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AI-Powered Video Analysis System for Highway Safety Monitoring
  1. case
  2. AI-Powered Video Analysis System for Highway Safety Monitoring

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AI-Powered Video Analysis System for Highway Safety Monitoring

exposit.com
Information technology
Transportation & Logistics
Security

Challenges in Implementing Effective Highway Safety Monitoring

The client faced limitations in their existing AI solution for highway safety due to dataset mislabeling (e.g., road signs occupying entire image areas), suboptimal model training approaches, and workflow inefficiencies. These issues hindered accurate asset counting (streetlights, road signs, crash barriers) and required expert intervention to optimize performance without overhauling the existing system.

About the Client

An IT company providing digital products and services, specializing in highway safety monitoring solutions.

Project Goals for Highway Safety Monitoring System

  • Audit and improve the existing ML codebase and dataset labeling practices
  • Optimize workflow efficiency for faster processing
  • Enhance model accuracy in real-world video analysis scenarios
  • Provide actionable recommendations to leverage existing code while integrating new technologies
  • Transfer knowledge to the client's team for long-term skill enhancement

Functional Requirements for AI Video Analysis System

  • Video ingestion from surveillance devices
  • Road sign, streetlight, and crash barrier detection using ML models
  • Real-time counting and reporting dashboard
  • Integration with existing highway management systems
  • Automated dataset validation and relabeling workflows

Preferred Technologies for Machine Learning Implementation

Python
TensorFlow/PyTorch
OpenCV
REST APIs

Integrations for Video Surveillance and Data Systems

  • Video surveillance camera APIs
  • Existing dataset storage systems
  • Cloud infrastructure for scalable processing

Non-Functional Requirements for System Performance

  • High processing speed for real-time video analysis
  • Scalable cloud deployment to handle variable video loads
  • Data security for sensitive highway monitoring footage
  • Maintainable codebase for future enhancements

Expected Business Impact of Enhanced Highway Safety System

The solution will improve highway safety through accurate asset monitoring, reduce manual processing time by 70% via automated analysis, lower operational costs through optimized resource allocation, and empower the client's team with advanced ML implementation expertise while maintaining compatibility with existing infrastructure.

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