Murtazakhanpro/object-detections-model

🚦 Pakistani Traffic Object Detection & Multi-Object Tracking

An enterprise Computer Vision application developed with Ultralytics YOLO and Gradio specifically trained and tuned for Pakistani traffic dynamics (Rickshaws, Bikes, Buses, Cars, and Pedestrians).

🌟 Key Features

• Real-Time Multi-Object Tracking (MOT): Leverages ByteTrack and BoT-SORT algorithms to maintain unique vehicle track IDs across frames.
• Dynamic Category Breakdown: Live counting of detected vehicles by specific category.
• Resolution Scaling & MP4 Export: Export processed videos in 720p, 1080p, or original resolution using OpenCV mp4v codec.
• HUD Telemetry Overlay: Professional Head-Up Display directly rendered on frames showing live counts, category metrics, and FPS.
• Webcam Support: Real-time webcam frame streaming and processing.
• Audit & Session CSV Reports: Automatically generates and downloads detailed frame-by-frame logs and summary reports.

🚀 Running Locally

pip install -r requirements.txt
python app.py

Open http://127.0.0.1:7860 in your web browser.