| 2025 | MICCAI | SCOPE: Label Extraction of Stroke Diagnosis from Unstructured Medical Reports Using Retrieval-Augmented Generation. | Mumu Aktar, Gunjan Jindal, Salome Lou Bosshart, Alexander Stebner, Pedro Paiva, Mariana P. Bento, Johanna Ospel, Roberto Souza |
| 2025 | MICCAI | A Multitask Learning Approach for Segmenting Brain Tumor Sub-regions: Towards Better Generalization. | Mumu Aktar, Tasneem Nasser, Roberto Souza |
| 2025 | MICCAI | Evaluating Deep Learning Based Domain Generalization for Motion Mitigation in Multi-center Brain MRI. | Saad Ashraf, Md Afif Al Mamun, Mumu Aktar, Roberto Souza, Mariana P. Bento |
| 2025 | MICCAI | Robustness Evaluation of Multi-visit Magnetic Resonance Image Reconstruction. | Youssef Beauferris, Abbas Omidi, Amirmohammad Shamaei, Jacob Idoko, Gouri Deshpande, Mariana P. Bento, Roberto Souza |
| 2025 | MICCAI | Investigating Voxel-Level Brain Age Prediction as a Pretext Task for Brain MRI Segmentation. | Tasneem Nasser, Roberto Souza, Naser El-Sheimy |
| 2024 | MICCAI | Enhancing New Multiple Sclerosis Lesion Segmentation via Self-supervised Pre-training and Synthetic Lesion Integration. | Peyman Tahghighi, Yunyan Zhang, Roberto Souza, Amin Komeili |
| 2024 | WACV | Unsupervised Domain Adaptation of MRI Skull-stripping Trained on Adult Data to Newborns. | Abbas Omidi, Aida Mohammadshahi, Neha Gianchandani, Regan King, Lara Leijser, Roberto Souza |
| 2022 | IRI | Using SHAP Analysis to Detect Areas Contributing to Diabetic Retinopathy Detection. | Esmaeil Shakeri, Trafford Crump, Ezekiel Weis, Roberto Souza, Behrouz Homayoun Far |
| 2022 | IRI | COVID-19 Vaccine Infodemiology using Unsupervised Natural Language Processing. | Esmaeil Shakeri, Anja Slama, Roberto Souza, Behrouz Homayoun Far |
| 2018 | ICMLA | Online Orthogonal Regression Based on a Regularized Squared Loss. | Roberto Souza, Saul C. Leite, Wagner Meira Jr., Eduardo R. Hruschka |
| 2018 | MICCAI | Common Carotid Artery Lumen Automatic Segmentation from Cine Fast Spin Echo Magnetic Resonance Imaging. | Lvia Rodrigues, Roberto Souza, Letcia Rittner, Richard Frayne, Roberto A. Lotufo |
| 2018 | VLDB | Detecting Spatial Clusters of Infection Risk with Geo-Located Social Media Data. | Roberto Souza |
| 2016 | IGARSS | Extinction profiles: A novel approach for the analysis of remote sensing data. | Pedram Ghamisi, Roberto Souza, Letcia Rittner, Jn Atli Benediktsson, Roberto A. Lotufo, Xiao Xiang Zhu |
| 2015 | ICIP | An array-based node-oriented max-tree representation. | Roberto Souza, Letcia Rittner, Roberto A. Lotufo, Rubens Campos Machado |
| 2015 | ISMM | A Comparison Between Extinction Filters and Attribute Filters. | Roberto Souza, Letcia Rittner, Rubens Campos Machado, Roberto A. Lotufo |
| 2014 | ICPR | Maximal Max-Tree Simplification. | Roberto Souza, Letcia Rittner, Rubens Campos Machado, Roberto A. Lotufo |