Performance evaluation of vision-based gait recognition using a very large-scale gait database

IEEE 4th International Conference on Biometrics: Theory, Applications and Systems, BTAS 2010

Volumn , Issue , 2010, Pages

  Okumura, Mayu ^a   Iwama, Haruyuki ^a   Makihara, Yasushi ^a   Yagi, Yasushi ^a  

^a OSAKA UNIVERSITY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

AGE GROUPS; GAIT RECOGNITION; PERFORMANCE EVALUATION; PHYSICAL STRENGTH; RELIABLE PERFORMANCE; STATISTICAL RELIABILITY; VISION BASED; WALKING ABILITY;

BIOMETRICS; DATABASE SYSTEMS;

GAIT ANALYSIS;

EID: 78650377377     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/BTAS.2010.5634525     Document Type: Conference Paper

References (35)

1. "How biometrics could change security," http://news.bbc.co.uk/ 2/hi/programmes/click-online/7702065.stm.
2. A. Bobick and A. Johnson, "Gait recognition using static activity-specific parameters," in Proc. of IEEE Conf. on Computer Vision and Pattern Recognition, vol. 1, 2001, pp. 423-430.
3. D. Wagg and M. Nixon, "On automated model-based extraction and analysis of gait," in Proc. of the 6th IEEE Int. Conf. on Automatic Face and Gesture Recognition, 2004, pp. 11-16.
4. L. Wang, H. Ning, T. Tan, and W. Hu, "Fusion of static and dynamic body biometrics for gait recognition," in Proc. of the 9th International Conference on Computer Vision, vol. 2, 2003, pp. 1449-1454.
5. R. Urtasun and P. Fua, "3d tracking for gait characterization and recognition," in Proc. of the 6th IEEE Int. Conf. on Automatic Face and Gesture Recognition, 2004, pp. 17-22.
6. G. Zhao, G. Liu, H. Li, and M. Pietikainen, "3d gait recognition using multiple cameras," in Proc. of the 7th Int. Conf. on Automatic Face and Gesture Recognition, Apr. 2006, pp. 529-534.
7. C. BenAbdelkader, R. Culter, H. Nanda, and L. Davis, "Eigengait: Motion-based recognition people using image self-similarity," in Proc. of Int. Conf. on Audio and Video-based Person Authentication, 2001, pp. 284-294.
8. N. Cuntoor, A. Kale, and R. Chellappa, "Combining multiple evidences for gait recognition," in Proc. of IEEE Int. Conf. on Acoustics, Speech, and Signal Processing, vol. 3, 2003, pp. 33-36.
9. Y. Liu, R. Collins, and Y. Tsin, "Gait sequence analysis using frieze patterns," in Proc. of the 7th European Conf. on Computer Vision, vol. 2, 2002, pp. 657-671.
10. T. Kobayashi and N. Otsu, "Action and simultaneous multiple-person identification using cubic higher-order local auto-correlation," in Proc. of the 17th Int. Conf. on Pattern Recognition, vol. 3, Aug. 2004, pp. 741-744.
11. Z. Liu and S. Sarkar, "Improved gait recognition by gait dynamics normalization," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 28, no. 6, pp. 863-876, 2006.
12. G. Veres, L. Gordon, J. Carter, and M. Nixon, "What image information is important in silhouette-based gait recognition?" in Proc. of IEEE Conf. on Computer Vision and Pattern Recognition, vol. 2, 2004, pp. 776-782.
13. S. Mowbray and M. Nixon, "Automatic gait recognition via fourier descriptors of deformable objects," in Proc. of IEEE Conf. on Advanced Video and Signal Based Surveillance, 2003, pp. 566-573.
14. H. Murase and R. Sakai, "Moving object recognition in eigenspace representation: Gait analysis and lip reading," Pattern Recognition Letters, vol. 17, pp. 155-162, 1996.
15. Y. Makihara, R. Sagawa, Y. Mukaigawa, T. Echigo, and Y. Yagi, "Gait recognition using a view transformation model in the frequency domain," in Proc. of the 9th European Conf. on Computer Vision, vol. 3, Graz, Austria, May 2006, pp. 151-163. (Pubitemid 44029674)
16. S. Sarkar, J. Phillips, Z. Liu, I. Vega, P. Grother, and K. Bowyer, "The humanid gait challenge problem: Data sets, performance, and analysis," Trans. of Pattern Analysis and Machine Intelligence, vol. 27, no. 2, pp. 162-177, 2005.
17. J. Little and J. Boyd, "Recognizing people by their gait: The shape of motion," Videre: Journal of Computer Vision Research, vol. 1, no. 2, pp. 1-13, 1998.
18. R. Tanawongsuwan and A. Bobick, "A study of human gaits across different speeds," Georgia Tech, Tech. Rep., 2003.
19. R. Gross and J. Shi, "The cmu motion of body (mobo) database," CMT, Tech. Rep., Jun. 2001.
20. M. Nixon, J. Carter, J. Shutler, and M. Grant, "Experimental plan for automatic gait recognition," Southampton, Tech. Rep., 2001.
21. T. Chalidabhongse, V. Kruger, and R. Chellappa, "The umd database for human identification at a distance," University of Meryland, Tech. Rep., 2001.
22. "Mit ai database," http://www.ai.mit.edu/people/llee/HID.
23. S. Yu, D. Tan, and T. Tan, "A framework for evaluating the effect of view angle, clothing and carrying condition on gait recognition," in Proc. of the 18th Int. Conf. on Pattern Recognition, vol. 4, Hong Kong, China, Aug. 2006, pp. 441-444.
24. "Ou-isir gait database," http://www.am.sanken.osakau.ac.jp/ GaitDB/index.html.
25. S. Yu, D. Tan, and T. Tan, "Modelling the effect of view angle variation on appearance-based gait recognition," in Proc. of 7th Asian Conf. on Computer Vision, vol. 1, Jan. 2006, pp. 807-816.
26. Y. Makihara, A. Tsuji, and Y. Yagi, "Silhouette transformation based on walking speed for gait identification," in Proc. of the 23rd IEEE Conf. on Computer Vision and Pattern Recognition, San Francisco, CA, USA, Jun 2010.
27. M. A. Hossain, Y. Makihara, J. Wang, and Y. Yagi, "Clothinginvariant gait identification using part-based clothing categorization and adaptive weight control," Pattern Recognition, 2010 (to appear).
28. M. Okumura, Y. Makihara, S. Nakamura, S. Morishima, and Y. Yagi, "The online gait measurement for the audience-participant digital entertainment," in Invited Workshop on Vision Based Human Modeling and Synthesis in Motion and Expression, Xi'an, China, Sep. 2009.
29. "Dive into the movie project," http://www.mlab.phys.waseda.ac. jp/DIM/homee.html.
30. Y. Boykov and M. Jolly, "Interactive graph cuts for optimal boundary and region segmentation of objects in n-d images," in Proc. of Int. Conf. on Computer Vision, 2001.
31. A. Mori, Y. Makihara, and Y. Yagi, "Gait recognition using period-based phase synchronization for low frame-rate videos," in Proc. of 20th Int. Conf. on Pattern Recognition, Istanbul, Turkey, Aug. 2010.
32. Z. Liu and S. Sarkar, "Simplest representation yet for gait recognition: Averaged silhouette," in Proc. of the 17th Int. Conf. on Pattern Recognition, vol. 1, Aug. 2004, pp. 211-214.
33. J. Han and B. Bhanu, "Individual recognition using gait energy image," Trans. on Pattern Analysis and Machine Intelligence, vol. 28, no. 2, pp. 316-322, 2006.
34. P. Phillips, D. Blackburn, M. Bone, P. Grother, R. Micheals, and E. Tabassi, "Face recogntion vendor test," http://www.frvt.org,, 2002.
35. G. SNEDECOR and W. COCHRAN, Statitical methods. Iowa State University Press, 1967.