Roberto Souza

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 15

Top Topics

Diabetic Retinopathy

Language Processing

Top Venues

Frontiers Neuroinformatics

Publications

Abbas Omidi, Aida Mohammadshahi, Neha Gianchandani, Regan King, Lara Leijser, Roberto Souza
Unsupervised Domain Adaptation of MRI Skull-stripping Trained on Adult Data to Newborns. WACV (2024)
Reza Kakavand, Mehrdad Palizi, Peyman Tahghighi, Reza Ahmadi, Neha Gianchandani, Samer Adeeb, Roberto Souza, W. Brent Edwards, Amin Komeili
Integration of Swin UNETR and statistical shape modeling for a semi-automated segmentation of the knee and biomechanical modeling of articular cartilage. CoRR (2023)
Neha Gianchandani, Johanna Ospel, M. Ethan MacDonald, Roberto Souza
A Multitask Deep Learning Model for Voxel-Level Brain Age Estimation. MLMI@MICCAI (2) (2023)
Neha Gianchandani, Mahsa Dibaji, Mariana P. Bento, Ethan MacDonald, Roberto Souza
Reframing the Brain Age Prediction Problem to a More Interpretable and Quantitative Approach. CoRR (2023)
Neha Gianchandani, Mahsa Dibaji, Johanna Ospel, Fernando Vega, Mariana P. Bento, M. Ethan MacDonald, Roberto Souza
A voxel-level approach to brain age prediction: A method to assess regional brain aging. CoRR (2023)
Mahsa Dibaji, Neha Gianchandani, Akhil Nair, Mansi Singhal, Roberto Souza, Mariana P. Bento
Studying the Effects of Sex-related Differences on Brain Age Prediction using brain MR Imaging. CoRR (2023)
Esmaeil Shakeri, Trafford Crump, Ezekiel Weis, Emad Mohammed, Roberto Souza, Behrouz H. Far
Explaining Eye Diseases Detected by Machine Learning Using SHAP: A Case Study of Diabetic Retinopathy and Choroidal Nevus. SN Comput. Sci. 4 (5) (2023)
Mahsa Dibaji, Neha Gianchandani, Akhil Nair, Mansi Singhal, Roberto Souza, Mariana P. Bento
Studying the Effects of Sex-Related Differences on Brain Age Prediction Using Brain MR Imaging. CLIP/FAIMI/EPIMI@MICCAI (2023)
Amin Eslami Abyane, Derui Zhu, Roberto Souza, Lei Ma, Hadi Hemmati
Towards understanding quality challenges of the federated learning for neural networks: a first look from the lens of robustness. Empir. Softw. Eng. 28 (2) (2023)
Amrit Kumar Jethi, Roberto Souza, Keerthi Ram, Mohanasankar Sivaprakasam
Improving Fast MRI Reconstructions with Pretext Learning in Low-Data Regime. EMBC (2022)
Parisa Saat, Nikita Nogovitsyn, Muhammad Yusuf Hassan, Muhammad Athar Ganaie, Roberto Souza, Hadi Hemmati
A domain adaptation benchmark for T1-weighted brain magnetic resonance image segmentation. Frontiers Neuroinformatics 16 (2022)
Alexandre Lopes, Roberto Souza, Hélio Pedrini
A survey on RGB-D datasets. Comput. Vis. Image Underst. 222 (2022)
Esmaeil Shakeri, Trafford Crump, Ezekiel Weis, Roberto Souza, Behrouz Homayoun Far
Using SHAP Analysis to Detect Areas Contributing to Diabetic Retinopathy Detection. IRI (2022)
Youssef Beauferris, Mike Lasby, Roberto Souza
Leveraging Multi-Visit Information for Magnetic Resonance Image Reconstruction: Pilot Study on a Cohort of Glioblastoma Subjects. ISBI (2022)
Esmaeil Shakeri, Anja Slama, Roberto Souza, Behrouz Homayoun Far
COVID-19 Vaccine Infodemiology using Unsupervised Natural Language Processing. IRI (2022)