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Enhancing Grade Crossing Behavior Model: Lightning Talk at Federal Rail Administration

Dive into the Computer Vision Model Architecture with Dynamic Labeling Strategy for improving safety at railroad crossings. Learn about the process and performance metrics in this innovative project by the Volpe Center.

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Enhancing Grade Crossing Behavior Model: Lightning Talk at Federal Rail Administration

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Presentation Transcript

  1. Federal Rail AdministrationGrade Crossing Behavior Model Lightning Talk / Robert Rittmuller, PMP CISSP

  2. About the Volpe Center • Fee-For-Service federal agency that specializes in: • Operations Research • Transportation Economics • Engineering Psychology • Environmental Science • Software Engineering • IT System Administration • Web & Mobile Development • Data Science • Civil Engineering • Data Analysis • City Planning • Policy Analysis • Statistics • Project Management

  3. Project Background

  4. Computer Vision Model Architecture

  5. Dynamic Labeling Strategy • 204 Initial Labels • 96 Final Labels

  6. Visual Example of Labels

  7. Model Performance (Early Metrics)

  8. Conclusion

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