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Murtaza Taj

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Review Jul 2026

Multimodal AI in healthcare: Review of vision-language foundation models for real-world medical applications.

A definitive taxonomy of the medical VLM landscape is provided, tracing the evolution from early Contrastive Alignment and Generative MLLMs to the cutting-edge frontiers of Dense Pixel-Grounding, Sparse Mixture-of-Experts (MoE), and Reasoning-Incentivized (RL) architectures.

Taha Razzaq, Murtaza Taj, Asim Iqbal · 0 citations