Multi-view human movement recognition based on fuzzy distances and linear discriminant analysis

Computer Vision and Image Understanding

Volumn 116, Issue 3, 2012, Pages 347-360

  Iosifidis, Alexandros ^a,b   Tefas, Anastasios ^a   Nikolaidis, Nikolaos ^a,b   Pitas, Ioannis ^a,b  

^a INFORMATION TECHNOLOGIES INSTITUTE   (Greece)

^b ARISTOTLE UNIVERSITY OF THESSALONIKI   (Greece)

Author keywords

Activity recognition; Fuzzy vector quantization; Linear discriminant analysis; Multi view dynemes

Indexed keywords

ACTIVITY RECOGNITION; CIRCULAR SHIFT; CLASSIFICATION ACCURACY; EUCLIDEAN DISTANCE; FEATURE SPACE; FUZZY DISTANCE; FUZZY VECTOR QUANTIZATION; HUMAN BODY POSTURES; HUMAN MOVEMENTS; IDENTIFICATION PROBLEM; LINEAR DISCRIMINANT ANALYSIS; LOW DIMENSIONALITY; MULTI-VIEWS; NEAREST CENTROID CLASSIFICATION; TIME INVARIANTS;

DISCRETE FOURIER TRANSFORMS; DISCRIMINANT ANALYSIS; MOTION ESTIMATION; VECTOR QUANTIZATION;

FACE RECOGNITION;

EID: 84856095937     PISSN: 10773142     EISSN: 1090235X     Source Type: Journal    
DOI: 10.1016/j.cviu.2011.08.008     Document Type: Article

References (46)

1. L. Weilun, H. Jungong, and P. With Flexible human behavior analysis framework for video surveillance applications Int. J. Digit. Multimedia Broadcast. 2010 2010 9 ISSN:1687-7578
2. P. Barr, J. Noble, and R. Biddle Video game values: human-computer interaction and games Interact. Comput. 19 2 2007 180 195 (Pubitemid 46162199)
3. B. Song, E. Tuncel, and A. Chowdhury Towards a multi-terminal video compression algorithm by integrating distributed source coding with geometrical constraints J. Multimedia 2 3 2007 9 16
4. T. Hfllerer, S. Feiner, D. Hallaway, B. Bell, M. Lanzagorta, D. Brown, S. Julier, Y. Baillot, and L. Rosenblum User interface management techniques for collaborative mobile augmented reality Comput. Graph. 25 5 2001 799 810 (Pubitemid 32833503)
5. A. Bobick Movement, activity and action: the role of knowledge in the perception of motion Philos. Trans. Roy. Soc. B: Biol. Sci. 352 1358 1997 1257 1265 (Pubitemid 27393108)
6. A. Bobick, and J. Davis The recognition of human movement using temporal templates IEEE Trans. Pattern Anal. Mach. Intell. 23 3 2001 257 267 (Pubitemid 32286632)
7. R. Green, and L. Guan Quantifying and recognizing human movement patterns from monocular video images - Part I: a new framework for modeling human motions IEEE Trans. Circuits Syst. Video Technol. 14 2 2004 179 190
8. H. Dudley, and S. Balashek Automatic recognition of phonetic patterns in speech J. Acoust. Soc. Am. 30 1958 721
9. P. Turaga, R. Chellappa, V. Subrahmanian, and O. Udrea Machine recognition of human activities: a survey IEEE Trans. Circuits Syst. Video Technol. 18 11 2008 1473 1488
10. X. Ji, and H. Liu Advances in view-invariant human motion analysis: a review IEEE Trans. Syst. Man Cybern. Part-C 40 1 2010 13 24
11. X. Feng, P. Perona, Human action recognition by sequence of movelet codewords, in: Proceedings of the 1st International Symposium on 3D Data Processing Visualization and Transmission, 2002, pp. 717-733.
12. Q. Wei, W. Hu, X. Zhang, G. Luo, Dominant sets-based action recognition using image sequence matching, in: Proceedings of IEEE International Conference on Image Processing, vol. 6, 2007, pp. 113-136.
13. R. Green, and L. Guan Quantifying and recognizing human movement patterns from monocular video images - part II: applications to biometrics IEEE Trans. Circuits Syst. Video Technol. 14 2 2004 191 198
14. L. Wang, and D. Suter Learning and matching of dynamic shape manifolds for human action recognition IEEE Trans. Image Process. 16 6 2007 1646 1661 (Pubitemid 46796060)
15. N. Gkalelis, A. Tefas, and I. Pitas Combining fuzzy vector quantization with linear discriminant analysis for continuous human movement recognition IEEE Trans. Circuits Syst. Video Technol. 18 11 2008 1511 1521
16. T. Xiang, and S. Gong Beyond tracking: modelling activity and understanding behaviour Int. J. Comput. Vis. 67 1 2006 21 51 ISSN:0920-569
17. J. Niebles, and L. Fei-Fei View-invariant representation and recognition of actions Int. J. Comput. Vis. 50 2 2002 203 226
18. V. Parameswaran, R. Chellappa, View invariants for human action recognition, in: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, vol. 2, 2003, pp. 613-619.
19. A. Yilmaz, M. Shah, Actions sketch: a novel action representation, in: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, vol. 1, 2005, pp. 984-989. (Pubitemid 43897299)
20. D. Weinland, F. Grenoble, E. Boyer, R. Ronfard, A. Inc, Action recognition from arbitary views using 3D exemplars, in: Proceedings of IEEE Conference on Computer Vision, 2007a, pp. 1-7.
21. J. Lafferty, A. McCallum, F. Pereira, Conditional random fields: probabilistic models for segmenting and labeling sequence data, in: Proceedings of IEEE Conference on Machine Learning, 2001, pp. 282-289.
22. M. Blank, L. Gorelick, E. Shechtman, M. Irani, R. Basri, Actions as space-time shapes, in: Proceedings of IEEE Conference on Computer Vision, vol. 2, 2005, pp. 1395-1402. (Pubitemid 44042342)
23. D. Weinland, R. Ronfard, and E. Boyer Free viewpoint action recognition using motion history volumes Comput. Vis. Image Understand. 104 2-3 2006 249 257 (Pubitemid 44573869)
24. D. Weinland, R. Ronfard, E. Boyer, Automatic discovery of action taxonomies from multiple views, in: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, vol. 2, 2006, pp. 1639-1645. (Pubitemid 44931515)
25. M. Ahmad, and S. Lee Human action recognition using shape and CLG-motion flow from multi-view image sequences Pattern Recogn. 41 7 2008 2237 2252
26. M. Seki, T. Wada, H. Fujiwara, K. Sumi, Background subtraction based on the cooccurrence of image variations, in: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, vol. 2, 2003, pp. 65-72.
27. C. Stauffer, W. Grimson, Adaptive background mixture models for real-time tracking, in: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, vol. 2, 1999, pp. 246-252.
28. A. Agarwal, and B. Triggs Recovering 3D human pose from monocular images IEEE Trans. Pattern Anal. Mach. Intell. 2006 44 58 ISSN:0162-8828 (Pubitemid 46395303)
29. M. Lee, and R. Nevatia Human pose tracking in monocular sequence using multilevel structured models IEEE Trans. Pattern Anal. Mach. Intell. 2008 27 38 ISSN:0162-8828
30. B. Lei, and L. Xu Real-time outdoor video surveillance with robust foreground extraction and object tracking via multi-state transition management Pattern Recogn. Lett. 27 15 2006 1816 1825 ISSN:0167-865 (Pubitemid 44382700)
31. J. Xue, N. Zheng, J. Geng, and X. Zhong Tracking multiple visual targets via particle-based belief propagation Syst. Man Cybern. Part B: Cybern. IEEE Trans. 38 1 2008 196 209 ISSN:1083-4419 (Pubitemid 351297537)
32. A. Ng, M. Jordan, Y. Weiss, On spectral clustering: analysis and an algorithm, in: Advances in Neural Information Processing Systems 14: Proceeding of the 2001 Conference, 2001, pp. 849-856.
33. U. Luxburg A tutorial on spectral clustering Stat. Comput. 17 4 2007 395 416 ISSN:0960-317
34. T. Kohonen The self-organizing map Proc. IEEE 78 9 2002 1464 1480 ISSN:0018-921
35. J. Bezdek Pattern Recognition with Fuzzy Objective Function Algorithms 1981 Plenum New York
36. A. Webb Statistical Pattern Recognition second ed. 2002 Wiley
37. P. Devijver, and J. Kittler Pattern Recognition: A Statistical Approach 1982 Prentice-Hall
38. R. Duda, P. Hart, and D. Stork Pattern Classification second ed. 2000 Wiley-Interscience
39. M. Kyperountas, A. Tefas, and I. Pitas Weighted piecewise LDA for solving the small sample size problem in face verification IEEE Trans. Neural Networks 18 2 2007 506 519 (Pubitemid 46522572)
40. H. Oja, S. Sirkia, and J. Eriksson Scatter matrices and independent component analysis Aust. J. Stat. 35 2-3 2006 175 189
41. J. Yang, A. Frangi, J. Yang, D. Zhang, and Z. Jin KPCA plus LDA: a complete kernel Fisher discriminant framework for feature extraction and recognition IEEE Trans. Pattern Anal. Mach. Intell. 27 2 2005 230 244 (Pubitemid 40377316)
42. M. Zhu, and A. Martinez Subclass discriminant analyzis IEEE Trans. Pattern Anal. Mach. Intell. 28 8 2006 1274 1286
43. N. Gkalelis, H. Kim, A. Hilton, N. Nikolaidis, I. Pitas, The i3DPost multi-view and 3D human action/interaction database, in: 6th Conference on Visual Media Production, 2009, pp. 159-168.
44. D. Weinland, E. Boyer, and R. Ronfard Action recognition from arbitrary views using 3d exemplars Proceedings of International Conference Computer Vision 2007 IEEE 1 7
45. D. Tran, and A. Sorokin Human activity recognition with metric learning Comput. Vis. - ECCV 2008 2008 548 561
46. F. Lv, and R. Nevatia Single view human action recognition using key pose matching and viterbi path searching 2007 IEEE Conference on Computer Vision and Pattern Recognition 2007 IEEE 1 8