ノマンムハマド

Muhammad Nouman

基本情報

学位: Master of Science in Software Engineering(2021年10月 University of Agriculture, Faisalabad, Pakistan)
Bachelor of Science in Computer Science(2017年1月 COMSATS University, Islamabad, Pakistan)

Contextual transformer for brain stroke segmentation in MRI

Muhammad Nouman, Mohamed Mabrok, Mohammad al-Shatouri, Essam A. Rashed

Computers and Electrical Engineering 2026年1月筆頭著者
Multi-Modal Deep Learning in Breast Cancer Diagnosis: A Review of Recent Advances

Yalda Zafari, Roaa Elalfy, Muhammad Nouman, Somaya Al-Maadeed, Tamer Khattab, Essam A. Rashed, Mohamed Mabrok

2025 International Conference on Artificial Intelligence, Computer, Data Sciences and Applications (ACDSA) 1-6 2025年8月7日
Evaluating Segmentation Accuracy with Diverse Prompt Strategies in Medsam

Muhammad Nouman, Ghada Khoriba, Essam A. Rashed

2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI) 1-5 2025年4月14日筆頭著者
MedSAM Guider: A lightweight guidance module to mitigate prompt sensitivity in segmentation foundation models

Muhammad Nouman, Ghada Khoriba, Essam Rashed

2025年筆頭著者
Rethinking MedSAM: Performance Discrepancies in Clinical Applications

Muhammad Nouman, Ghada Khoriba, Essam A. Rashed

2024 IEEE International Conference on Future Machine Learning and Data Science (FMLDS) 301-307 2024年11月20日筆頭著者

Evaluating MedSAM: Addressing Clinical Performance and Segmentation Challenges

M. Nouman, A. T. Elboardy, G. Khoriba, E. A. Rashed

IEICE Technical Report 2024年12月筆頭著者

Large Language Models in Medical Image Understanding

Ghada Khoriba, Muhammad Nouman, Essam A. Rashed (担当:共著)

CRC Press 2025年

Toward practical deployment of foundation models in radiology

Muhammad Nouman

Hyogo Prefectural University Value Co-Creation Symposium 2025 2025年9月26日
Bilateral Attention Fusion Network for Multi-View Mammographic Breast Cancer Diagnosis

Muhammad Nouman

44th Annual Meeting of the Japanese Society of Medical Imaging Technology
MedSAM Guider: A lightweight guidance module to mitigate prompt sensitivity in segmentation foundation models

Muhammad Nouman

64th Annual Conference of the Japanese Society for Medical and Biological Engineering 2025年5月
Evaluating MedSAM: Addressing clinical performance and segmentation challenges

Muhammad Nouman

IEICE Medical Imaging Research Meeting 2024年12月5日
Rethinking MedSAM: Performance discrepancies in clinical applications

Muhammad Nouman

IEEE International Conference on Future Machine Learning and Data Science
Rethinking MedSAM: Performance discrepancies in clinical applications of MedSAM

Muhammad Nouman

Workshop on Advanced Signal Processing 2024年10月7日
Transformer-based precision in 3D MRI stroke lesion segmentation

Muhammad Nouman

63rd Annual Conference of the Japanese Society for Medical and Biological Engineering
Neuro-TransUNet: A comprehensive transformer-based architecture for precise segmentation of stroke lesions in 3D MRI

Muhammad Nouman

9th International Conference on Multimedia and Image Processing

2023年2月 - 2023年9月

Undergraduate Final Year Project Supervision (National University of Modern Languages, Faisalabad)
2023年2月 - 2023年9月

Discrete Structures (National University of Modern Languages, Faisalabad)
2023年2月 - 2023年9月

Artificial Intelligence (National University of Modern Languages, Faisalabad)
2022年2月 - 2023年2月

Introduction to Computing (National Textile University, Faisalabad)
2022年3月 - 2022年8月

Android Programming (University of Education, Faisalabad)

ACM Second Asian School on High Performance Computing and Artificial Intelligence

2026年2月 - 2026年3月

Selected participant in an international research school on high performance computing and artificial intelligence, covering HPC architectures, parallel programming, benchmarking, and scientific computing applications.