Author

Ulas Bagci

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Preprint Sep 2026

Patient-Level, Leakage-Aware Deep Learning for Cross-Center Periapical Radiograph Classification

Dental caries and endodontic disease are among the most common health conditions worldwide, and intraoral periapical radiographs are central to their detection, treatment planning, and follow-up. Automated tooth-level classification of these images, however, lacks reproducible benchmarks, is often evaluated with image-...

Md Jubaer Rahman, Ulas Bagci · 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.

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