Researcher Search Results Muhammad Nouman Muhammad Nouman (ノマン ムハマド) Please select the form format to download from below 「Education and research environment」format 「No. 4, the Ministry of Education document style ①Outline for Vitae」format 「No. 4, the Ministry of Education document style ②Education and research environment」format Profile Information AffiliationDoctoral Student, Graduate School of Information Science, University of HyogoDegreeMaster of Science in Software Engineering(Oct, 2021, University of Agriculture, Faisalabad, Pakistan)Bachelor of Science in Computer Science(Jan, 2017, COMSATS University, Islamabad, Pakistan)ORCID ID https://orcid.org/0000-0002-5275-0933J-GLOBAL ID202401002686693269researchmap Member IDR000077656 Research Interests 4 Foundation Models for Medical Imaging Explainable AI Multimodal Deep Learning Medical Image Analysis Research Areas 1 Informatics / Biological, health, and medical informatics / Research History 4 Dec, 2023 - Sep, 2025 (Research Assistant), Graduate School of Information Science, University of Hyogo Feb, 2023 - Sep, 2023 (Lecturer), Department of Software Engineering, National University of Modern Languages, Faisalabad Oct, 2022 - Mar, 2023 (Lecturer (Ad-hoc)), Department of Computer Science, National Textile University, Faisalabad Mar, 2022 - Aug, 2022 (Lecturer (Visiting)), Department of Information Sciences, University of Education, Faisalabad Education 3 Apr, 2024 - Present PhD in Information Science, Graduate School of Information Science, University of Hyogo Aug, 2018 - Oct, 2021 Master of Science in Software Engineering, Department of Computer Science, University of Agriculture, Faisalabad Feb, 2013 - Jan, 2017 Bachelor of Science in Computer Science, Department of Computer Science, COMSATS University, Islamabad Committee Memberships 1 Feb, 2023 - Mar, 2023 Outcome Based Education Committee, Focal Person, National University of Modern Languages, Faisalabad Awards 2 2025 JPort International Student Scholarship, Research Achievement Award (Research Category), JPort by SPeak Corp. Muhammad Nouman Oct, 2023 MEXT Ph.D Scholarship, Ministry of Education, Culture, Sports, Science and Technology, Japan Muhammad Nouman Papers 11 Contextual transformer for brain stroke segmentation in MRI Muhammad Nouman, Mohamed Mabrok, Mohammad al-Shatouri, Essam A. Rashed Computers and Electrical Engineering, Jan, 2026 Lead author 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, Aug 7, 2025 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, Apr 14, 2025 Lead author MedSAM Guider: A lightweight guidance module to mitigate prompt sensitivity in segmentation foundation models Muhammad Nouman, Ghada Khoriba, Essam Rashed 2025 Lead author 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, Nov 20, 2024 Lead author More Misc. 1 Evaluating MedSAM: Addressing Clinical Performance and Segmentation Challenges M. Nouman, A. T. Elboardy, G. Khoriba, E. A. Rashed IEICE Technical Report, Dec, 2024 Lead author Books and Other Publications 1 Large Language Models in Medical Image Understanding Ghada Khoriba, Muhammad Nouman, Essam A. Rashed (Role: Joint author) CRC Press, 2025 Presentations 8 Toward practical deployment of foundation models in radiology Muhammad Nouman Hyogo Prefectural University Value Co-Creation Symposium 2025, Sep 26, 2025 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, May, 2025 Evaluating MedSAM: Addressing clinical performance and segmentation challenges Muhammad Nouman IEICE Medical Imaging Research Meeting, Dec 5, 2024 Rethinking MedSAM: Performance discrepancies in clinical applications Muhammad Nouman IEEE International Conference on Future Machine Learning and Data Science More Teaching Experience 5 Feb, 2023 - Sep, 2023 Undergraduate Final Year Project Supervision (National University of Modern Languages, Faisalabad) Feb, 2023 - Sep, 2023 Discrete Structures (National University of Modern Languages, Faisalabad) Feb, 2023 - Sep, 2023 Artificial Intelligence (National University of Modern Languages, Faisalabad) Feb, 2022 - Feb, 2023 Introduction to Computing (National Textile University, Faisalabad) Mar, 2022 - Aug, 2022 Android Programming (University of Education, Faisalabad) Professional Memberships 1 Mar, 2025 - Jan, 2026 Association for Computing Machinery (ACM) Other 1 ACM Second Asian School on High Performance Computing and Artificial Intelligence Feb, 2026 - Mar, 2026 Selected participant in an international research school on high performance computing and artificial intelligence, covering HPC architectures, parallel programming, benchmarking, and scientific computing applications.
Muhammad Nouman (ノマン ムハマド) Please select the form format to download from below 「Education and research environment」format 「No. 4, the Ministry of Education document style ①Outline for Vitae」format 「No. 4, the Ministry of Education document style ②Education and research environment」format Profile Information AffiliationDoctoral Student, Graduate School of Information Science, University of HyogoDegreeMaster of Science in Software Engineering(Oct, 2021, University of Agriculture, Faisalabad, Pakistan)Bachelor of Science in Computer Science(Jan, 2017, COMSATS University, Islamabad, Pakistan)ORCID ID https://orcid.org/0000-0002-5275-0933J-GLOBAL ID202401002686693269researchmap Member IDR000077656 Research Interests 4 Foundation Models for Medical Imaging Explainable AI Multimodal Deep Learning Medical Image Analysis Research Areas 1 Informatics / Biological, health, and medical informatics / Research History 4 Dec, 2023 - Sep, 2025 (Research Assistant), Graduate School of Information Science, University of Hyogo Feb, 2023 - Sep, 2023 (Lecturer), Department of Software Engineering, National University of Modern Languages, Faisalabad Oct, 2022 - Mar, 2023 (Lecturer (Ad-hoc)), Department of Computer Science, National Textile University, Faisalabad Mar, 2022 - Aug, 2022 (Lecturer (Visiting)), Department of Information Sciences, University of Education, Faisalabad Education 3 Apr, 2024 - Present PhD in Information Science, Graduate School of Information Science, University of Hyogo Aug, 2018 - Oct, 2021 Master of Science in Software Engineering, Department of Computer Science, University of Agriculture, Faisalabad Feb, 2013 - Jan, 2017 Bachelor of Science in Computer Science, Department of Computer Science, COMSATS University, Islamabad Committee Memberships 1 Feb, 2023 - Mar, 2023 Outcome Based Education Committee, Focal Person, National University of Modern Languages, Faisalabad Awards 2 2025 JPort International Student Scholarship, Research Achievement Award (Research Category), JPort by SPeak Corp. Muhammad Nouman Oct, 2023 MEXT Ph.D Scholarship, Ministry of Education, Culture, Sports, Science and Technology, Japan Muhammad Nouman Papers 11 Contextual transformer for brain stroke segmentation in MRI Muhammad Nouman, Mohamed Mabrok, Mohammad al-Shatouri, Essam A. Rashed Computers and Electrical Engineering, Jan, 2026 Lead author 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, Aug 7, 2025 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, Apr 14, 2025 Lead author MedSAM Guider: A lightweight guidance module to mitigate prompt sensitivity in segmentation foundation models Muhammad Nouman, Ghada Khoriba, Essam Rashed 2025 Lead author 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, Nov 20, 2024 Lead author More Misc. 1 Evaluating MedSAM: Addressing Clinical Performance and Segmentation Challenges M. Nouman, A. T. Elboardy, G. Khoriba, E. A. Rashed IEICE Technical Report, Dec, 2024 Lead author Books and Other Publications 1 Large Language Models in Medical Image Understanding Ghada Khoriba, Muhammad Nouman, Essam A. Rashed (Role: Joint author) CRC Press, 2025 Presentations 8 Toward practical deployment of foundation models in radiology Muhammad Nouman Hyogo Prefectural University Value Co-Creation Symposium 2025, Sep 26, 2025 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, May, 2025 Evaluating MedSAM: Addressing clinical performance and segmentation challenges Muhammad Nouman IEICE Medical Imaging Research Meeting, Dec 5, 2024 Rethinking MedSAM: Performance discrepancies in clinical applications Muhammad Nouman IEEE International Conference on Future Machine Learning and Data Science More Teaching Experience 5 Feb, 2023 - Sep, 2023 Undergraduate Final Year Project Supervision (National University of Modern Languages, Faisalabad) Feb, 2023 - Sep, 2023 Discrete Structures (National University of Modern Languages, Faisalabad) Feb, 2023 - Sep, 2023 Artificial Intelligence (National University of Modern Languages, Faisalabad) Feb, 2022 - Feb, 2023 Introduction to Computing (National Textile University, Faisalabad) Mar, 2022 - Aug, 2022 Android Programming (University of Education, Faisalabad) Professional Memberships 1 Mar, 2025 - Jan, 2026 Association for Computing Machinery (ACM) Other 1 ACM Second Asian School on High Performance Computing and Artificial Intelligence Feb, 2026 - Mar, 2026 Selected participant in an international research school on high performance computing and artificial intelligence, covering HPC architectures, parallel programming, benchmarking, and scientific computing applications.