Human action recognition based on Non-linear SVM Decision Tree

Journal of Computational Information Systems

Volumn 7, Issue 7, 2011, Pages 2461-2468

  Zhao, Haiyong ^a   Liu, Zhijing ^a  

^a XIDIAN UNIVERSITY   (China)

Author keywords

Action recognition; Feature extraction; Non linear SVM decision tree; Video surveillance

Indexed keywords

ACTION RECOGNITION; ACTIVITY RECOGNITION; BACKGROUND MODEL; BINARY SILHOUETTES; CLASSIFICATION METHODS; CLASSIFICATION PERFORMANCE; DESCRIPTORS; GEOMETRIC INVARIANCE; HUMAN ACTIONS; HUMAN-ACTION RECOGNITION; INTELLIGENT SURVEILLANCE; LOW-LEVEL FEATURES; NON-LINEAR; VIDEO SEQUENCES; VIDEO SURVEILLANCE;

COMPUTATIONAL COMPLEXITY; DECISION TREES; FEATURE EXTRACTION; GESTURE RECOGNITION; IMAGE RECOGNITION; PLANT EXTRACTS; SECURITY SYSTEMS;

MOTION ESTIMATION;

EID: 79960146276     PISSN: 15539105     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (10)

1. Ronald Poppe. A survey on vision-based human action recognition [J]. Image and Vision Computing, 2010, 28(6): 976-990.
2. Pavan Turaga, Rama Chellappa, V.S. Subrahmanian, et al. Machine Recognition of Human Activities Survey[J]. IEEE Transactions on circuits and systems for video technology, 2008, 18(11):1473-1488.
3. Joshua Candamo, Matthew Shreve, Dmitry B. Goldgof, et al. Understanding Transit Scenes: A Survey on Human Behavior-Recognition Algorithms[J], 2010, 11(1): 206-224.
4. Huimin Qian, Yaobin Mao, Wenbo Xiang, et al. Recognition of human activities using SVM multi-class classifier[J]. Pattern Recognition Letters, 2010, 31:100-111.
5. A.Agarwal. and B. Triggs. Recovering 3D Human Pose from Monocular Images[J]. IEEE Transaction on Pattern Analysis and Machine Intelligence, 2006, 28(1):44-58.
6. Xiaodong Kong, Qingshan Luo, Guihua Zeng, et al. A new shape descriptor based on centroid-radii model and wavelet transform[J]. Optics Communications, 2007, 273(2):362-366.
7. Elgammal, A., Harwood, D., Davis, L.. Non-parametric model for background subtraction[C]. In Proceedings of ECCV, 2000, pp.751-767.
8. Liang Wang, Tieniu Tan, Weiming Hu, and Huazhong Ning. Automatic Gait Recognition Based on Statistical Shape Analysis. IEEE Transaction Image Processing, 2003, 12(93):1120-1131.
9. Yao Yong, Zhao Hui, Liu Zhi-jing. Multi-class classifier of non-linear SVM decision tree[J]. Journal of Xidian university, 2007, 34(6):873-876.
10. I. Haritaoglu, D. Harwood, and L. S. Davis. W4 real-time surveillance of people and their activities, IEEE Transaction Pattern Analysis and Machine Intelligence, 2006, 22(8):809-830.