The humanID gait challenge problem: Data sets, performance, and analysis

IEEE Transactions on Pattern Analysis and Machine Intelligence

Volumn 27, Issue 2, 2005, Pages 162-177

  Sarkar, Sudeep ^a   Phillips, P Jonathon ^b   Liu, Zongyi ^a   Vega, Isidro Robledo ^c   Grother, Patrick ^b   Bowyer, Kevin W ^d  

^a UNIVERSITY OF SOUTH FLORIDA   (United States)

^b NATIONAL INSTITUTE OF STANDARDS AND TECHNOLOGY   (United States)

^c Technological Institute of   (Mexico)

^d UNIVERSITY OF NOTRE DAME   (United States)

Author keywords

Biometrics; Gait recognition; Human identification; Human motion analysis; Silhouette detection; Spatiotemporal correlation

Indexed keywords

ALGORITHMS; COMPUTER VISION; FEATURE EXTRACTION; GAIT ANALYSIS; ITERATIVE METHODS; MATHEMATICAL MODELS; OPTIMIZATION; PROBABILITY;

BIOMETRICS; GAIT RECOGNITION; HUMAN IDENTIFICATION; HUMAN MOTION ANALYSIS; SILHOUETTE DETECTION; SPATIOTEMPORAL CORRELATION;

PATTERN RECOGNITION;

ADULT; ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; BIOMETRY; CLINICAL TRIAL; COMPARATIVE STUDY; COMPUTER ASSISTED DIAGNOSIS; FACTUAL DATABASE; FEMALE; GAIT; HUMAN; INFORMATION RETRIEVAL; MALE; METHODOLOGY; MIDDLE AGED; PHOTOGRAPHY; PHYSIOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; VALIDATION STUDY; VIDEORECORDING;

ADULT; ALGORITHMS; ARTIFICIAL INTELLIGENCE; BIOMETRY; DATABASES, FACTUAL; FEMALE; GAIT; HUMANS; IMAGE INTERPRETATION, COMPUTER-ASSISTED; INFORMATION STORAGE AND RETRIEVAL; MALE; MIDDLE AGED; PATTERN RECOGNITION, AUTOMATED; PHOTOGRAPHY; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; VIDEO RECORDING;

EID: 14544286039     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2005.39     Document Type: Article

References (40)

1. M.W. Whittle, "Clinical Gait Analysis: A Review," Human Movement Science, vol. 15, pp. 369-387, June 1996.
2. G. Johansson, "Visual Motion Perception," Scientific Am., vol. 232, pp. 75-88, June 1976.
3. J.E. Cutting and L.T. Kozlowski, "Recognition of Friends by Their Walk," Bull. of the Psychonomic Soc., vol. 9, pp. 353-356, 1977.
4. S.V. Stevenage, M.S. Nixon, and K. Vince, "Visual Analysis of Gait as a Cue to Identity," Applied Cognitive Psychology, vol. 13, pp. 513-526, Dec. 1999.
5. B. Flinchbaugh and B. Chandrasekaran, "A Theory of Spatio-Temporal Aggregation for Vision," Artificial Intelligence, vol. 17, pp. 387-407, 1981.
6. J.A. Webb and J.K. Aggarwal, "Structure from Motion of Rigid and Jointed Objects," Artificial Intelligence, vol. 19, pp. 107-130, 1982.
7. A. Hilton and P. Fua, "Modeling People toward Vision-Based Understanding of a Person's Shape, Appearance, and Movement," Computer Vision and Image Understanding, vol. 81, pp. 227-230, Mar. 2001.
8. J. Aggarwal and Q. Cai, "Human Motion Analysis: A Review," Computer Vision and Image Understanding, vol. 73, pp. 428-440, Mar. 1999.
9. D. Gavrila, "The Visual Analysis of Human Movement: A Survey," Computer Vision and Image Understanding, vol. 73, pp. 82-98, Jan. 1999.
10. T. Moeslund and E. Granum, "A Survey of Computer Vision-Based Human Motion Capture," Computer Vision and Image Understanding, vol. 81, pp. 231-268, Mar. 2001.
11. Motion-Based Recognition, M. Shah and R. Jain, eds. Kluwer, 1997.
12. S. Niyogi and E. Adelson, "Analyzing Gait with Spatiotemporal Surfaces," Computer Vision and Pattern Recognition, 1994.
13. J. Little and J. Boyd, "Recognizing People by Their Gait: The Shape of Motion," Videre, vol. 1, no. 2, pp. 1-33, 1998.
14. J. Shutler, M. Nixon, and C. Carter, ":Statistical Gait Description via Temporal Moments," Proc. Fourth IEEE Southwest Symp. Image Analysis and Interpretation, pp. 291-295, 2000.
15. A. Bobick and A. Johnson, ",Gait Recognition Using Static, Activity-Specific Parameters,". Computer Vision and Pattern Recognition, pp. I:423-430, 2001.
16. R. Tanawongsuwan and A. Bobick, ".:Gait Recognition from Time-Normalized Joint-Angle Trajectories in the Walking Plane," Computer Vision and Pattern Recognition, pp. II:0726-731, 2001.
17. G. Shakhnarovich, L. Lee, and T. Darrell, "Integrated Face and Gait Recognition from Multiple Views," Computer Vision and Pattern Recognition, pp. I: 439-446, 2001.
18. J. Hayfron-Acquah, M. Nixon, and J. Carter, "Automatic Gait Recognition by Symmetry Analysis," Proc. Int'l Conf. Audio- and Video-Based Biometric Person Authentication, pp. 272-277, 2001.
19. C. BenAbdelkader, R. Cutler, and L. Davis, "Motion-Based Recognition of People in Eigengait Space," Proc. Int'l Conf. Automatic Face and Gesture Recognition, pp. 267-272, 2002.
20. L. Lee and W. Grimson, "Gait Analysis for Recognition and Classification," Proc. Int'l Conf. Automatic Face and Gesture Recognition, pp. 155-162, 2002.
21. A. Kale, A. Rajagopalan, N. Cuntoor, and V. Kruger, "Gait-Based Recognition of Humans Using Continuous HMMs," Proc. Int'l Conf. Automatic Face and Gesture Recognition, pp. 336-341, 2002.
22. R. Collins, R. Gross, and J. Shi, "Silhouette-Based Human Identification from Body Shape and Gait," Proc. Int'l Conf. Automatic Face and Gesture Recognition, pp. 366-371, 2002.
23. L. Wang, W. Hu, and T. Tan, "A New Attempt to Gait-Based Human Identification," Proc. Int'l Conf. Pattern Recognition, vol. 1, pp. 115-118, 2002.
24. D. Tolliver and R. Collins, "Gait Shape Estimation for Identification," Proc. Int'l Conf Audio- and Video-Based Biometric Person Authentication, 2003.
25. A. Kale, N. Cuntoor, and R. Chellappa, "A Framework for Activity Specific Human Identification," Proc. Int'l Conf. Acoustics, Speech, and Signal Processing, 2002.
26. A. Sunderesan, A.K.R. Chowdhury, and R. Chellappa, "A Hidden Markov Model Based Framework for Recognition of Humans from Gait Sequences," Proc. IEEE Int'l Conf. Image Processing, 2003.
27. N. Cuntoor, A. Kale, and R. Chellappa, "Combining Multiple Evidences for Gait Recognition," Proc. IEEE Int'l Conf. Acoustics, Speech, and Signal Processing, 2003.
28. R. Tanawongsuwan and A. Bobick, "Performance Analysis of Time-Distance Gait Parameters under Different Speeds," Proc. Int'l Conf. Audio- and Video-Based Biometric Person Authentication, 2003.
29. A. Johnson and A. Bobick, "A Multi-View Method for Gait Recognition Using Static Body Parameters," Proc. Int'l Conf. Audio-and Video-Based Biometric Person Authentication, pp. 301-311, 2001.
30. A. Kale, N. Cuntoor, B. Yegnanarayana, A.N. Rajagopalan, and R. Chellappa, "Gait Analysis for Human Identification," Proc. Int'l Conf. Audio- and Video-Based Biometric Person Authentication, 2003.
31. L. Lee, G. Dalley, and K. Tieu, "Learning Pedestrian Models for Silhouette Refinement," Proc. Int'l Conf Computer Vision, 2003.
32. L. Wang, T. Tan, H. Ning, and W. Hu, "Silhouette Analysis-Based Gait Recognition for Human Identification," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 25, no. 12, pp. 1505-1518, Dec. 2003.
33. I.R. Vega and S. Sarkar, "Representation of the Evolution of Feature Relationship Statistics: Human Gait-Based Recognition," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 25, no. 10, pp. 1323-1328, Oct. 2003.
34. P.J. Phillips, S. Sarkar, I. Robledo, P. Grother, and K. Bowyer, "The Gait Identification Challenge Problem: Data Sets and Baseline Algorithm," Proc. Int'l Conf. Pattern Recognition, pp. 385-388, 2002.
35. R. Gross and J. Shi, "The CMU Motion of Body MOBO Database," technical report, Carnegie Mellon Univ., 2001.
36. P.J. Phillips, H. Moon, S. Rizvi, and P. Rauss, "The FERET Evaluation Methodology for Face-Recognition Algorithms," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 22, no. 10, pp. 1090-1104, Oct. 2000.
37. R. Duda, P. Hart, and D. Stork, Pattern Classification. Wiley, 2001.
38. P.J. Phillips, D. Blackburn, M. Bone, P. Grother, R. Micheals, and E. Tabassi, "Face Recogntion Vendor Test," http://www.frvt.org, 2002.
39. F. Wilcoxon, "Individual Comparisons by Ranking Methods," Biometrics, vol. 1, pp. 80-83, 1945.
40. J. Jaccard and C.K. Wan, LISREL Approach to Interaction Effects in Multiple Regression. Sage Publications, 1996.