04AI / Computer Vision
NextGen Traffic Insights
52+ vehicles classified per session at stable 30 FPS.
Pushing boundaries in ai / computer vision.
AI-powered real-time traffic analysis system. Fine-tuned a YOLOv8 model for traffic-specific vehicle classification. Implemented priority queues and spatial hash maps to eliminate performance bottlenecks and achieve stable real-time inference.
Tech Stack
PythonYOLOv8OpenCVPriority QueuesSpatial Hash Maps
Key Metrics
✓ 30 FPS Stable
✓ 52+ Vehicles/Session
✓ Fine-tuned YOLOv8