Muhammad Usama Islam, PhD

Md. Safirur Rashid, Md. Samin Morshed, Muhammad Usama Islam, Sami Rashid, Asif Mahmud, Ashraful Islam

Mycological Examination of Microscopic Fungi Images with Deep Learning and Gradient Weighted Class Activation Mapping Visualization

IEEE 2024 International Advances in Science & Engineering Technology (ASET) Multi-Conferences, pp. 01-08, 2024

• pre-trained convolutional neural networks
• ResNet-101
• Grad-CAM
• transfer learning
• CNN architecture comparison

Nasim Mahmud Nayan, Ashraful Islam, Muhammad Usama Islam, Eshtiak Ahmed, Mohammad Mobarak Hossain, Md Zahangir Alam

SMOTE Oversampling and near Miss Undersampling Based Diabetes Diagnosis from Imbalanced Dataset with XAI Visualization

28th IEEE Symposium on Computers and Communications (ISCC)-ICT4eHealth, pp. 1-6, 2023

• Undersampling
• diabetes diagnosis
• Explainable AI
• Oversampling
• XGBoost
• early detection of diabetes
• SMOTE
• class imbalance
• model interpretability
• near misses

• SDG 3Good Health and Well-being

Ashraful Islam, Muhammad Usama Islam, Beenish M Chaudhry

Designing Sensor-Based System for Monitoring Quality of Pepper Mash Stored in Wooden Barrels

14th International Conference on Design Science Research in Information Systems and Technology (DESRIST '19), 2019

Muhammad Usama Islam, Ashraful Islam, Beenish M Chaudhry

Towards an Integrated Tool for Care Coordination of Alzheimer’s Patients in an Assisted Living Facility

14th International Conference on Design Science Research in Information Systems and Technology (DESRIST '19), 2019

• SDG 3Good Health and Well-being