Self-supervised learning methods and applications in medical imaging analysis: a survey. - Saeed Shurrab; Rehab Duwairi (PeerJ Comput. Sci., 2022)

Retina disorders classification via OCT scan: a comparative study between self-supervised learning and transfer learning. - Saeed Shurrab; Yazan Shannak; Rehab Duwairi (Int. Arab J. Inf. Technol., 2023)

Multi-modal Masked Siamese Network Improves Chest X-Ray Representation Learning. - Saeed Shurrab; Alejandro Guerra-Manzanares; Farah E. Shamout (CoRR, 2024)

Multimodal Machine Learning for Stroke Prognosis and Diagnosis: A Systematic Review. - Saeed Shurrab; Alejandro Guerra-Manzanares; Amani Magid; Bartlomiej Piechowski-Jozwiak; Seyed Farokh Atashzar; Farah E. Shamout (IEEE J. Biomed. Health Informatics, 2024)

MedMod: Multimodal Benchmark for Medical Prediction Tasks with Electronic Health Records and Chest X-Ray Scans. - Shaza Elsharief; Saeed Shurrab; Baraa Al Jorf; Leopoldo Julian Lechuga López; Krzysztof J. Geras; Farah E. Shamout (CHIL, 2025)

Multimodal Deep Learning for Stroke Prediction and Detection using Retinal Imaging and Clinical Data. - Saeed Shurrab; Aadim Nepal; Terrence J. Lee-St. John; Nicola G. Ghazi; Bartlomiej Piechowski-Jozwiak; Farah E. Shamout (CoRR, 2025)