Human activity recognition based on kinematic features

Expert Systems

Volumn 31, Issue 4, 2014, Pages 345-353

  Hernandez J ^a   Cabido, R ^a   Montemayor, A S ^a   Pantrigo, J J ^a  

^a UNIVERSIDAD REY JUAN CARLOS   (Spain)

Author keywords

Human action recognition; Local search particle filter; Reduced integral image; Simple features; Statistics on temporal evolution; Support vector machines

Indexed keywords

HUMAN-ACTION RECOGNITION; INTEGRAL IMAGES; PARTICLE FILTER; SIMPLE FEATURES; TEMPORAL EVOLUTION;

SUPPORT VECTOR MACHINES;

EID: 84907983118     PISSN: 02664720     EISSN: 14680394     Source Type: Journal    
DOI: 10.1111/exsy.12013     Document Type: Conference Paper

References (21)

1. AGGARWAL, J. K. and M. S. RYOO (2011) Human activity analysis: a review, ACM Computing Surveys, 43, 16:1-16:43.
2. BLANK, M., L. GORELICK, E. SHECHTMAN, M. IRANI, and R. BASRI (2005)Action as space-time shapes, in Proc. InternationalConference on Computer Vision, vol. 2, 1395-1402.
3. BOIMAN, O. and M. IRANI (2006) Similarity by Composition, in Proc. Neural Information Processing Systems, 177-184.
4. CABIDO R., A. S. MONTEMAYOR, J. J. PANTRIGO and B. PAYNE (2009) Multiscale and local search methods for real time region tracking with particle filters. Machine Vision and Applications, 21, 43-58.
5. CROOK P. A., V. KELLOKUMPU G. ZHAO and M. PIETIKAINEN (2008) Human activity recognition using a dynamic texture based method, In Proceedings of the British Machine Conference, 88. 1-88.
6. FOLGADO E., M. RINCON, E. J. CARMONA and M. BACHILLER (2011) A block-based model for monitoring of human activity. Neurocomputing, 74, 1283-1289.
7. IKIZLER N. and P. DUYGULU (2007) Human action recognition using distribution of oriented rectangular patches, ICCV workshop on HumanMotion Understanding, Modeling, Capture and Animation, 271-284.
8. KELLOKUMPU V., G. ZHAO and M. PIETIKÄINEN (2008) Texture based description of movements for activity analysis, International Conference on Computer Vision Theory and Applications (VISAPP): 206-213.
9. LV F. and R. NEVATIA (2007) Single view human action recognition using key pose matching and Viterbi path searching, in Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR
10. NIEBLES J. C. and L. FEI-FEI (2007) A hierarchical model of shape and appearance for human action classification, in Proc. IEEE Conference on Computer Vision and Pattern Recognition. (CVPR
11. PANTRIGO J. J., A. S. MONTEMAYOR and A. SÁNCHEZ (2005) Local search particle filter applied to human-computer interaction, in Proc. 4th International Symposium on Image and Signal Processing and Analysis (ISPA), 279-284.
12. PANTRIGO J. J., A. S. MONTEMAYOR and A. SANCHEZ (2011) Heuristic particle filter: applying abstraction techniques to the design of visual tracking algorithms, Expert Systems, 28, 49-69.
13. POPPE R. (2010) A survey on vision-based human action recognition, Image and Vision Computing, 28, 976-990.
14. SCOVANNER P., S. ALI and M. SHAH (2007) A 3-dimensional SIFT descriptor and its application to action recognition, in Proc ACM Multimedia, 357-360.
15. TRAN D. and A. SOROKIN (2008) Human activity recognition with metric learning. Lecture notes in Computer Science ECCV 2008 Vol. 5320/2008, 548-561.
16. TURAGA P., R. CHELLAPPA, V. S. SUBRAHMANIAN and O. UDREA (2008) Machine recognition of human activities: a survey, IEEE Transactions on Circuits and Systems for Video Technology, 18, 1473-1488.
17. VIOLA, P. and M. JONES (2001) Rapid object detection using a boosted cascade of simple features. In proceedings of the Iternational Conference on Computer vision and Pattern recognition, 1, 511-518.
18. WANG L. and D. SUTER (2008) Visual learning and recognition of sequential data manifolds with applications to human movement analysis, Computer Vision and Image Understanding, 110, 153-172.
19. WEINLAND D., R. RONFARD and E. BOYER (2006) Free viewpoint action recognition using motion history volumes, Computer Vision and Image Understanding, 104, 249-257.
20. WEINLAND D., R. RONFARD and E. BOYER (2011) A survey of vision-based methods for action representation, segmentation and recognition, Computer Vision and Image Understanding, 115, 224-241.
21. ZOTKIN D., R. DURAISWAMI and L. DAVIS (2002) Joint audio-visual tracking using particle filters, EURASIP Journal on Applied Signal Processing, 11, 1154-1164.