Video Summarization for Surveillance System Using key-frame Extraction based on Cluster
DOI:
https://doi.org/10.32792/jeps.v11i1.91Keywords:
video summarization, keyframe extraction, absolute difference, Delaunay triangulation, histogram, thresholding.Abstract
The amount of data has grown in recent years due to the use of a vast number of videos, which requires time to access them in addition to the difficulty of browsing and retrieving the video content. To fix this issue, it was proposed that the videos be summarized for easy access and that the content of the videos is browsed easier. The primary objective of the video summary is to provide a simple description of the video by removing the redundancy and extracting keyframes from the video. This paper will clarify the four ways that are using to summing up the video based on the keyframe extraction. In frames extraction, the first two methods rely on the threshold value, while the second two methods rely on clustering to extract the keyframes.References
Muhammad Ajmal, Muhammad Husnain Ashraf, Muhammad Shakir, Yasir Abbas, and Faiz Ali
Shah "Video Summarization: Techniques and Classification", International Conference on Computer
Vision and Graphics, pp. 1–13, (2012).
Dharmesh Tank "A Survey on sports video summarization”, International Journal for
Science and Advance Research in Technology - Volume 2 Issue 10, October 2016.
Himani Parekh, and Pratik Nayak "A Survey on KeyFrame Based Video Summarization
Techniques”, International Journal of Engineering Research in Computer Science and Engineering
(IJERCSE), Vol 4, Issue 11, (November 2017).
Z. El, Y. Tabii, and A. Benkaddour "Video Summarization: Techniques and Applications”,
International Journal of Computer and Information Engineering, vol. 9, no. 4, pp. 882–887, (2015).
T. Sebastian and Jiby J. Puthiyidam, "A Survey on Video Summarization Techniques", International
Journal of Computer Applications, vol. 132, no. 13, pp. 31–33, (December 2015).
De Avila, S. E. F., Lopes, A. P. B., da Luz Jr, A., & de Albuquerque Araújo, A. (2011). "VSUMM:
A mechanism designed to produce static video summaries and a novel evaluation method". Pattern
Recognition Letters, 32(1), 56-68.
Mahmoud, K. M., Ismail, M. A., & Ghanem, N. M. (2013). "Vscan: an enhanced video summarization
using density-based spatial clustering". In International conference on image analysis and
processing (pp. 733-742). Springer, Berlin, Heidelberg.
Stanković, R. S., & Falkowski, B. J. (2003), "The Haar wavelet transforms its status and
achievements", Computers & Electrical Engineering, 29(1), 25-44.
Khara, S., Modi, B., Shah, D. J., & Thakkar, R. (2015). "Video Summarization using
clustering". International Journal of Innovative Research in Technology, 2(6), 31-36.
Chheng, T. (2007). "Video summarization using clustering". Department of the Computer Science
University of California, Irvine.
Manuel D. Salas, "A Shock-Fitting Primer", (2009), ISBN: 978-1-4398-0758-3.
I.T. Jolliffe, "Principal Component Analysis", Second Edition, 2002, ISBN: 0-386-95442-2.
Tirupathamma, S. M. (2017). "Key frame-based video summarization using frame
difference". International Journal of Innovative Computer Science & Engineering, 4(3).
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