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Car Plates Recognizer

Repository contains description of Computer Vision laboratory project which is based on recognizing car plates using OpenCV with Python 3.7.

Project tasks

  • find and extract possible car plates from image
  • recognize signs from extracted plate

Example use case

  • car back image car back

  • extracted plate

car plate

  • JSON file with result for given image
{
    "car_back.jpg": "PWL3787"
}

Project requirements

  • car plates rotated less than 45 degrees in comparison to horizontal position
  • width of plate is bigger than 1/3 of image width
  • only common polish car plates which contain 7 black signs on white background
  • image with different resolution
  • no use of OCR and ML trained methods and algorithms

Detector results on project image set

  • Accurancy: 0.845433 (361 good chars per 427 total)
  • Find acc: 0.950000 (57 readed plates for 60 total)
  • OCR acc: 0.904762 (361 readed chars for 399 total)

About

CV project of car plates recognition.

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