Teeth Instance Segmentation from Panoramic X-ray Images

A project for segmenting individual teeth and detecting missing teeth in panoramic dental X-ray images.

Project Overview

This project focuses on segmenting individual teeth and detecting missing teeth from panoramic dental X-ray images. The system provides accurate tooth segmentation for dental diagnostics and treatment planning.

Features

  • Automated Segmentation: Accurately segments individual teeth from panoramic X-rays.
  • Missing Teeth Detection: Identifies and localizes missing teeth for better dental assessment.
  • Supports Various X-ray Formats: Compatible with multiple dental imaging standards.
  • Optimized Processing: Designed for efficient analysis and results.

Challenges & Solutions

  • Low Contrast in X-rays: Applied contrast enhancement and adaptive preprocessing.
  • Teeth Overlapping Issues: Used advanced segmentation techniques for better separation.
  • Efficient Processing: Optimized workflow for smooth and reliable performance.

Results

The system successfully segments teeth and detects missing teeth from panoramic X-rays, aiding in dental diagnostics and treatment planning.

Results of teeth instance segmentation and missing teeth detection from panoramic X-ray images.