Author

Irshad Ahmad

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Open access Sep 2026

Attention-Guided EfficientNet-B3 with Grad-CAM Visualization for 22-Class Bone Fracture and Anatomical-Region Classification on the MultiBoneX Dataset

Background/Objectives: To achieve effective clinical decision-making from radiographic images, accurate diagnosis of bone fractures is required, but this is difficult due to anatomical variation, subtle fracture appearance, and variable imaging conditions. Existing deep learning studies for fracture detection are predo...

Irshad Ahmad, Mian Hafeez Ur Rehman, Saleh M. Altowaijri · Diagnostics · 0 citations

Open access Aug 2026

Benchmarking Class Imbalance Mitigation Strategies Across Deep CNN Architectures for Skin Cancer Classification

Background/Objectives: Class imbalance is one of the major challenges in automated skin lesion classification since the number of categories of malignant and clinically significant skin lesions is normally less than the benign ones. However, due to this imbalance, deep convolutional neural networks (CNNs) tend to overl...

Irshad Ahmad, Muhammad Khubaib, Saleh M. Altowaijri · Diagnostics · 0 citations