Author

H. Mathkour

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Open access Aug 2026

Hybrid Landmark-Guided and EfficientNet Feature Fusion for Down Syndrome Facial Screening

A hybrid interpretable–deep framework that combines landmark-derived geometry features, landmark-guided local binary pattern (LBP) texture descriptors, and frozen EfficientNetB0 convolutional neural network (CNN) deep features is proposed that improves screening performance through a hybrid framework that combines inte...

Meshal Alfuraydi, H. Mathkour · Electronics · 0 citations

Review Open access Jul 2026

A Fairness Perspective on Client Selection and Aggregation Methods for Non-IID Mitigation in Federated Learning: A Survey

This survey aims to provide a structured perspective on the relationship between non-IID mitigation and fairness and support the development of more balanced and scalable FL systems under non-IID conditions.

Mohannad Alsofyani, Isra Al-Turaiki, H. Mathkour · Electronics · 0 citations