friday seminar presentation

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Real time robust eye tracking in a large working space Maria Mikhisor April 2013

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Page 1: Friday seminar presentation

Real time robust eye tracking in a large working space

Maria MikhisorApril 2013

Page 2: Friday seminar presentation

Outline

• Why is this problem worth studying?• The Watching Window project• The eye tracking algorithm requirements• Eye detection and tracking methods• What I have done so far

Page 3: Friday seminar presentation

Why is this problem worth studying?

• It hasn’t been done before (as far as I know)

• The resulting algorithm can be used in deep-immersion virtual reality systems (e.g. the Watching Window project) and possibly other applications

Page 4: Friday seminar presentation

The concept of the Watching Window

Page 5: Friday seminar presentation

The concept of the Watching Window

Page 6: Friday seminar presentation

Eye tracking algorithm requirements

• Accurate• Fast (25-30 fps, <40 ms for 1 frame)• It should allow the user to move freely in the

working area (0-5 meters)• No head-mounted devices• Independent or only slightly dependent on

background and lighting conditions• Tolerant to glasses, diff. hair styles, skin color,

etc.

Page 7: Friday seminar presentation

Eye detection and tracking methods

• Shape methods• Appearance methods• Features methods• IR reflection• … The main disadvantage:

Almost all these methods need high-resolution images of the face area in the frontal pose.

Page 8: Friday seminar presentation

What I have done so far?

• Stereo cameras calibration for two fisheye cameras

Page 9: Friday seminar presentation

Fisheye camera calibration

For one camera calibration, I used the Scaramuzza Matlab toolbox.

Page 10: Friday seminar presentation

Reprojection error

• The average reprojection error is 0.692924

Page 11: Friday seminar presentation

Stereo calibration

The essential matrix: E=R[t]x

The epipolar constraint: xRTExL=0

Page 12: Friday seminar presentation

Triangulation

Simple way: find the middle of the common perpendicular