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Mubashir Ahmad

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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. · 8 citations · ⚡1

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