Multi-mode saliency dynamics model for analyzing gaze and attention

Eye Tracking Research and Applications Symposium (ETRA)

Volumn , Issue , 2012, Pages 115-122

  Yonetani, Ryo ^a   Kawashima, Hiroaki ^a   Matsuyama, Takashi ^a  

^a KYOTO UNIVERSITY   (Japan)

Author keywords

attentive state estimation; saliency map; switching linear dynamical system

Indexed keywords

DYNAMICS MODELS; GAZE POINT; MULTIMODES; MULTIPLE SEQUENCES; SALIENCY MAP; SALIENT REGIONS; SPATIOTEMPORAL PATTERNS; STATISTICAL DIFFERENCES; SWITCHING LINEAR DYNAMICAL SYSTEMS;

EYE MOVEMENTS; IMAGE SEGMENTATION; LINEAR CONTROL SYSTEMS;

DYNAMICS;

EID: 84862684846     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2168556.2168574     Document Type: Conference Paper

References (22)

1. BRANDHERM, B., PRENDINGER, H., AND ISHIZUKA, M. 2007. Interest estimation based on dynamic bayesian networks for visual attentive presentation agents. In Proc. of ICMI, 346-349.
2. BREGLER, C. 1997. Learning and recognizing human dynamics in video sequences. In Proc. of CVPR, 568-574.
3. CALDER, A., LAWRENCE, A., KEANE, J., SCOTT, S., OWEN, A., CHRISTOFFELS, I., AND YOUNG, A. 2002. Reading the mind from eye gaze. Neuropsychologia 40, 8, 1129-1138.
4. DORR, M., MARTINETZ, T., GEGENFURTNER, K., AND BARTH, E. 2010. Variability of eye movements when viewing dynamic natural scenes. Journal of vision 10, 10, 1-17.
5. DOSHI, A., AND TRIVEDI, M. M. 2010. Attention estimation by simultaneous observation of viewer and view. In Proc. of CVPR Workshop, 21-27.
6. FLETCHER, L., AND ZELINSKY, A. 2009. Driver inattention detection based on eye gaze-road event correlation. International Journal of Robotics Research 28, 6, 774-801.
7. GOLDSTEIN, R. B., WOODS, R. L., AND PELI, E. 2007. Where people look when watching movies: do all viewers look at the same place? Computers in Biology and Medicine 37, 7, 957-64.
8. HIRAYAMA, T., DODANE, J.-B., KAWASHIMA, H., AND MATSUYAMA, T. 2010. Estimates of user interest using timing structures between proactive content-display updates and eye movements. IEICE Trans. on Information and Systems E-93D, 6, 1470-1478.
9. ITTI, L., KOCH, C., AND NIEBUR, E. 1998. A model of saliency-based visual attention for rapid scene analysis. IEEE Trans. on PAMI 20, 11, 1254-1259.
10. JI, Q., LAN, P., AND LOONEY, C. 2006. A probabilistic framework for modeling and real-time monitoring human fatigue. IEEE Trans. on Systems, Man and Cybernetics, Part A: Systems and Humans 36, 5, 862-875.
11. JUST, M., AND CARPENTER, P. 1976. Eye fixations and cognitive processes. Cognitive Psychology 480, 441-480.
12. KAHNEMAN, D. 1973. Attention and effort. Prentice Hall.
13. KAWASHIMA, H., AND MATSUYAMA, T. 2005. Multiphase learning for an interval-based hybrid dynamical system. IEICE Trans. on Fundamentals E88-A, 11, 3022-3035.
14. LI, Y., WANG, T., AND SHUM, H.-Y. 2002. Motion texture: a two-level statistical model for character motion synthesis. ACM Trans. on Graphics 21, 3, 465-472.
15. MUNN, S. M., STEFANO, L., AND PELZ, J. B. 2008. Fixation-identification in dynamic scenes. In Proc. of APGV, 33-42.
16. NAKANO, Y. I., AND ISHII, R. 2010. Estimating user's engagement from eye-gaze behaviors in human-agent conversations. In Proc. of IUI, 139-148.
17. NORTH, B., BLAKE, A., ISARD, M., AND RITTSCHER, J. 2000. Learning and classification of complex dynamics. IEEE Trans. on PAMI 22, 9, 1016-1034.
18. PAVLOVIC, V., REHG, J. M., AND MACCORMICK, J. 2000. Learning switching linear models of human motion. In Proc. of NIPS, 981-987.
19. QVARFORDT, P., AND ZHAI, S. 2005. Conversing with the user based on eye-gaze patterns. In Proc. of CHI, 221-230.
20. SCHNEIDER, W., AND SHIFFRIN, R. M. 1977. Controlled and automatic human information processing: I. detection, search, and attention. Psychological Review 84, 1-66.
21. WALTHER, D., AND KOCH, C. 2006. Modeling attention to salient proto-objects. Neural Networks : the Official Journal of the International Neural Network Society 19, 9, 1395-1407.
22. WILDES, R. P. 1998. A measure of motion salience for surveillance applications. In Proc. of ICIP, 183-187.