Browse > Article
http://dx.doi.org/10.9708/jksci.2015.20.6.087

Aerial Video Summarization Approach based on Sensor Operation Mode for Real-time Context Recognition  

Lee, Jun-Pyo (School of Film and Media Arts, Seoul Institute of the Arts)
Abstract
An Aerial video summarization is not only the key to effective browsing video within a limited time, but also an embedded cue to efficiently congregative situation awareness acquired by unmanned aerial vehicle. Different with previous works, we utilize sensor operation mode of unmanned aerial vehicle, which is global, local, and focused surveillance mode in order for accurately summarizing the aerial video considering flight and surveillance/reconnaissance environments. In focused mode, we propose the moving-react tracking method which utilizes the partitioning motion vector and spatiotemporal saliency map to detect and track the interest moving object continuously. In our simulation result, the key frames are correctly detected for aerial video summarization according to the sensor operation mode of aerial vehicle and finally, we verify the efficiency of video summarization using the proposed mothed.
Keywords
Video Summarization; Video Analysis; Sensor Operation Mode; Partitioning Motion Vector;
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
연도 인용수 순위
1 Sang-Un Lee, "Polynomial Time Algorithm for Aircraft Landing Problem," Journal of the Korea Society of Computer and Information, Vol. 19, No. 9, pp. 161-168, Sep. 2014.   DOI
2 Ergezer, H. and Leblebicioglu, K, "3D Path Planning for UAVs for Maximum Information Collection," IEEE Trans. on Aerospace and Electronic Systems, Vol. 49, pp. 502-520, May 2013.   DOI   ScienceOn
3 Seungwoo Chun, Woonhyuk Baek, and Jongpil La, "A Study on HILS for Performance Analysis of Airborne EOTS for Aircraft," Journal of the Korea Society of Computer and Information, Vol. 19, No. 9, pp. 55-64, Dec. 2013.   DOI
4 Krishnamoorthy, K., Casbeer, D., Chandler, P., Pachter, M., and Darbha, S., "UAV search & capture of a moving ground target under delayed information," Proc. of the Conf. on Decision and Control, pp. 3092-3097, Dec. 2012 .
5 Shunguang Wu, Das, S., Yi Tan, Eledath, J., and Chaudhry, A.Z., "Multiple target tracking by integrating track refinement and data association," Proc. of the Conf. on Information Fusion, pp. 1254-1260, July 2012.
6 Jinman Kang, Gajera, K., Cohen, I., and Medioni, G., "Detection and Tracking of Moving Objects from Overlapping EO and IR Sensors," Proc. of the Conf. on Computer Vision and Pattern Recognition Workshop, pp. 123, June 2004.
7 Sujatha, C. and Mudenagudi, U., "A Study on Keyframe Extraction Methods for Video Summary," Proc. of the Computational Intelligence and Communication Networks, pp. 73-77, Oct. 2011.
8 Yanwei Fu, Yanwen Guo, Yanshu Zhu, Feng Liu, Chuanming Song, and Zhi-Hua Zhou, "Multi-View Video Summarization," IEEE Trans. on Multimedia, Vol. 12, pp. 717-729, Nov. 2010.   DOI   ScienceOn
9 Changick Kim and Jenq-Neng Hwang, "Object-based video abstraction for video surveillance systems," IEEE Trans. on Circuits and Systems for Video Technology, Vol. 12, pp. 1128-1138, Dec. 2002.   DOI   ScienceOn
10 Genliang Guan, Zhiyong Wang, Kaimin Yu, and Shaohui Mei, "Video Summarization with Global and Local Features," Proc. of the Conf. on Multimedia and Expo Workshops, pp. 9-13, July 2012.
11 S. A. Chatzichistofis and Y. S. Boutalis, "CEDD: color and edge directivity descriptor: a compact descriptor for image indexing and retrieval," Proc. of the Conf. on Computer Vision System, pp. 1-6, 2008.
12 D. G. Lowe, "Distinctive image feature from scale-invariant keypoints," Int. Journal of Computer Vision, Vol. 60, pp. 91-110, Nov. 2004.   DOI
13 Yoshitaka, A. and Sawada, K., "Personalized Video Summarization Based on Behavior of Viewer," Proc. of the Signal Image Technology and Internet Based Systems, pp. 661-667, Nov. 2012.
14 Ferreira, L., Cruz, L., and Assuncao, P., "Efficient scalable coding of video summaries using dynamic GOP structures," Proc. of the Conf. on Computer as a Tool, pp. 1-4, April 2011.
15 Kanagalakshmi, K. and Chandra, E., "Performance evaluation of filters in noise removal of fingerprint image," Proc. of the Conf. on Electronics Computer Technology, pp. 117-121, April 2011.
16 Linfeng Xu, Hongliang Li, and Zhengning Wang, "Saliency detection from joint embedding of spatial and color cues," Proc. of Symp. on Circuits and Systems, pp. 2673-2676, May 2012.