Personal Accomplishments
- Design Report:
- Wrote and edited the design report
- ML License Plate OCR:
- Cleaned up platesmania.com dataset through script and manual inspection to improve training quality
- Benchmarked a variety of OCR models and selected en_PP-OCRv3_rec model for its ease of integration with Python and lesser likelihood to overfit (93% accuracy onplatesmania.com 80% synthetic + 20% real-world license plate dataset, 84% accuracy on platesmania.com 100% real-world license plate dataset)
- ML End-To-End:
- Designed, implemented, and tested the end-to-end script, achieving 81% end-to-end accuracy
- Dash Cam Bringup & Testing:
- Collaborated with Andy to bringup and test the RPi 5 board and camera module 3
Progress
My progress is on schedule.
Schedule
- Single-board computer bringup and testing
- Camera module bringup and testing
- GPS module bringup and testing
- Network module bringup and testing