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live-language-sign-detection-opencv's Introduction

sign detection

this opencv app for live language sign detection

how the app work

  • we gathered images with opencv through the webcam
  • we labeled the data and augmented it with python modules
  • we trained model for the job

how to run the app

  • clone the repo
git clone repo 
cd repo 
pip install -r requirements.txt
  • structure the project
python scripts/create_dirs.py
  • capture the data
python scripts/capture.py
  • label the data open the notebook and run the labelme cell to triger the api and you have to labels the images you select the resized_data/images dir and at the top left corner from the drop list select change output dir and select resized_data/labels and from the drop list click save automaticly after that from the next drop list select draw rectangle and start label your images

  • split the data

python scripts/split.py 
  • augment the data
python scripts/augment.py 
  • train the model open the note book and run the cells to train the model

  • detect through the webcam

python scripts/live-detection.py 

you will be able to detect some thing like that

Alt text

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