About the System

X-Ray Bone Fracture Detection System

AI-powered medical imaging system for automatic bone fracture detection

Key Features:
  • AI-Powered Analysis: EfficientNetV2S V10.0 model with patient-level validated accuracy (AUC 0.838)
  • Patient Management: Comprehensive patient records and medical history
  • Analysis History: Complete tracking of all X-ray analyses
  • Heatmap Visualization: Grad-CAM heatmaps showing model attention areas
  • Role-Based Access: Admin, Doctor, Viewer, and Employee roles
  • Audit Logging: Complete activity tracking for compliance
  • Secure: bcrypt password hashing, CSRF protection, rate limiting
Technology Stack:
  • Backend: Flask 3.0.0 (Python)
  • Database: SQLite3 with WAL mode
  • ML Framework: TensorFlow 2.15.0
  • ML Model: EfficientNetV2S (V10.0, leakage-free)
  • Security: bcrypt, Flask-WTF (CSRF), Flask-Limiter

Version: 1.0.0
Last Updated: 2026-01-18

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