期刊文献+

Eye movement prediction by oculomotor plant Kalman filter with brainstem control 被引量:4

Eye movement prediction by oculomotor plant Kalman filter with brainstem control
下载PDF
导出
摘要 Our work addresses one of the core issues related to Human Computer Interaction (HCI) systems that use eye gaze as an input. This issue is the sensor, transmission and other delays that exist in any eye tracker-based system, reducing its performance. A delay effect can be compensated by an accurate prediction of the eye movement trajectories. This paper introduces a mathematical model of the human eye that uses anatomical properties of the Human Visual System to predict eye movement trajectories. The eye mathematical model is transformed into a Kalman filter form to provide continuous eye position signal prediction during all eye movement types. The model presented in this paper uses brainstem control properties employed during transitions between fast (saccade) and slow (fixations, pursuit) eye movements. Results presented in this paper indicate that the proposed eye model in a Kalman filter form improves the accuracy of eye movement prediction and is capable of a real-time performance. In addition to the HCI systems with the direct eye gaze input, the proposed eye model can be immediately applied for a bit-rate/computational reduction in real-time gaze-contingent systems Our work addresses one of the core issues related to Human Computer Interaction (HCI) systems that use eye gaze as an input. This issue is the sensor, transmission and other delays that exist in any eye tracker-based system, reducing its performance. A delay effect can be compensated by an accurate prediction of the eye movement trajectories. This paper introduces a mathematical model of the human eye that uses anatomical properties of the Human Visual System to predict eye movement trajectories. The eye mathematical model is transformed into a Kalman filter form to provide continuous eye position signal prediction during all eye movement types. The model presented in this paper uses brainstem control properties employed during transitions between fast (saccade) and slow (fixations, pursuit) eye movements. Results presented in this paper indicate that the proposed eye model in a Kalman filter form improves the accuracy of eye movement prediction and is capable of a real-time performance. In addition to the HCI systems with the direct eye gaze input, the proposed eye model can be immediately applied for a bit-rate/computational reduction in real-time gaze-contingent systems
出处 《控制理论与应用(英文版)》 EI 2009年第1期14-22,共9页
关键词 Eye movement prediction Bio engineering Human computer interaction Eye movement prediction Bio engineering Human computer interaction
  • 相关文献

参考文献10

  • 1S.Zhai,C.Morimoto,S.Ihde.Manual and gaze input cascaded(MAGIC)pointing[].Proceedings of theACM Conference on Human Factors in Computing Systems.1999
  • 2D.J.Parkhurst,E.Niebur.Variable resolution displays:a theoretical,practical,and behavioral evaluation[].Human Factors.2002
  • 3O.V.Komogortsev,J.I.Khan.Perceptual multimedia compression based on the predictive Kalman?lter eye movement modeling[].Proceedings of theSPIE Conference on Multimedia Computing and Networking(MMCN).2007
  • 4O.V.Komogortsev,J.I.Khan.Kalman filtering in the design of eye-gaze-guided computer interfaces[].Proceedings of theth International Conference on Human-Computer Interaction(HCI).2007
  • 5O.V.Komogortsev,J.I.Khan.Eye movement prediction by Kalman filter with integrated linear horizontal oculomotor plant mechanical model[].Proceedings of the ACM Symposium on Eye Tracking Research&Applications(ETRA).2008
  • 6O.V.Komogortsev.Eye Movement Prediction by Oculomotor Plant Modeling with Kalman Filter[]..2007
  • 7A.T.Bahill.Development,validation and sensitivity analyses of human eye movement models[].CRC Critical Reviews in Bioengineering.1980
  • 8D.D.Salvucci,J.H.Goldberg.Identifying flxations and saccades in eye tracking protocols[].Proceedings of the ACM Symposium on Eye Tracking Research&Applications (ETRA).2000
  • 9Jacob,RJK,Barfield,W,Furness,TA.Eye tracking in advanced interface design[].Virtual environments and advanced interface design.1995
  • 10Wilkie,DR. Muscle . 1976

同被引文献23

引证文献4

二级引证文献33

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部