Kalman Filtering

Place to discuss eye tracking and related topics

Kalman Filtering

Postby Olavz » 05 Aug 2014, 01:23

I am wondering if Kalman Filtering is a common method used for smoothing or why it is not used? Down sides / up sides and generally speaking with out being specific about The Eye Tribe implementations :)

Any one else used it to improve results?
Olavz
 
Posts: 14
Joined: 07 Jan 2014, 15:18

Re: Kalman Filtering

Postby wxz » 19 Aug 2014, 23:44

It won't hurt to try out Kalman filtering, using openCV for example. And it may provide some improvements. But I'm afraid it won't fix the key issues causing inaccurate eye tracking. For example, change of head position, distance, head orientation etc.

Usually, the mapping from the eye position on the infrared image to the gaze position on the screen is done with non-linear, approximated polynomials (not an exact dynamic model). Simply filtering the numbers generated from such mapping cannot correct the systematic error.
wxz
 
Posts: 14
Joined: 23 Feb 2014, 06:14


Return to General Discussion



cron