Title: STMS: Smart Traffic Management &
Eyad Arshad
Title: STMS: Smart Traffic Management & AI Object Tracking (PyQt6 & YOLOv8)
Description: Built a real-time computer vision desktop dashboard to run custom-trained YOLOv8 vehicle detection and tracking models.
Thread-Isolated GUI: Implemented PyQt6 QThread isolation to run real-time AI inference at 60fps without freezing the UI.
Model Optimization: Trained custom YOLOv8 detection models and compiled them via ONNX Runtime for optimized CPU/GPU execution.
Multi-Object Tracking: Integrated DeepSORT pipelines to automate vehicle logging, classification, and analytics.
Keywords: Python GUI, PyQt6, computer vision app, custom YOLOv8, object detection, ONNX Runtime, multi-camera tracking.
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Posted Aug 7, 2026
Title: STMS: Smart Traffic Management & AI Object Tracking (PyQt6 & YOLOv8) Description: Built a real-time computer vision desktop dashboard to run custom-tr...
