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License Plate Recognition

Problem Description

The goal of this project is to recognize motorcycle license plates from images. Given an image containing a motorcycle, the system extracts the license plate, aligns it using image processing techniques, segments individual characters, and finally recognizes them using a classification model.

Approach

  1. License Plate Detection

    • The input is an image containing a motorcycle.
    • The license plate region is detected and cropped from the image using YOLOv8.
  2. License Plate Alignment

    • Hough Transform and Contour detection are used to align and correct the perspective of the license plate.
  3. Character Segmentation

    • Connected Component Lablelings (CCL) is applied to segment individual characters from the plate.
  4. Character Recognition

    • A classification model is used to recognize the segmented characters.

Demo Image

Demo Image

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