Machine learning in transportation data analytics P Bhavsar, I Safro, N Bouaynaya, R Polikar, D Dera Data analytics for intelligent transportation systems, 283-307, 2017 | 166 | 2017 |
Robust explainability: A tutorial on gradient-based attribution methods for deep neural networks IE Nielsen, D Dera, G Rasool, RP Ramachandran, NC Bouaynaya IEEE Signal Processing Magazine 39 (4), 73-84, 2022 | 105 | 2022 |
PremiUm-CNN: Propagating uncertainty towards robust convolutional neural networks D Dera, NC Bouaynaya, G Rasool, R Shterenberg, HM Fathallah-Shaykh IEEE Transactions on Signal Processing 69, 4669-4684, 2021 | 33 | 2021 |
Extended variational inference for propagating uncertainty in convolutional neural networks D Dera, G Rasool, N Bouaynaya 2019 IEEE 29th International Workshop on Machine Learning for Signal …, 2019 | 30 | 2019 |
Bayes-SAR net: Robust SAR image classification with uncertainty estimation using bayesian convolutional neural network D Dera, G Rasool, NC Bouaynaya, A Eichen, S Shanko, J Cammerata, ... 2020 IEEE International Radar Conference (RADAR), 362-367, 2020 | 20 | 2020 |
Automated robust image segmentation: level set method using nonnegative matrix factorization with application to brain MRI D Dera, N Bouaynaya, HM Fathallah-Shaykh Bulletin of mathematical biology 78, 1450-1476, 2016 | 17 | 2016 |
Failure detection in deep neural networks for medical imaging S Ahmed, D Dera, SU Hassan, N Bouaynaya, G Rasool Frontiers in Medical Technology 4, 919046, 2022 | 15 | 2022 |
Trustworthy medical segmentation with uncertainty estimation G Carannante, D Dera, NC Bouaynaya, R Ghulam, HM Fathallah-Shaykh | 12 | 2021 |
Brain tumor segmentation and surveillance with deep artificial neural networks A Waqas, D Dera, G Rasool, NC Bouaynaya, HM Fathallah-Shaykh Deep Learning for Biomedical Data Analysis: Techniques, Approaches, and …, 2021 | 10 | 2021 |
Robust learning via ensemble density propagation in deep neural networks G Carannante, D Dera, G Rasool, NC Bouaynaya, L Mihaylova 2020 IEEE 30th International Workshop on Machine Learning for Signal …, 2020 | 10 | 2020 |
Trustworthy uncertainty propagation for sequential time-series analysis in rnns D Dera, S Ahmed, NC Bouaynaya, G Rasool IEEE Transactions on Knowledge and Data Engineering 36 (2), 882-896, 2023 | 9 | 2023 |
SUPER-Net: Trustworthy Medical Image Segmentation with Uncertainty Propagation in Encoder-Decoder Networks G Carannante, D Dera, NC Bouaynaya, HM Fathallah-Shaykh, G Rasool arXiv preprint arXiv:2111.05978, 2021 | 9 | 2021 |
Assessing the non-negative matrix factorization level set segmentation on the BraTS benchmark D Dera, N Bouaynaya, H Fathallah-Shaykh Proc. MICCAI-BraTS Workshop, 10-13, 2016 | 8 | 2016 |
Self-compression in bayesian neural networks G Carannante, D Dera, G Rasool, NC Bouaynaya 2020 IEEE 30th International Workshop on Machine Learning for Signal …, 2020 | 6 | 2020 |
Interactive semi-automated method using non-negative matrix factorization and level set segmentation for the brats challenge D Dera, F Raman, N Bouaynaya, HM Fathallah-Shaykh Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries …, 2016 | 5 | 2016 |
Self-Assessment and Robust Anomaly Detection with Bayesian Deep Learning G Carannante, D Dera, O Aminul, NC Bouaynaya, G Rasool 2022 25th International Conference on Information Fusion (FUSION), 1-8, 2022 | 4 | 2022 |
Level set segmentation using non-negative matrix factorization of brain MRI images D Dera, N Bouaynaya, HM Fathallah-Shaykh 2015 IEEE International Conference on Bioinformatics and Biomedicine (BIBM …, 2015 | 4 | 2015 |
Non-negative matrix factorization for non-parametric and unsupervised image clustering and segmentation D Dera, N Bouaynaya, R Polikar, HM Fathallah-Shaykh 2016 International Joint Conference on Neural Networks (IJCNN), 3068-3075, 2016 | 3 | 2016 |
Feature Extraction From Vibration Signature Required From Railroad Bearing Onboard Condition Monitoring Sensor Modules K Quaye, P Xu, D Dera, H Foltz, C Tarawneh, A Diaz ASME/IEEE Joint Rail Conference 87776, V001T01A013, 2024 | 1 | 2024 |
Robust Active Simultaneous Localization and Mapping Based on Bayesian Actor-Critic Reinforcement Learning B Pedraza, D Dera 2023 IEEE Conference on Artificial Intelligence (CAI), 63-66, 2023 | 1 | 2023 |