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Joined - December 2025
This advanced currency detection GUI includes:
Key Features: 1. Main Interface:
Modern dark theme with professional layout
Image display panel with zoom capability
Control panel with intuitive buttons
2. Detection Features:
Image Analysis: Load images or capture from camera
Machine Learning: Pre-trained Random Forest classifier
Multiple Security Checks:
UV light detection (simulated)
Magnetic ink verification
Hologram checking
Texture analysis
Edge sharpness detection
3. Advanced Functionality:
Real-time confidence scoring
Detailed detection reports
Detection history logging
Model training and management
JSON-based data persistence
4. Visual Features:
Color-coded results (Green/Orange/Red)
Progress indicators
Professional report formatting
Image preprocessing display
5. Technical Implementation:
Multi-threading for camera capture
Feature extraction using OpenCV
Scikit-learn for machine learning
PIL for image handling
JSON for data storage
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