AI-Powered
OPG Analysis
A computer vision system for automated analysis of panoramic dental radiographs — developed as a working example of how visual data can be transformed into structured AI-driven insights.
OPG images combine multiple anatomical structures and potential findings in a single image. A useful computer vision workflow therefore requires more than a model alone: image data, annotation, training, evaluation, detection logic and a practical interface all have to work together.
The XVISIO OPG project demonstrates this end-to-end approach on a real visual domain.
A complete computer vision workflow.
The OPG project illustrates the same development path we can apply to other visual AI problems.
Visual Data
Prepare and structure the image data required for a specific vision task.
Computer Vision
Train models to detect relevant structures, regions or visual patterns.
Structured Output
Turn model predictions into interpretable findings and useful results.
Deployment
Connect the model to an application or workflow where people can use it.
Visual patterns across the OPG image.
The current demonstration is designed to explore multiple categories of radiological findings and anatomical information.
Dental & Periapical
Examples include caries, recurrent decay, periapical lesions, radiolucencies, root fractures and impacted teeth.
Bone & Periodontal
The workflow explores periodontal bone loss, alveolar structures, bone characteristics and related visual findings.
Anatomical Structures
Computer vision can be used to identify relevant anatomical structures and landmarks within complex radiographic images.
The model is only one part of the solution.
Building a useful visual AI system means connecting data, models and software into one reproducible workflow.
Computer Vision Development
The OPG project combines visual data processing with model-based detection and structured analysis.
- Image and dataset preparation
- Visual object / region detection
- Anatomical landmark identification
- Model training and fine-tuning
- Model evaluation and iteration
From model to application
A trained model becomes useful when it can be accessed through a practical interface and connected to an existing workflow.
- Image upload and processing
- Automated analysis pipeline
- Structured result presentation
- Web-based AI interface
- Potential API and system integration
See the OPG system in action.
Upload an appropriate panoramic radiograph to explore the current demonstration interface and its AI-generated analysis.
Have a different visual problem?
The OPG project is one example of our approach. XVISIO can help turn your visual data into a working computer vision solution — from annotation and dataset preparation to model development, evaluation and deployment.