Volume 5 Number 8 (Aug. 2010)
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JSW 2010 Vol.5(8): 818-825 ISSN: 1796-217X
doi: 10.4304/jsw.5.8.818-825

Recognizing Human Activities by Key Frame in Video Sequences

Hao Zhang, Zhijing Liu, Haiyong Zhao, Guojian Cheng
1School of Computer Science and Technology, Xidian University, Xi’an, P.R.China
2School of Computer, Xi’an Shiyou University, Xi’an, P.R.China

Abstract—This paper presents a new method of human activity recognition, which is based on ℜ transform and dynamic time warping (DTW) after the key frame is extracted from a cycle. For a key binary human silhouette, ℜ transform is employed to represent low-level features. The advantage of the ℜ transform lies in its low computational complexity and geometric invariance. The DTW distance based on the extracted features are calculated and compared similarities to recognize activities. Compared with other methods, ours is superior because the descriptor is robust to frame loss in the video sequence, disjoint silhouettes and holes in the shape, and thus achieves better performance in similar activities recognition, simple representation, computational complexity and template generalization. Sufficient experiments have proved the efficiency.

Index Terms—feature extraction, activity recognition, ℜ transform, Dynamic Time Warping (DTW), key frame.


Cite: Hao Zhang, Zhijing Liu, Haiyong Zhao, Guojian Cheng, "Recognizing Human Activities by Key Frame in Video Sequences," Journal of Software vol. 5, no. 8, pp. 818-825, 2010.

General Information

ISSN: 1796-217X (Online)
Frequency:  Bimonthly (Since 2020)
Editor-in-Chief: Prof. Antanas Verikas
Executive Editor: Ms. Yoyo Y. Zhou
Abstracting/ Indexing: DBLP, EBSCO, Google Scholar, ProQuest, INSPEC(IET), ULRICH's Periodicals Directory, WorldCat, etc
E-mail: jsw@iap.org
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