Automated Dental Caries Segmentation in Panoramic Radiographs Using Dual-Stage Deep Learning

arXiv:2609.18952 · cs.CV, cs.AI · Submitted 2026-07-15 · Read on arXiv

cs.CV, cs.AI

Submitted: 2026-07-15

Updated: 2026-07-15

Comments: 10 pages, 6 figures, 3 tables. Accepted at the Workshop on Machine Learning in Medical Imaging, MLMI 2025, held in conjunction with MICCAI 2025

Journal ref: Machine Learning in Medical Imaging, pages 551-561, Springer, 2026

DOI: 10.1007/978-3-032-09513-8_53

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Segmentation Masks — 1× in this paper · explained in 2 episodes

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