Friday, March 19, 2010

In the Eye of the Beholder: A Survey of Models for Eyes and Gaze (Hansen&Ji, 2010)

The following paper by Dan Witzner Hansen from ITU Copenhagen and Qiang Ji of Rensselaer Polytechnic Institute surveys and summarizes most existing methods of eye tracking and explains how they operate and what the pros/cons of each methods are. It is one of the most comprehensive publication I've seen on the topic and a delight to read. It was featured in the March edition of IEEE Transactions on Pattern Analysis and Machine Intelligence.

"Despite active research and significant progress in the last 30 years, eye detection and tracking remains challenging due to the individuality of eyes, occlusion, variability in scale, location, and light conditions. Data on eye location and details of eye movements have numerous applications and are essential in face detection, biometric identification, and particular human-computer interaction tasks. This paper reviews current progress and state of the art in video-based eye detection and tracking in order to identify promising techniques as well as issues to be further addressed. We present a detailed review of recent eye models and techniques for eye detection and tracking. We also survey methods for gaze estimation and compare them based on their geometric properties and reported accuracies. This review shows that, despite their apparent simplicity, the development of a general eye detection technique involves addressing many challenges, requires further theoretical developments, and is consequently of interest to many other domains problems in computer vision and beyond."

Comparison of gaze estimation methods with respective prerequisites and reported accuracies

Eye Detection models

  • Dan Witzner Hansen, Qiang Ji, "In the Eye of the Beholder: A Survey of Models for Eyes and Gaze," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 32, no. 3, pp. 478-500, Jan. 2010, doi:10.1109/TPAMI.2009.30. Download as PDF.

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