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S. Kurugol

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#artificial intelligence Preprint Aug 2026

ARC-CT: Anatomy-Routed Contrastive Vision-Language Learning for 3D Chest CT

An Anatomy-Routed Contrastive Learning for 3D Chest CT (ARC-CT), a region-aware framework that addresses limitations using only reports extracted from reports by an LLM, with no manual annotations or bounding boxes, outperforms both comparable efficient baselines and larger transformer models.

H. Isik, Mehmet Alp Ozaydin, S. Kurugol et al. · 1 citation
#machine learning Preprint Aug 2026

Primitive Representation Learning for Unsupervised Dynamic Contrast Enhanced MRI Reconstruction

This work proposes a multi-dimensional, primitive based framework for dynamic contrast-enhanced MRI reconstruction that disentangles the underlying anatomy, the dynamic contrast enhancement, and residual motion into separate temporal basis functions, thereby enabling a geometrical interpretation of the representation.

Veronika Spieker, Wenqi Huang, Cemre Ariyurek et al. · 0 citations

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