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PrototypeComputer Vision SystemPrototype2024

Independent Prototype

YOLOv8 Real-Time Object Detection System

Built a real-time computer vision interface with live detection, model analytics, and a Streamlit monitoring layer for reviewing output.

Computer Vision Developer

Interface

Live detection plus monitoring

Focus

Inference and analytics

Project overview

This project combined model evaluation with a browser-based monitoring interface for real-time object detection. I focused on the interface and presentation layer that showed live detections, model setup, analytics, and training results in a way that was easier to review and explain.

Key contributions

  • Built a monitoring interface for live detection output.
  • Added analytics views for model setup and results.
  • Presented training and performance data in one workflow.