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Quoccuong1004/ALPR

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ALPR - Automatic License Plate Recognition

Description

A system that could accurately identify and recognize the characters on a license plate from an image

Technologies used:

License Plate Detection

  • YOLOv6

Character Recognition

  • Single Shot Detection (one-stage)
  • Segmentation and using CNN to recognize
  • Faster R-CNN (two-stage)

Installation

How to start the project:

>>> Clone the repository and change it on the command line:
git clone https://github.com/Quoccuong1004/ALPR.git
cd ALPR
>>> Install dependencies from requirements.txt:
python -m pip install --upgrade pip (MacOS python3 -m pip install --upgrade pip for MacOS)
pip install -r requirements.txt (python3 pip install -r requirements.txt for MacOS)
>>> Install gradio:
pip install gradio (python3 pip install gradio for MacOS)

Important - Download the weights of models

  • Open this Google Drive to download
  • Download all the weights of models
  • Create a 'weights' folder in the ALPR project
  • Save them in ALPR/weights folder
>>> Run project:
python app.py (if you are a MacOS user python3 app.py)

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