SightScope: Intelligent Object Detection
Intelligent Object Detection and Tracking
System Overview
A computer vision web application that leverages the YOLO V5 deep learning algorithm for high-precision real-time object identification and tracking.
Engineering Governance
AI Engineer implementing deep learning pipelines for real-time computer vision applications.
Full-Stack Architecture
Pipes real-time media melalui a Python detection pipeline using YOLO V5. Features an interactive Streamlit UI for seamless media upload and instant categorization results.
Business Impact
High-precision real-time object detection reaching 60+ FPS.
Interactive and user-friendly interface for complex AI/ML models.
Sustained object tracking capabilities across changing environmental conditions.
Sustained tracking of objects across dynamic video frames with high precision.
Optimized the YOLO pipeline and integrated specialized OpenCV algorithms for efficient frame processing and spatial tracking.