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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Murtaza Taj

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#artificial intelligence Oct 2026

Localization Lens for Improving Medical Vision-Language Models

Medical Vision-Language Models (Med-VLMs) have demonstrated strong capabilities in clinical tasks. However, they often struggle to understand anatomical structures and spatial positioning, which are crucial for medical reasoning. To address this, we propose a localization-aware enhancement to the Med-VLM pipeline, intr...

H. Farooq, Murtaza Taj, Mehwish Nasim et al. · 2 citations
Sep 2026

TISON: A Web Server for Omics-driven Integrative Cancer Modeling & Simulations towards Personalized Medicine.

Next-generation sequencing (NGS) has catalyzed the generation of individualized multi-omics datasets, potentiating precise molecular insights into cancer initiation, progression, and metastasis. The subsequent data analytics have necessitated the development of computational pipelines that couple patient-specific omics...

Zainab Nasir, M. U. Sultan, M. Gondal et al. · 0 citations
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

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