Gait recognition using radon transform and linear discriminant analysis

IEEE Transactions on Image Processing

Volumn 16, Issue 3, 2007, Pages 731-740

  Boulgouris, Nikolas V ^a   Chi, Zhiwei X ^a  

^a KING'S COLLEGE LONDON   (United Kingdom)

Author keywords

Gait; Linear discriminant analysis (LDA); Radon transform; Recognition

Indexed keywords

BIOMEDICAL ENGINEERING; FEATURE EXTRACTION; IMAGE RECOGNITION; VECTOR QUANTIZATION;

GAIT RECOGNITION; LINEAR DISCRIMINANT ANALYSIS; RADON TRANSFORM;

GAIT ANALYSIS;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; BIOLOGICAL MODEL; BIOMETRY; COMPUTER ASSISTED DIAGNOSIS; COMPUTER SIMULATION; DISCRIMINANT ANALYSIS; EVALUATION; GAIT; HUMAN; IMAGE ENHANCEMENT; IMAGE SUBTRACTION; MATHEMATICAL COMPUTING; METHODOLOGY; PHYSIOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING; STATISTICAL MODEL; WHOLE BODY IMAGING;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; BIOMETRY; COMPUTER SIMULATION; DISCRIMINANT ANALYSIS; GAIT; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; LINEAR MODELS; MODELS, BIOLOGICAL; MODELS, STATISTICAL; NUMERICAL ANALYSIS, COMPUTER-ASSISTED; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING, COMPUTER-ASSISTED; SUBTRACTION TECHNIQUE; WHOLE BODY IMAGING;

EID: 33947208934     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2007.891157     Document Type: Article

References (26)

1. N. V. Boulgouris, D. Hatzinakos, and K. N. Plataniotis, "Gait recognition: A challenging signal processing technology for biometric identification," IEEE Signal Process. Mag., vol. 22, no. 6, pp. 78-90, Nov. 2005.
2. Y. Liu, R. Collins, and Y. Tsin, "Gait sequence analysis using Frieze patterns," in Proc. Eur. Conf. Computer Vision, Copenhagen, Denmark, May 2002, vol. LNCS 2351, pp. 657-671.
3. A. Kale, N. Cuntoor, B. Yegnanarayana, A. N. Rajagopalan, and R. Chellappa, "Gait analysis for human identification," in Proc. 4th Int. Conf. Audio- and Video-Based Person Authentication, Guilford, U.K., Jun. 2003, pp. 706-714.
4. A. Kale, A. Sundaresan, A. N. Rajagopalan, N. Cuntoor, A. K. RoyChowdhury, V. Krueger, and R. Chellappa, "Identification of humans using gait," IEEE Trans. Image Process., vol. 13, no. 9, pp. 1163-6173, Sep. 2004.
5. N. V. Boulgouris, K. N. Plataniotis, and D. Hatzinakos, "An angular transform of gait sequences for gait assisted recognition," in Proc. IEEE Int. Conf. Image Processing, Singapore, Oct. 2004, pp. 857-860.
6. J. Han and B. Bhanu, "Individual recognition using gait energy image," IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 2, pp. 316-322, Feb. 2006.
7. A. Veeraraghavan, A. K. Roy-Chowdhury, and R. Chellappa, "Matching shape sequences in video with applications in human movement analysis," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 12, pp. 1896-1909, Dec. 2005.
8. Z. Liu and S. Sarkar, "Improved gait recognition by gait dynamics normalization," IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 6, pp. 863-876, Jun. 2006.
9. S. Sarkar, P. J. Phillips, Z. Liu, I. Robledo, P. Grother, and K. Bowyer, "'The human ID gait challenge problem: Data sets, performance and analysis," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 2, pp. 162-177, Feb. 2005.
10. J. E. Boyd and J. J. Little, "Phase models in gait analysis," presented at the Computer Vision and Pattern Recognition, Kauai, III, Dec. 2001.
11. L. Lee and W. E. L. Grimson, "Gait analysis for recognition and classification," in Proc. IEEE Int. Conf. Automatic Face and Gesture Recognition, Washington, DC, May 2002, pp. 148-155.
12. G. V. Veres, L. Gordon, J. N. Carter, and M. S. Nixon, "What image information is important in silhouette-based recognition?," presented at the IEEE Conf. Computer Vision and Pattern Recognition, 2004.
13. C. BenAbdelkader, R. Cutler, and L. Davis, "Motion-based recognition of people in eigengait space," in Proc. IEEE Int. Conf. Automatic Face and Gesture Recognition, Washington, DC, May 2002, pp. 254-259.
14. Z. Liu and S. Sarkar, "Simplest representation yet for gait recognition: Averaged silhouette," in Proc. 17th Int. Conf. Pattern Recognition, Aug. 2004, vol. 4, pp. 211-214.
15. A. F. Bobick and J. W. Davis, "The recognition of human movement using temporal templates," IEEE Trans. Pattern Anal. Mach. Intell., vol. 23, no. 3, pp. 257-267, Mar. 2001.
16. P. Toft, "The Radon transform - Theory and implementation," Ph.D. dissertation, Denmark Tech. Univ., Lyngby, 1996.
17. R. O. Duda, P. E. Hart, and D. G. Stork, Pattern Classification. New York: Wiley, 2000.
18. P. J. Phillips, S. Sarkar, I. Robledo, P. Grother, and K. W. Bowyer, "The gait identification challenge problem: Data sets and baseline algorithm," in Proc. Int. Conf. Pattern Recognition, Quebec City, QC, Canada, Aug. 2002, vol. 1, pp. 385-388.
19. L. Lee, G. Dalley, and K. Tieu, "Learning pedestrian models for silhouette refinement," in Proc. Int. Conf. Computer Vision, Nice, France, Oct. 2003, pp. 663-670.
20. R. T. Collins, R. Gross, and J. Shi, "Silhouette-based human identification from body shape and gait," in Proc. IEEE Conf. Automatic Face and Gesture Recognition, Washington, DC, May 2002, pp. 351-356.
21. N. V. Boulgouris, K. N. Plataniotis, and D. Hatzinakos, "Gait recognition using dynamic time warping," in Proc. IEEE Int. Symp. Multimedia Signal Processing, Siena, Italy, Sep. 2004, pp. 263-266.
22. P. J. Phillips, H. Moon, S. Rizvi, and P. Raus, "The feret evaluation methodology for face recognition algorithms," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 10, pp. 1090-1104, Oct. 2000.
23. M. Turk and A. Pentland, "Face recognition using eigenfaces," in Proc. IEEE Conf. Computer Vision and Pattern Recognition, Maui, HI, Jun. 1991, pp. 586-591.
24. Y. Hua and J. Wang, "A direct LDA algorithm for high-dimensional data with application to face recognition," Pattern Recognit., vol. 34, pp. 2067-2070, 2001.
25. N. V. Boulgouris, K. N. Plataniotis, and D. Hatzinakos, "Gait recognition using linear time normalization," Pattern Recognit., vol. 39, pp. 969-979, May 2006.
26. P. Grother, Face Recognition Vendor Test 2002. Supplemental Rep. NISTIR 7083 Feb. 2004 [Online]. Available: http://www.frvt.org