Evaluation of several visual saliency models in terms of gaze prediction accuracy on video

2012 IEEE Globecom Workshops, GC Wkshps 2012

Volumn , Issue , 2012, Pages 1304-1308

  Mateescu, Victor A ^a   Hadizadeh, Hadi ^a   Bajic, Ivan V ^a  

^a SIMON FRASER UNIVERSITY   (Canada)

Author keywords

gaze prediction in video; Visual saliency

Indexed keywords

BOTTOM-UP SALIENCIES; GAZE PREDICTION IN VIDEO; MEASURE OF PERFORMANCE; NUMBER OF METHODS; PREDICTION ACCURACY; QUANTITATIVE EVALUATION; VISUAL SALIENCY; VISUAL SALIENCY MODEL;

FORECASTING; VISUALIZATION;

QUALITY CONTROL;

EID: 84875686077     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/GLOCOMW.2012.6477770     Document Type: Conference Paper

References (16)

1. L. Itti, "Automatic Foveation for video compression using a neurobiological model of visual attention," IEEE Tram. Image Processing, vol 13, no. 10, pp. 1304-1318, Oct. 2004.
2. U. Engelke, H. Kaprykowsky, H.-J. Zepernick, and P. Ndjiki-Nya, "Visual attention in quality assessment," IEEE Signal Processing Magazine, vol. 28, no. 6 pp. 50-59, Nov. 2011.
3. H. R. Sheikh and A. C. Bovik, "Image information and visual quality," IEEE Trans. Image Processing, vol. 15, no. 2, pp. 430-444, Feb. 2006. (Pubitemid 43126168)
4. L. Itti and P. Baldi, "Bayesian surprise attracts human attention," Vision Research, vol. 49, no. 10, pp. 1295-1306, 2009.
5. H. J. Seo and P. Milanfar, "Static and space-time visual saliency detection by self-resemblance," The Journal of Vision, vol. 9, no. 12, article 15, pp. 1-27, Nov. 2009.
6. W. Kim, C. Jung, and C. Kim, "Spatiotemporal saliency detection and its applications in static and dynamic scenes" IEEE Trans. Circuits and Systems for Video Technology, vol 21, no. 4, pp. 446-456, Apr. 2011.
7. C. Guo and L. Zhang, "A novel multiresolution spatiotemporal saliency detection model and its applications in image and video compression," IEEE Trans. Image Processing, vol. 19, no. 1 pp. 185-198, Jan 2010.
8. H. Hadizadeh, M. J. Enriquez, and I. V. Bajic, "Eye-tracking database for a set of standard video sequences," IEEE Trans Image Proccessmg, vol. 21, no. 2, pp. 898-903, Feb. 2012.
9. L. Itti, C. Koch, and E. Niebur, "A model of saliency-based visual attention for rapid scene analysis," IEEE Trans. Pattern Anal. Mach. Intell., vol. 20, no. 11, pp. 1254-1259, Nov. 1998. (Pubitemid 128742001)
10. B. Schauerte and R Stiefelhagen, "Predicting human gaze using quaternion DCT image signature saliency and face detection," Proc. IEEE WACV'12, pp. 137-144, 2012.
11. J. Harel, C. Koch, and P. Perona, "Graph-based visual saliency," Proceedings of Neural Information Processing Systems (NIPS), 2006. http://www.klab.caltech.edu/~harel/share/gbvs.php
12. R Achanta and S. Susstrunk, "Saliency detection using maximum symmetric surround," Proc. IEEE ICIP'10, pp. 2653-2656, Sept. 2010.
13. S. Goferman, L. Zelnik-Manor, and A Tal, "Context-aware saliency detection," Proc. IEEE CVPR'IO, pp. 2376-2383, Jun. 2010.
14. Y. Fang, W. Lin, B. Lee, C. Lau, Z. Chen, and C. Lin, "Bottom-up saliency detection model based on human visual sensitivity and amplitude spectrum," IEEE Trans. Multimedia, vol. 14, no. 1, pp. 187-198, February 2012
15. Y. Hochberg and A. C. Tamhane, Multiple Comparison Procedures, Hoboken, NJ: John Wiley & Sons, 1987.
16. B. Wandell, Foundations of Vision, Sunderland, MA: Sinauer, 1995.