf
A Deep Learning Approach For Airport Runway Detection and Localization From Satellite Imagery.
ISCC
Amine Khelifi, Mahmut Gemici, Giuseppina Carannante, Charles Cliff Johnson, Nidhal C. Bouaynaya
2023 — conf
Bayesian Deep Learning Detection of Anomalies and Failure: Application To Medical Images.
MLSP
Giuseppina Carannante, Nidhal C. Bouaynaya
2022 C conf
Self-Assessment and Robust Anomaly Detection with Bayesian Deep Learning.
FUSION
Giuseppina Carannante, Dimah Dera, Orune Aminul, Nidhal C. Bouaynaya, Ghulam Rasool
2021 C conf
An Enhanced Particle Filter for Uncertainty Quantification in Neural Networks.
FUSION
Giuseppina Carannante, Nidhal C. Bouaynaya, Lyudmila Mihaylova
2021 J jnl
Robust Learning via Ensemble Density Propagation in Deep Neural Networks.
CoRR
Giuseppina Carannante, Dimah Dera, Ghulam Rasool, Nidhal C. Bouaynaya, Lyudmila Mihaylova
2021 J jnl
Self-Compression in Bayesian Neural Networks.
CoRR
Giuseppina Carannante, Dimah Dera, Ghulam Rasool, Nidhal C. Bouaynaya
2021 J jnl
Trustworthy Medical Segmentation with Uncertainty Estimation.
CoRR
Giuseppina Carannante, Dimah Dera, Nidhal C. Bouaynaya, Ghulam Rasool, Hassan M. Fathallah-Shaykh
2020 — conf
Robust Learning via Ensemble Density Propagation in Deep Neural Networks.
MLSP
Giuseppina Carannante, Dimah Dera, Ghulam Rasool, Nidhal C. Bouaynaya, Lyudmila Mihaylova
2020 — conf
Self-Compression in Bayesian Neural Networks.
MLSP
Giuseppina Carannante, Dimah Dera, Ghulam Rasool, Nidhal C. Bouaynaya