Publications
Peer-Reviewed
1. M. Nouman, G. Khoriba, and E. A. Rashed:
“Rethinking MedSAM: Performance Discrepancies in Clinical
Applications,”
IEEE FMLDS, Sydney, Australia, Nov. 2024. (accepted)
2. E. A. Rashed, H. Seshimo, M. Nouman, and M. al-Shatouri: “BinSyn: Personalized MRI Synthesis from Binary Anatomical Maps,”
MIRU2024, Kumamoto, Japan, Aug. 2024. (accepted)
3. M. Nouman, M. Mabrok, and E. A. Rashed:
“Neuro-TransUNet: Transformer-based Stroke Lesion Segmentat-
-ation in 3D MRI,”
ICMIP 2024, Osaka, Japan, Apr. 2024.
4. M. Nouman, M. Mabrok, and E. A. Rashed:
“Transformer-based 3D MRI Stroke Lesion Segmentation,”
JSMBE 2024, Kagoshima, Japan, May 2024.
5. M. Nouman, K. Ullah, and M. Azam:
“Suicidal Behavior Prediction and Socioeconomic Indicators,”
EAI Endorsed Trans Perv Health Tech., vol. 8, e5, 2023.
6. Muhammad Nouman, Muhammad Azam:
“The Role of Laboratory Technicians and the Client Public-Private Collaboration against COVID-19,”
Academia | Letters. 2021:2.
7. Muhammad Nouman, Muhammad Azam, Ashraf Saleh, et al:
“A Systematic Review of Non-Functional Requirements Mapping into Architectural Styles,”
Bulletin of Electrical Engineering & Informatics, 12(2), 1226-1236.
8. Ahsan Rehman, Muhammad Azam, Muhammad Nouman:
“Application of Machine Learning in Estimating On-tree Yield of Citrus Fruit,”
Journal of Agricultural Research, 2023, Vol. 61(2):147-153.
9. M. Nouman, Mohamed Mabrok and Essam A. Rashed:
“FIGO: Contextual Transformer for Brain Stroke Segmentation in MRI Scans,”
Neural Computing and Applications (under review)
10. M. Nouman, G. Khoriba, and E. A. Rashed:
Evaluating Segmentation Accuracy with Diverse Prompt Strategies in MedSAM
IEEE ISBI 2025, Houston, TX, USA, April. 2025. (under review)
Book Chapter
1. G. Khoriba, M. Nouman, and E. A. Rashed:
"Large language models in medical image understanding,"
Cutting-Edge Artificial Intelligence Advances: Implications in Real-World Applications, CRC Press (accepted)