Level set segmentation using non-negative matrix factorization of brain MRI images. - Dimah Dera; Nidhal Bouaynaya; Hassan M. Fathallah-Shaykh (BIBM, 2015)

Non-negative matrix factorization for non-parametric and unsupervised image clustering and segmentation. - Dimah Dera; Nidhal Bouaynaya; Robi Polikar; Hassan M. Fathallah-Shaykh (IJCNN, 2016)

Interactive Semi-automated Method Using Non-negative Matrix Factorization and Level Set Segmentation for the BRATS Challenge. - Dimah Dera; Fabio Raman; Nidhal Bouaynaya; Hassan M. Fathallah-Shaykh (BrainLes@MICCAI, 2016)

Inverted Cone Convolutional Neural Network For Deboning MRIs. - Oliver Palumbo; Dimah Dera; Nidhal C. Bouaynaya; Hassan M. Fathallah-Shaykh (IJCNN, 2018)

Extended Variational Inference for Propagating Uncertainty in Convolutional Neural Networks. - Dimah Dera; Ghulam Rasool 001; Nidhal Bouaynaya (MLSP, 2019)

Self-Compression in Bayesian Neural Networks. - Giuseppina Carannante; Dimah Dera; Ghulam Rasool 001; Nidhal C. Bouaynaya (MLSP, 2020)

Robust Learning via Ensemble Density Propagation in Deep Neural Networks. - Giuseppina Carannante; Dimah Dera; Ghulam Rasool 001; Nidhal C. Bouaynaya; Lyudmila Mihaylova (MLSP, 2020)

Trustworthy Medical Segmentation with Uncertainty Estimation. - Giuseppina Carannante; Dimah Dera; Nidhal C. Bouaynaya; Ghulam Rasool 001; Hassan M. Fathallah-Shaykh (CoRR, 2021)

PremiUm-CNN: Propagating Uncertainty Towards Robust Convolutional Neural Networks. - Dimah Dera; Nidhal Carla Bouaynaya; Ghulam Rasool 001; Roman Shterenberg; Hassan M. Fathallah-Shaykh (IEEE Trans. Signal Process., 2021)

Self-Assessment and Robust Anomaly Detection with Bayesian Deep Learning. - Giuseppina Carannante; Dimah Dera; Orune Aminul; Nidhal C. Bouaynaya; Ghulam Rasool 001 (FUSION, 2022)

Robust Explainability: A tutorial on gradient-based attribution methods for deep neural networks. - Ian E. Nielsen; Dimah Dera; Ghulam Rasool 001; Ravi Prakash Ramachandran; Nidhal Carla Bouaynaya (IEEE Signal Process. Mag., 2022)

Adaptive Robust Continual Learning based on Bayesian Uncertainty Propagation. - Deepak Kandel; Dimah Dera (FUSION, 2024)

Robust Denoising and DenseNet Classification Framework for Plant Disease Detection. - Kevin Zhou; Dimah Dera (VISIGRAPP (3): VISAPP, 2024)

TRustworthy Uncertainty Propagation for Sequential Time-Series Analysis in RNNs. - Dimah Dera; Sabeen Ahmed; Nidhal Carla Bouaynaya; Ghulam Rasool 001 (IEEE Trans. Knowl. Data Eng., 2024)