Dental OPG X-ray Dataset

What’s Included in the Dataset?

1. Data Overview

• Source: Collected from three reputable dental clinics:
  • Prescription Point Ltd.
  • Lab Aid Specialized Hospital.
  • Ibn Sina Diagnostic and Imaging Center.
• Capture Method: Images captured using high-quality Android phone cameras.
• Anonymization: Rigorous anonymization practices were followed to ensure patient confidentiality.
• Informed Consent: All patients consented to dental ethical standards.

2. Dataset Composition

• Total Participants: 232 patients aged 10 years or older, including both males and females.
• Healthy Teeth: 223 instances.
• Caries: 119 instances.
• Impacted Teeth: 87 instances.
• Broken Down Crown/Root: 52 instances.
• Infections: 23 instances.
• Fractured Teeth: 13 instances.

3. Dataset Structure

The dataset is organized into two main folders for distinct use cases:

1. Object Detection Dataset:
   • Images: 232 original and 604 augmented images.
   • Labels: JSON format.
   • Split: Training, validation, and testing sets (80:10:10 ratio).
2. Classification Dataset:
   • Contains six distinct classes, with images provided in JPG format.

Advantages of Using the Dental OPG X-ray Dataset

1. Supports a Wide Range of Applications

• Object Detection: Identify and localize dental features like caries, impacted teeth, and fractures.
• Disease Classification: Classify X-rays such as healthy teeth, caries, or infections.
• Image Segmentation: Segment dental structures for detailed analysis.

2. Diverse and Comprehensive Data

• Includes a balanced representation of common dental conditions and anomalies, aiding in robust algorithm development.

3. Ready for Advanced AI Research

• The dataset’s structure and annotations are optimized for machine learning and AI tasks, enabling rapid prototyping and deployment.

4. High-Quality Data Annotation

• JSON labels ensure precision for object detection models, and data augmentation enhances model robustness.

5. Ethical and Secure

• Anonymized data with informed consent ensures privacy and aligns with ethical guidelines in healthcare research.

6. Real-World Applicability

• Use this dataset to develop diagnostic tools that can assist dentists in identifying dental issues accurately and efficiently.

Why Choose This Dataset?

The Dental OPG X-ray is an invaluable asset for researchers and developers in dental healthcare. Whether you aim to build cutting-edge AI-powered diagnostic tools or enhance existing models, this dataset provides a strong foundation for innovation.