Development of human-computer interfaces using deep learning solutions

The main drivers of the fast development of image processing and machine vision were the effective learning algorithms in recent years. The task of the students is to investigate the related literature, moreover, to participate in the development of such software solutions which are able to analyze video sources allow the control of different electrical devices (e.g. drones, mobile phones, computers, etc.) by hand and head movements, face gestures or by using eye-tracking. The topic can be introduced in TDK or other scientific conferences.

 

Tasks:

  • Literature review of the given topic;
  • Investigation of the related machine learning algorithms;
  • Implementing the appropriate algorithms which can be used and/or developing own solutions;
  • Develop and realize a system plan;
  • Validate and evaluate the results;