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Author

Irfan Hussain

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Review Open access Aug 2026

A Comprehensive Review Tracing the Evolution of Volumetric Medical Imaging Analysis from Classic CNNs to Emerging AI-Agents

This review provides a unified framework for understanding the evolution of volumetric medical imaging and offers actionable insights for researchers, clinicians, and industry practitioners, contributing to the development of reliable, interpretable, and clinically deployable next-generation medical AI systems.

Muhammad Owais, Muhammad Zubair, Daniya Najiha Abdul Kareem et al. · 9 citations · ⚡1
Review Aug 2026

Uncertainty-Aware Decision Making in Multimodal Large Language Models

This survey organizes the literature on uncertainty-aware MLLMs around a decision-centered framework: uncertainty sources give rise to observable signals, signals must be calibrated or controlled for risk, and calibrated uncertainty should determine the system action.

Abderrahmene Boudiaf, Irfan Hussain, Sajid Javed · 0 citations
#artificial intelligence Open access Aug 2026

Meta-domain adaptive framework for efficient diagnostic assessment of lung infection using CT radiographs

A semantic attention-driven retrieval framework based on a lightweight Meta-Domain Adaptive Segmentation Network (MDA-SN) with an adaptive data normalization strategy to enhance infection detection in cross-dataset analysis and achieves real-time execution.

Muhammad Owais, Taimur Hassan, Naqash Afzal et al. · 1 citation

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