Md Shihab Reza - Publication

2026

[1] Md Shihab Reza, Farhana Elias, Monirul Islam Mahmud, and Nova Ahmed. 2025. Attention and Residual Mechanism–based CNN Architecture (ARC-Net) with Enhanced Fairness Generalization for Deepfake Facial Image Detection. Accepted (PLOS One)

Code Availability: Github

2025

[1] Mahmud MI, Reza MS, Akash MOA, Elias F, Ahmed N (2025) DFU_DIALNet: Towards reliable and trustworthy diabetic foot ulcer detection with synergistic confluence of Grad-CAM and LIME. PLoS One 20(9): e0330669. https://doi.org/10.1371/journal.pone.0330669

Code Availability: Github

[2] Ifran Rahman Nijhum, Md. Shihab Reza, and Soumyabrata Dev. (2025). TINY-UCLOUDNET: Memory-Efficient Ground-Based Cloud Segmentation Network. In International Geoscience and Remote Sensing Symposium (IGARSS). https://ieeexplore.ieee.org/document/11313995

Code Availability: Github

[3] Farhana Elias , Md Shihab Reza , Muhammad Zawad Mahmud , Samiha Islam , Shahran Rahman Alve. 2025. Machine Learning Meets Transparency in Osteoporosis Risk Assessment: A Comparative Study of ML and Explainability Analysis. 2025 International Conference on Quantum Photonics, Artificial Intelligence, and Networking (QPAIN). https://doi.org/10.48550/arXiv.2505.00410 & https://doi.org/10.1109/QPAIN66474.2025.11172213

[4] Monirul Islam Mahmud, Md Shihab Reza, Farhana Elias, Ifti Azad Abeer, and Nova Ahmed. 2025. Multi-Domain Validation of Bayesian Optimized Stacking Ensembles for Next-Generation Credit Risk Modeling with Granular Explainability and Robust Statistical Inference. Preprints. Available online as a preprint at Preprints. https://www.preprints.org/manuscript/202510.0484/v1

Code Availability: Github

[5] M. Z. Mahmud, I. Jahan, S. R. Alve, M. S. Reza, and S. Islam, “Predicting Adolescents' Attitudes Toward COVID-19 Vaccination Using Machine Learning Techniques,” in 2025 International Conference on Quantum Photonics, Artificial Intelligence, and Networking (QPAIN), Rangpur, Bangladesh, Jul. 31–Aug. 2, 2025, doi: 10.1109/QPAIN66474.2025.11172025. Available: https://ieeexplore.ieee.org/document/11172025/

2024

[1] Md Shihab Reza, Monirul Islam Mahmud, Ifti Azad Abeer, and Nova Ahmed. 2024. Linear Discriminant Analysis in Credit Scoring: A Transparent Hybrid Model Approach. International Conference on Computer and Information Technology (ICCIT). https://doi.org/10.1109/ICCIT64611.2024.11022149

[2] Monirul Islam Mahmud, Md Shihab Reza, and Syeda Shabnam Khan. 2024. Optimizing Stroke Detection: An Analysis of Different Feature Selection Approaches. In Companion of the 2024 ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp Companion ’24). https://dl.acm.org/doi/10.1145/3675094.3677602

[3] Muhammad Zawad Mahmud, Md Shihab Reza, Samiha Islam, and Shahran Rahman Alve. 2024. Advance Transfer Learning Approach for Identification of Multiclass Skin Disease with LIME Explainable AI Technique. International Conference on Computer and Information Technology (ICCIT). https://doi.org/10.1109/ICCIT64611.2024.11021908

2023

Bachelor’s Thesis

[1] M. I. Mahmud, M. S. Reza, and H. Akter, “Human Activity Recognition Using Multiple Learning & XAI Techniques with Wearable Sensor Data,” Undergraduate thesis, Dept. of Electrical and Computer Engineering, North South University, Dhaka, Bangladesh, 2023. [Online]. Available: https://repository.northsouth.edu/handle/123456789/1093

Under Review

[1] Muhammad Zawad Mahmud, Md Shihab Reza, Shahran Rahman Alve and Samiha Islam 2025. A Novel Clinical Dataset with XAI-Integrated Ensemble and Large Language Models for Interpretable Dengue Detection: A Comparative Analysis of Reduced-Feature AI Classifiers.

Journal: Array

[2] Ifran Rahman Nijhum, Md Shihab Reza, and Soumyabrata Dev. 2025. Squeeze-Expand-Excite: Lightweight U-Net for Cloud Segmentation with a Multi-Regional Nighttime Smartphone Dataset.

Journal: IEEE Geoscience and Remote Sensing Letters; Code Availability: Github

[3] Monirul Islam Mahmud, Md Shihab Reza, Farhana Elias, Ifti Azad Abeer, and Nova Ahmed. 2025. Multi-Domain Validation of Bayesian Optimized Stacking Ensembles for Next-Generation Credit Risk Modeling with Granular Explainability and Robust Statistical Inference. Preprints. Available online as a preprint at Preprints. https://www.preprints.org/manuscript/202510.0484/v1

Journal: SN Computer Science

Work On Progress

[1] Md Shihab Reza, Monirul Islam Mahmud, Muhammad Zawad Mahmud, Saif Ahmed. 2025. Unsupervised Domain-Adaptive 3D Segmentation of Alveolar Bone Defects in CBCT Scans.

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