A Perception-Based Interpretation of the Kernel-Based Object Tracking

作者: Vittoria Bruni , Domenico Vitulano

DOI: 10.1007/978-3-319-02895-8_54

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摘要: This paper investigates the advantages of using simple rules human perception in object tracking. Specifically, visual (HVP) will be used definition both target features and similarity metric to for detecting subsequent frames. Luminance contrast play a crucial role features, whereas recent advances relations between some classical concepts information theory way eye codes image metric. The use HVP well known tracking algorithm, allows us increase its efficacy following considerably reduce computational cost whole process. Some tests also show stability robustness perception-based algorithm presence other moving elements or occlusion few

参考文章(29)
Vittoria Bruni, Elisa Rossi, Domenico Vitulano, Perceptual object tracking 2012 IEEE Workshop on Biometric Measurements and Systems for Security and Medical Applications (BIOMS) Proceedings. pp. 1- 7 ,(2012) , 10.1109/BIOMS.2012.6345774
Thomas M. Cover, Peter Gacs, Robert M. Gray, KOLMOGOROV'S CONTRIBUTIONS TO INFORMATION THEORY AND ALGORITHMIC COMPLEXITY Annals of Probability. ,vol. 17, pp. 840- 865 ,(1989) , 10.1214/AOP/1176991250
Vittoria Bruni, Elisa Rossi, Domenico Vitulano, Jensen–Shannon divergence for visual quality assessment Signal, Image and Video Processing. ,vol. 7, pp. 411- 421 ,(2013) , 10.1007/S11760-013-0444-3
Vittoria Bruni, Elisa Rossi, Domenico Vitulano, On the Equivalence Between Jensen–Shannon Divergence and Michelson Contrast IEEE Transactions on Information Theory. ,vol. 58, pp. 4278- 4288 ,(2012) , 10.1109/TIT.2012.2192903
Alper Yilmaz, Omar Javed, Mubarak Shah, Object tracking: A survey ACM Computing Surveys. ,vol. 38, pp. 13- ,(2006) , 10.1145/1177352.1177355
Lurong Shen, Xinsheng Huang, Yuzhuang Yan, Shengjian Bai, An improved mean-shift tracking algorithm with spatial-color feature and new similarity measure international conference on model transformation. pp. 184- 188 ,(2011) , 10.1109/ICMT.2011.6002083
Robert A. Frazor, Wilson S. Geisler, Local luminance and contrast in natural images Vision Research. ,vol. 46, pp. 1585- 1598 ,(2006) , 10.1016/J.VISRES.2005.06.038
Nima Nikvand, Zhou Wang, Image distortion analysis based on normalized perceptual information distance Signal, Image and Video Processing. ,vol. 7, pp. 403- 410 ,(2013) , 10.1007/S11760-013-0443-4
Hanxuan Yang, Ling Shao, Feng Zheng, Liang Wang, Zhan Song, Recent advances and trends in visual tracking: A review Neurocomputing. ,vol. 74, pp. 3823- 3831 ,(2011) , 10.1016/J.NEUCOM.2011.07.024