dentex

Three-stage pipeline for automated dental analysis on panoramic X-rays quadrant detection, tooth enumeration, and pathology classification (caries, deep caries, periapical lesions, impacted teeth) using the DENTEX dataset.

Dental charting on panoramic X-rays (DENTEX): FDI tooth numbering, caries / deep caries / periapical lesion / impacted-tooth findings, a HiResCAM anatomical plausibility check and a blinded dentist-vs-AI study. PyTorch Faster R-CNN, Colab-ready.

Two-stage deep learning pipeline for per-tooth diagnosis on panoramic dental X-rays: U-Net segmentation, then EfficientNet-B3 classification of caries, deep caries, periapical lesions and impacted teeth (DENTEX).

Anatomy-constrained panoramic dental X-ray research prototype with pathology detection and FDI numbering.