Author

Elif Keleş

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#artificial intelligence Preprint Sep 2026

Unified CT and MRI Pancreas Segmentation for Label-Efficient Cross-Modality Subregion Transfer

A unified 3D pancreas segmentation framework that applies domain-adversarial learning to 4,604 heterogeneous CT and MRI scans to learn anatomical representations is developed and demonstrated that a unified anatomical representation can support both cross-modality pancreas segmentation and label-efficient downstream tr...

Zi-Liang Hong, Hong-Yi Pan, H. Aktas et al. · 0 citations

#artificial intelligence Preprint Sep 2026

GazeRefine: Expert Gaze as a Test-Time Prompt for Training-Free Medical Image Segmentation

The results show strong performance on colonoscopy images and competitive performance on prostate MRI, supporting gaze-guided prototype refinement as a promising approach for segmentation-label-efficient, human-in-the-loop medical image segmentation.

Mohammed Oussama Benyahia, Marouane Tliba, M. A. Kerkouri et al. · 0 citations