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SOD-based School Zone Vehicle License Plate Detection

SOD-based School Zone Vehicle License Plate Detection

표시
Project Years
2022
Tags
VisionAI
Research
Skills
Python
PyTorch
Kubeflow
Minio
DVC
CookieCutter
YOLO

Project Overview

Developed Small Object Detection (SOD) technology to enhance license plate recognition in school zones, addressing the limitations of YOLO-based object detection models.
 
** about SOD (Our company and University developed this technology )

Key Responsibilities

  • Collected and preprocessed vehicle license plate data.
  • Built a Korean vehicle license plate generator using OpenCV and Python.
  • Set up a Kubeflow-based environment for license plate recognition model development.
  • Managed AI project configurations using Cookiecutter, MinIO, DVC, and Git.

Achievements

  • Although the project wasn't adopted initially, it contributed to winning another research project in the following year.
  • Increased model accuracy to 98% by generating and augmenting license plate datasets.