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Novel micro aerial vehicle video segmentation algorithm

Published: 25 March 2011 Publication History

Abstract

A camera mounted on a MICro Aerial Vehicle (MICAV) provides an excellent means to monitor large areas of a scene. In this paper, we present a novel approach for detecting motion regions in video sequence observed by a moving MICAV. Foreground object segmentation is done in four levels. In the first level, we use Pearson correlation coefficient (rab) to segment foreground from background. In the second level, we apply, self shadow removal algorithm based on Difference in Mean (Z) method. And in third and fourth stage, any remaining background spurious noise is removed concurrently, first calculating global histogram and then using local histogram based methods using HSI color space. The experiment is conducted on MICAV video and result shows the effectiveness of the proposed technique.

References

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Joshua Migdal et al., "Background Subtraction Using Markov Thresholds", Proc. of the IEEE Workshop on MVC, Vol. 2, Jan. 2005 Page(s):58--65.
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Grimson et al., "Using Adaptive Tracking to Classify and Monitor Activities in a Site", Proceedings IEEE Conf. on Computer Vision and Pattern Recognition, pp. 22--31, 1998.
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Barron et al., "Performance of optical flow techniques", International Journal of Computer Vision, 1994, 12(1):43--77.
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WEI Shuigen et al., "Motion Detection Based on Temporal Difference Method and Optical Flow field", Second International Symposium on Electronic Commerce and Security, May 2009, Nanchang, China.
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Girisha R and Murali S, "Motion Segmentation from Surveillance Videos using Varied Number of Frames", Proceedings of the International Journal of Recent Trends in Engineering, ISSN 1797-9617, Volume 2, Number 2, November 2009.
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Girisha R and Murali S, "Self Shadow Elimination Algorithm for Surveillance Videos using Inferential Difference in Mean Statistics", International Journal of Computer Applications 1(27):1--8, February 2010.
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Takeshi Takai et al., "Self shadows and cast shadows in estimating illumination distribution", 4th European Conference on Visual Media Production 27-28 Nov. 2007 Page(s):1--10
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COMPUTE '11: Proceedings of the Fourth Annual ACM Bangalore Conference
March 2011
194 pages
ISBN:9781450307505
DOI:10.1145/1980422
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 25 March 2011

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Author Tags

  1. HIS
  2. MICAV
  3. Pearson correlation
  4. difference in mean
  5. histogram

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Overall Acceptance Rate 114 of 622 submissions, 18%

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