| 2023 | FUSION | Out-of-distribution Object Detection through Bayesian Uncertainty Estimation. | Tianhao Zhang, Shenglin Wang, Nidhal Bouaynaya, Radu Calinescu, Lyudmila Mihaylova |
| 2022 | FUSION | Deep Learning for Audio Visual Emotion Recognition. | Tassadaq Hussain, Wenwu Wang, Nidhal Bouaynaya, Hassan M. Fathallah-Shaykh, Lyudmila Mihaylova |
| 2022 | IJCNN | An Information Geometric Perspective to Adversarial Attacks and Defenses. | Kyle Naddeo, Nidhal Bouaynaya, Roman Shterenberg |
| 2021 | FUSION | Variance Guided Continual Learning in a Convolutional Neural Network Gaussian Process Single Classifier Approach for Multiple Tasks in Noisy Images. | Mahed Javed, Lyudmila Mihaylova, Nidhal Bouaynaya |
| 2020 | IGARSS | Spatio-Temporal Statistical Sequential Analysis for Temperature Change Detection in Satellite Imagery. | Husam Alfergani, Nidhal Bouaynaya, Rouzbeh Nazari |
| 2016 | IJCNN | Non-negative matrix factorization for non-parametric and unsupervised image clustering and segmentation. | Dimah Dera, Nidhal Bouaynaya, Robi Polikar, Hassan M. Fathallah-Shaykh |
| 2016 | MICCAI | 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 |
| 2015 | ICASSP | Constrained state estimation in particle filters. | Bradley Ebinger, Nidhal Bouaynaya, Robi Polikar, Roman Shterenberg |
| 2014 | IJCNN | Statistical approach for reconstruction of dynamic brain dipoles based on EEG data. | Petia Georgieva, Filipe Miguel Teixeira Pereira da Silva, Lyudmila Mihaylova, Nidhal Bouaynaya |
| 2014 | IJCNN | Optimal Bayesian classification in nonstationary streaming environments. | Jehandad Khan, Nidhal Bouaynaya, Robi Polikar |
| 2013 | ICASSP | Sparse biologically-constrained optimal perturbation of gene regulatory networks. | Haoyu Wang, Nidhal Bouaynaya, Roman Shterenberg, Dan Schonfeld |
| 2012 | IJCNN | Particle filters and beamforming for EEG source estimation. | Petia Georgieva, Lyudmila Mihaylova, Nidhal Bouaynaya, Lakhmi C. Jain |
| 2011 | GLOBECOM | Bit Error Rate Performance of Linear Companding Transforms for PAPR Reduction in OFDM Systems. | Yasir Rahmatallah, Nidhal Bouaynaya, Seshadri Mohan |
| 2009 | ICIP | Adaptive mathematical morphology: A unified representation theory. | Nidhal Bouaynaya, Dan Schonfeld |
| 2005 | ICASSP | An Online Motion-Based Particle Filter for Head Tracking Applications. | Nidhal Bouaynaya, Wei Qu, Dan Schonfeld |
| 2005 | ICASSP | Automatic Multi-Head Detection and Tracking System using A Novel Detection-Based Particle Filter and Data Fusion. | Wei Qu, Nidhal Bouaynaya, Dan Schonfeld |