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Sign-Language-Recognition

Description

This repo involves the use of tensorflow object detection API to build a custom sign language recognizer. For this project I focused on few words,verbs,pronouns and greetings in the Nigerian Sign Language.

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name

how

Steps

All steps followed are available here the tensorflow object detection API docs.

I collected my data from my webcam with the script

python data_collection_script.py

For automatic label Map generation. Edit the labelMap.py file according to your different labels. Then run

python labelMap.py

For detecting sign language with webcam

python webcam_detection.py

Improvements

-Increasing the no. of steps in training

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  • Python 90.7%
  • Jupyter Notebook 6.8%
  • C++ 1.7%
  • Other 0.8%