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Author

Abeer A. K. Alharbi

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Review Open access Oct 2026

Vision–language foundation models for multimodal medical image understanding and report generation: a narrative review with quantitative synthesis

Vision-language foundation models (VLFMs) for medical image understanding have advanced rapidly, yet evidence supporting clinical deployment remains fragmented. This narrative review synthesizes architectures, training paradigms, benchmarks, public datasets, and translation barriers. Drawing on more than 50 original st...

Shahid Mehmood, Farman Matloob Khan, Abeer A. K. Alharbi et al. · 0 citations
Review Open access Aug 2026

A survey of theory-grounded interpretability for deep neural networks

This survey takes a complementary, theory-grounded perspective, examining interpretability through four classical machine learning (ML) frameworks, each grounded in a mature mathematical theory, and concludes with open problems and directions for scalable, theory-grounded interpretability.

M. U. Khalid, Abeer A. K. Alharbi, Shariq Bashir et al. · 0 citations

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