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This project is investigating the use of various machine learning techniques with various gesture recognition devices to recognise gestures from the South African Sign Language alphabet. Three devices are being used, namely the Leap Motion Controller, Microsoft Kinect and Myo. This project is subject to the intellectual copyright terms stipulated by the University of Cape Town Department of Computer Science for student projects.

C++ 6.59% Python 66.80% C# 26.61%
south-african-sign-language sasl sign-language myo kinect leap lmc leap-motion-controller machine-learning ml

honoursproject's Introduction

HANDGR is an Honours in Computer Science project conducted by Anna Borysova, Shaheel Kooverjee and Erin Versfeld. It makes use of three different gesture recognition devices, namely the Leap, the Myo and the Kinect, to gather data from skilled signers and to train various machine learning techniques on this data.

Getting Started

Each of the devices has it's own development environment in which the algorithms are trained. These are detailed below.

By cloning this repo and running gather_data.py one is able to collect data from all three devices simultaneously. This requires both Python2.7 and Python3 to be installed on your computer.

Leap

Myo

Kinect

Bugs and Issues

Have a bug or an issue with this project? Open a new issue here on GitHub or using the contact details available on our website.

Creator

HANDGR was created by and is maintained by Anna Borysova, Shaheel Kooverjee and Erin Versfeld.

Copyright and License

Subject to the Copyright and Licensing agreements the creators signed with the Computer Science Department at the Univesity of Cape Town.

honoursproject's People

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