Machine Learning

Pattern Recognition

Machine Learning
Pattern Recognition
Motion Capture

My doctoral research work focused on pattern recogntion and movement analysis.

An on-line gesture recogntion app.

A big part of my doctoral research [1] was developing novel methods for pattern recognition and movement analysis. I developed a C++ library which could be used for pattern recognition in any modality - body movement, speech, or mouse gestures.

Golf swing training and tracking:

Recognition of several trained gestures (first video shows each gesture executed two times so you can get a sense of what the gestures are):

An example app that can be trained to learn and recognize mouse movement gestures:

References

[1] Stjepan Rajko. 2011. Probabilistic Graphical Models for Pattern Recognition and Optical Motion Capture Tracking. Proquest, Umi Dissertation Publishing.