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http://dx.doi.org/10.3837/tiis.2014.12.017

A New Framework for Automatic Extraction of Key Frames Using DC Image Activity  

Kim, Kang-Wook (Mobile Communication Division of Samsung Electronics Co., Ltd.)
Publication Information
KSII Transactions on Internet and Information Systems (TIIS) / v.8, no.12, 2014 , pp. 4533-4551 More about this Journal
Abstract
The effective extraction of key frames from a video stream is an essential task for summarizing and representing the content of a video. Accordingly, this paper proposes a new and fast method for extracting key frames from a compressed video. In the proposed approach, after the entire video sequence has been segmented into elementary content units, called shots, key frame extraction is performed by first assigning the number of key frames to each shot, and then distributing the key frames over the shot using a probabilistic approach to locate the optimal position of the key frames. Moreover, we implement our proposed framework in Android to confirm the validity, availability and usefulness. The main advantage of the proposed method is that no time-consuming computations are needed for distributing the key frames within the shots and the procedure for key frame extraction is completely automatic. Furthermore, the set of key frames is independent of any subjective thresholds or manually set parameters.
Keywords
Key Frame; Extraction; Compressed Video; Android;
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Times Cited By KSCI : 1  (Citation Analysis)
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1 Lijie Liu, "Combined key-frame extraction and object-based video segmentation," IEEE Trans. on Circuit and Systems for Video Technology, vol. 15, no. 7, July, 2005.
2 Jian-quan Ouyang, "Interactive key frame selection model," Journal of Visual Commun. and Image Representation, vol. 17, Issue 6, pp. 1145-1163, December, 2006.   DOI   ScienceOn
3 Lang Congyan, "Automatic key-frames extraction to represent a video," in Proc. of IEEE ICSP'04, vol. 1, pp. 741-744, December, 2004.
4 Guozhu Liu and Junming Zhao, "Key frame extraction from MPEG video stream," in Proc. of IEEE ISIP, pp. 423-427, 2010.
5 Kin-Wai Sze, "A new key frame representation for video segment retrieval," IEEE Trans. on Circuit and Systems for Video Technology, vol. 15, Issue 9, pp. 1148-1155, 2005.   DOI   ScienceOn
6 Sang-Hyun Kim and Rae-Hong Park, "A novel approach to video sequence matching using color and edge features with the modified hausdorff distance," in Proc. of ISCAS, pp. II-57-II-60, 2004.
7 Janko Calic and Ebroul Izquierdo, "Efficient key-frame extraction and video analysis," in Proc. of ITCC, pp. 28-33, 2002.
8 B. L. Yeo and Bede Liu, "Rapid scene analysis on compressed video," IEEE Trans. on Circuit and Systems for Video Technology, vol. 5, no. 6, pp. 533-544, December, 1995.   DOI   ScienceOn
9 Fangxia Shi and Xiaojun Guo, "Keyframe extraction based on K-means results to adjacent DC images similarity," in Proc. of ICSPS, pp. V1-611-V1-613, 2010.
10 Y. Nakajima, K. Ujihara, and A. Yoneyama, "Universal scene change detection on MPEG-coded data domain," in Proc. of IS&T/SPIE Visual Commun. and Image Processing, vol. 3024, pp. 992-1003, February, 1997.
11 Cheng-Min Lin, Jyh-Horng Lin, Chyi-Ren Dow, Chang-Ming Wen, "Benchmark Dalvik and Native Code for Android System," in Proc. of the 2nd Int. Conf. on Innovations in Bio-inspired Computing and Applications, pp. 320-323, December, 2011.
12 Damianos Gavalas and Daphne Economou, "Development platforms for mobile applications: status and trends," IEEE Software, vol. 28, no. 1, pp. 77-86, Feburary, 2011.   DOI   ScienceOn
13 Haojin Yang and Christoph Meinel, "Content based lecture video retrieval using speech and video text information," IEEE Trans. on Learning Technologies, vol. 7, no. 2, pp. 142-154, 2014.   DOI   ScienceOn
14 SJ Cho, KJ Kim, EH Hwang, SH Yoon and JW Jeon, "Benchmarking Java application using JNI and native C application on Android," in Proc. of ICC, pp. 284-288, 2012.
15 K.W. Kim, J.S. Lee, and S.G. Kwon, "Key frame assignment for compressed video based on DC image activity," Journal of Korea Multimedia Society, vol. 14, no. 9, pp. 1109-1116, September, 2011.   DOI   ScienceOn
16 Chinh T. Dang and H. Radha, "Heterogeneity image patch index and its application to consumer video summarization," IEEE Trans. on Image Processing, vol. 23, no. 6, pp. 2704-2718, 2014.   DOI   ScienceOn
17 B. L. Yeo and Bede. Liu, "Fast extraction of spatially reduced image sequence from MPEG-2 compressed Video," IEEE Trans. on Circuit and Systems for Video Technology, vol. 9, no. 7, pp. 1100-1114 1999.   DOI   ScienceOn
18 Zeeshan Rasheed and Mubarak Shah, "Detection and representation of scenes in videos," IEEE Trans. on Multimedia, vol. 7, no. 6, pp. 1097-1105, December, 2005.   DOI   ScienceOn