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2018 | OriginalPaper | Chapter

Stable and Consistent Object Tracking: An Active Vision Approach

Authors : Dibyendu Kumar Das, Mouli Laha, Somajyoti Majumder, Dipnarayan Ray

Published in: Advanced Computational and Communication Paradigms

Publisher: Springer Singapore

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Abstract

Active vision plays an important role for many applications using better understanding of our surrounding environments. Using active vision, it is possible to gather new knowledge or changes in the environment by autonomously moving of eyes, and nearly all animals have this routine biological capability including human. In active vision, it is needed to repeatedly move the gaze from one fixation point to another fixation point to obtain high-resolution image and track the object robustly. The main reason to keep gaze still during fixations is the need to avoid the blur that results from the long response time of the photoreceptors. In this paper, we propose an active vision system which is constantly tracking an object by moving its gaze. In our proposed approach, human–eye movement technique, i.e., saccade and smooth pursuit mechanism, has been used to obtain high-resolution image on the sensor and track that particular object in real time.

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Literature
1.
go back to reference Kietzmann, T., Geuter, S., König, P.: Overt visual attention as a causal factor of perceptual awareness. PLoS ONE 6(7), e22614 (2011)CrossRef Kietzmann, T., Geuter, S., König, P.: Overt visual attention as a causal factor of perceptual awareness. PLoS ONE 6(7), e22614 (2011)CrossRef
2.
go back to reference Findlay, J.M., Gilchrist, I.D.: Visual attention: the active vision perspective. In: Vision and Attention, pp. 83–103. Springer, New York (2001)CrossRef Findlay, J.M., Gilchrist, I.D.: Visual attention: the active vision perspective. In: Vision and Attention, pp. 83–103. Springer, New York (2001)CrossRef
3.
go back to reference Wang, X., van de Weem, J., Jonker, P.: An advanced active vision system imitating human eye movements. In: 2013 16th International Conference on Advanced Robotics (ICAR). IEEE (2013) Wang, X., van de Weem, J., Jonker, P.: An advanced active vision system imitating human eye movements. In: 2013 16th International Conference on Advanced Robotics (ICAR). IEEE (2013)
4.
go back to reference Macesanu, G., Grigorescu, S.M., Comnac, V.: Time-delay analysis of a robotic stereo active vision system. In: 2011 15th International Conference on System Theory, Control, and Computing (ICSTCC). IEEE (2011) Macesanu, G., Grigorescu, S.M., Comnac, V.: Time-delay analysis of a robotic stereo active vision system. In: 2011 15th International Conference on System Theory, Control, and Computing (ICSTCC). IEEE (2011)
5.
go back to reference Land, M.: Motion and vision: why animals move their eyes. J. Comp. Physiol. A. 185(4), 341–352 (1999)CrossRef Land, M.: Motion and vision: why animals move their eyes. J. Comp. Physiol. A. 185(4), 341–352 (1999)CrossRef
6.
go back to reference Rotstein, H., Rivlin, E.: Control of a camera for active vision: foveated vision, smooth tracking and saccade. In: Proceedings of the 1996 IEEE International Conference on Control Applications, 1996. IEEE (1996) Rotstein, H., Rivlin, E.: Control of a camera for active vision: foveated vision, smooth tracking and saccade. In: Proceedings of the 1996 IEEE International Conference on Control Applications, 1996. IEEE (1996)
7.
go back to reference Ognibene, D., Baldassare, G.: Ecological active vision: four bioinspired principles to integrate bottom–up and adaptive top–down attention tested with a simple camera-arm robot. In: IEEE Transactions on Autonomous Mental Development, vol. 7(1), pp. 3–25 (2015)CrossRef Ognibene, D., Baldassare, G.: Ecological active vision: four bioinspired principles to integrate bottom–up and adaptive top–down attention tested with a simple camera-arm robot. In: IEEE Transactions on Autonomous Mental Development, vol. 7(1), pp. 3–25 (2015)CrossRef
8.
go back to reference Marraffa, R., et al.: A bio-inspired attention model of anticipation in gaze-contingency experiments with infants. In: 2012 IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL). IEEE (2012) Marraffa, R., et al.: A bio-inspired attention model of anticipation in gaze-contingency experiments with infants. In: 2012 IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL). IEEE (2012)
9.
go back to reference Hülse, M., et al.: Integration of active vision and reaching from a developmental robotics perspective. In: IEEE Transactions on Autonomous Mental Development, vol. 2(4), pp. 355–367 (2010)CrossRef Hülse, M., et al.: Integration of active vision and reaching from a developmental robotics perspective. In: IEEE Transactions on Autonomous Mental Development, vol. 2(4), pp. 355–367 (2010)CrossRef
10.
go back to reference Yabuta, Y.: Object detection by following saccadic movement. In: MECATRONICS—REM 2016, 15–17 June (2016) Yabuta, Y.: Object detection by following saccadic movement. In: MECATRONICS—REM 2016, 15–17 June (2016)
Metadata
Title
Stable and Consistent Object Tracking: An Active Vision Approach
Authors
Dibyendu Kumar Das
Mouli Laha
Somajyoti Majumder
Dipnarayan Ray
Copyright Year
2018
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-8237-5_29