Project Timeline
Medical Data Collection
Collect high-quality dataset of 1,000 X-ray images and BMD values from DXA measurements for bone density analysis.
AI Model Development
Develop and test AI models for processing X-ray images to predict BMD values, comparing results with DXA diagnostic methods.
Privacy-Preserving Federated Learning
Implement Privacy-Preserving Federated Learning framework to enhance model accuracy while maintaining data security.
Virtual Hospital Integration
Integrate the federated learning system into virtual hospital simulation environment for real-world testing scenarios.
International Collaboration
Conduct workshops, seminars, and research visits to University of Glasgow to promote international research cooperation.
Enhanced Model Development
Refine AI models to achieve >90% sensitivity and develop Lab Scale prototype (TRL 5) for osteoporosis prediction from X-rays.
System Integration & Testing
Complete integration of Privacy-Preserving Federated Learning platform in virtual hospital environment with comprehensive testing.
Research Dissemination
Publish research findings in Q1 international journals, conduct workshops, and explore future collaboration opportunities.
