Multiple human tracking and identification with wireless distributed pyroelectric sensor systems

IEEE Systems Journal

Volumn 3, Issue 4, 2009, Pages 428-439

  Hao, Qi ^a   Hu, Fei ^a   Xiao, Yang ^a  

^a UNIVERSITY OF ALABAMA   (United States)

Author keywords

Multiple human tracking; Pyroelectric sensor; Walker identification; Wireless sensor network

Indexed keywords

BAYESIAN; BIOMETRIC APPLICATIONS; BIOMETRIC INFORMATIONS; BIOMETRIC SYSTEMS; EXPECTATION MAXIMIZATION; FRESNEL LENS ARRAYS; HUMAN SUBJECTS; HUMAN TRACKING; IDENTIFICATION SYSTEMS; ILLUMINATION CONDITIONS; INFRARED SENSOR SYSTEM; INFRARED VIDEO; MONITORING SYSTEM; MULTIPLE NODES; MULTIPLE-HUMAN TRACKING; PROTOTYPE SYSTEM; PYROELECTRIC SENSOR; PYROELECTRIC SENSORS; SENSOR DEPLOYMENT; SENSOR FIELDS; SMALL GROUPS; SYSTEM IDENTIFICATIONS; TRACKING ERRORS; TRACKING SCHEME;

AUDIO SYSTEMS; BIOMETRICS; IDENTIFICATION (CONTROL SYSTEMS); LENSES; SENSOR NETWORKS;

WIRELESS SENSOR NETWORKS;

EID: 76349105485     PISSN: 19328184     EISSN: 19379234     Source Type: Journal    
DOI: 10.1109/JSYST.2009.2035734     Document Type: Article

References (50)

1. D. Li, K. D. Wong, Y. H. Hu, and A. M. Sayeed, "Detection, classification, and tracking of targets," IEEE Signal Process. Mag., vol.19, no.2, pp. 17-29, Mar. 2002.
2. J. C. Chen, K. Yao, and R. E. Hudson, "Source localization and beamforming," IEEE Signal Process. Mag., vol.19, no.2, pp. 30-39, Mar. 2002.
3. F. Zhao, J. Shin, and J. Reich, "Information-driven dynamic sensor collaboration," IEEE Signal Process. Mag., vol.19, no.2, pp. 61-72, Mar. 2002.
4. S. B. Lang, "Pyroelectricity: From ancient curiosity to modern imaging tool," Phys. Today, vol.58, no.8, pp. 31-35, Aug. 2005.
5. S. J. Kang, V. B. Samoilov, and Y. S. Yoon, "Low-frequency response of pyroelectric sensors," IEEE Trans. Ultrason., Ferroelect., Freq. Contr., vol.45, no.5, pp. 1255-1260, Sep. 1998.
6. A. Sixsmith, N. Johnson, and R. Whatmore, "Pyroelectric IR sensor array for fall detection in the older population," J. Phys. IV France, vol.128, pp. 153-160, 2005.
7. T. M. Hussain, A. M. Baig, T. N. Saddawi, and S. A. Ahmed, "Infrared pyroelectric sensor for detection of vehicular traffic using digital signal processing techniques," IEEE Trans. Veh. Technol., vol.44, no.3, pp. 683-689, Aug. 1995.
8. A. Hossain and M. H. Rashid, "Pyroelectric detectors and their applications," IEEE Trans. Ind. Applic., vol.27, no.5, pp. 824-829, Sep. 1991.
9. A. S. Sekmen, M. Wilkes, and K. Kawamura, "An application of passive human-robot interaction: Human tracking based on attention distraction," IEEE Trans. Syst., Man, Cybern. A, vol.32, no.2, pp. 248-259, Mar. 2002.
10. Q. Hao, D. J. Brady, B. D. Guenther, J. Burchett, M. Shankar, and S. Feller, "Human tracking with wireless distributed pyroelectric sensors," IEEE Sensors J., vol.6, no.6, pp. 1683-1696, Dec. 2006.
11. J.-S. Fang, Q. Hao, D. J. Brady, B. D. Guenther, and K. Y. Hsu, "Realtime human identification using a pyroelectric infrared detector array and hidden Markov models," Opt. Exp., vol.14, no.15, pp. 6643-6658, July 2006.
12. M. M. Trivedi, K. S. Huang, and I. Mikic, "Dynamic context capture and distributed video arrays for intelligent spaces," IEEE Trans. Syst., Man, Cybern. A, vol.35, no.1, pp. 145-163, Jan. 2005.
13. T. Zhao and R. Nevatia, "Tracking multiple humans in complex situations," IEEE Trans. Pattern Anal. Machine Intell., vol.26, no.9, pp. 1208-1221, Sep. 2004.
14. W. Hu, T. Tan, L.Wang, and S. Maybank, "A survey on visual surveillance of object motion and behaviors," IEEE Trans. Syst., Man, Cybern. C, vol.34, no.3, pp. 334-352, Aug. 2004.
15. B. Lin and R. Chellappa, "A generic approach to simultaneous tracking and verification in video," IEEE Trans. Image Process., vol.11, no.5, pp. 530-544, May 2002.
16. J. Vermaak, S. Maskell, and M. Briers, "Tracking a variable number of targets using the existence joint probabilistic data association filter," IEEE Trans. Signal Process., vol.33, no.1, pp. 752-769, Jan. 2005.
17. D. Comaniciu, V. Ramesh, and P. Meer, "Kernel-based object tracking," IEEE Trans. Pattern Anal. Mach. Intell., vol.25, no.5, pp. 564-577, May 2003.
18. C. Stiller and J. Konrad, "Estimating motion in image sequences," IEEE Signal Process. Mag., vol.16, no.4, pp. 70-91, Jul. 1999.
19. R. H. Anderson and J. L. Krolik, "Track association for over-thehorizon radar with a statistical ionospheric model," IEEE Trans. Signal Process., vol.50, no.11, pp. 2632-2643, Nov. 2002.
20. S. S. Blackman, "Multiple hypothesis tracking for multiple target tracking," IEEE Aerosp. Electron. Syst. Mag., vol.19, no.1, pp. 5-18, Jan. 2004.
21. T. E. Fortmann, Y. Bar-Shalom, and M. Scheffe, "Sonar tracking of multiple targets using joint probabilistic data association," IEEE J. Ocean. Eng., vol.8, no.3, pp. 173-184, Jul. 1983.
22. K.-C. Chang, C.-Y. Chong, and Y. Bar-Shalom, "Joint probabilistic data association in distributed sensor networks," IEEE Trans. Autom. Control, vol.31, no.10, pp. 889-897, Oct. 1986.
23. C. Hue, J.-P. L. Cadre, and P. Perez, "Sequential Monte Carlo methods for multiple target tracking and data fusion," IEEE Trans. Signal Process., vol.50, no.2, pp. 309-325, Feb. 2002.
24. T. Vercauteren, D. Guo, and X. Wang, "Joint multiple target tracking and classification in collaborative sensor networks," IEEE J. Select. Areas Commun., vol.23, no.4, pp. 714-723, Apr. 2005. (Pubitemid 40519626)
25. M. Orton and W. Fitzgerald, "A Bayesian approach to tracking multiple targets using sensor arrays and particle filters," IEEE Trans. Signal Process., vol.50, no.2, pp. 216-223, Feb. 2002.
26. 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.
27. N. V. Boulgouris, D. Hatzinakos, and K. N. Plataniotis, "Gait recognition," IEEE Signal Process.Mag., vol.22, no.6, pp. 78-90, Nov. 2005.
28. M. S. Nixon, T. Tan, and R. Chellappa, Human Identification Based on Gait. Reading, NY: Springer, 2006.
29. J. B. Hayfron-Acquah, M. S. Nixon, and J. N. Carter, "Automatic gait recognition by symmetry analysis," Pattern Recognit. Lett., no.24, pp. 2175-2183, 2003.
30. L. Havasi, Z. Szlavik, and T. Sziranyi, "Higher order symmetry for non-linear classification of human walk detection," Pattern Recognit. Lett., no.27, pp. 822-829, 2006.
31. R. Urtasun and P. Fua, "3D tracking for gait characterization and recognition," in Proc. 6th IEEE Int. Conf. Automatic Face and Gesture Recognition, 2004, pp. 17-22.
32. I. Bouchrika, M. Goffredo, J. N. Carter, and M. S. Nixon, "Advances in biometrics: Covariate analysis for view-point independent gait recognition," in Proc. 3rd Int. Conf. Advances in Biometrics, 2009, pp. 990-999.
33. U. Gopinathan, D. J. Brady, and N. P. Pitianis, "Coded aperture for efficient pyroelectric motion tracking," Opt. Exp., vol.11, no.18, pp. 2142-2152, Nov. 2003.
34. M. Shankar, J. Burchett, Q. Hao, B. D. Guenther, and D. J. Brady, "Human-tracking systems using pyroelectric detectors," Opt. Eng., vol.45, no.10, pp. 106 401(1)-106 401(10), Oct. 2006.
35. J.-S. Fang, Q. Hao, D. J. Brady, B. D. Guenther, J. Burchett, M. Shankar, N. Pitsianis, and K. Y. Hsu, "Path-dependent human identification using a pyroelectric infrared sensor and Fresnel lens arrays," Opt. Exp., vol.14, no.2, pp. 609-624, Jan. 2006.
36. J.-S. Fang, Q. Hao, D. J. Brady, B. D. Guenther, and K. Y. Hsu, "A pyroelectric infrared biometric system for real-time walker recognition by use of a maximum likelihood principal components estimation method," Opt. Exp., vol.15, no.6, pp. 3271-3284, Mar. 2007.
37. D. J. Brady, "Multiplex sensors and the constant radiance theorem," Opt. Lett., vol.27, no.1, pp. 16-18, Jan. 2002.
38. Y. Zheng, D. J. Brady,M. E. Sullivan, and B. D. Guenther, "Fiber-optic localization by geometric space coding with a two-dimensional gray code," Appl. Opt., vol.44, no.20, pp. 4306-4314, Jul. 2005.
39. Y. Zheng, N. P. Pitsianis, and D. J. Brady, "Nonadaptive group testing based fiber sensor deployment for multi-person tracking," IEEE Sensors J., vol.6, no.2, Apr. 2006.
40. "Information technology-Biometrics-Multimodal and other multibiometric fusion," ISO/IEC TR 24722 2007.
41. Q. Hao, "Mulitple Human Tracking and Identification With Pyroelectric Sensors" Ph.D. dissertation, Duke Univ., Durham, NC, May 2006 [Online]. Available: http://www.ee.duke.edu/∼qh/
42. M. J. Beal, "Variational Algorithms for Approximate Bayesian Inference," Ph.D. dissertation, Univ. London, London, U.K., May 2003.
43. P. Willett, Y. Ruan, and R. Streit, "PMHT: Problems and solutions," IEEE Trans. Aerosp. Electron. Syst., vol.38, no.3, pp. 738-754, Jul. 2002.
44. L. R. Rabiner, "A tutorial on hidden markov models and selected applications in speech recognition," Proc. IEEE, vol.77, no.2, pp. 257-286, Feb. 1989.
45. J. S. Yedidia, W. T. Freeman, and Y.Weiss, "Constructing free-energy approximation and generalized belief propagation algorithms," IEEE Trans. Inform. Theory, vol.51, no.7, pp. 2282-2312, Jul. 2002.
46. J. B. Predd, S. R. Kularni, and H. V. Poor, "Distributed learning in wireless sensor networks," IEEE Signal Process. Mag., vol.23, no.3, pp. 822-833, Jun. 2006.
47. D. J. Brady, N. P. Pitsianis, and X. Sun, "Reference structure tomography," J. Opt. Soc. Amer. A, vol.21, no.7, pp. 16-18, Jul. 2004.
48. R. G. Baraniuk, "Compressive sensing," IEEE Signal Process. Mag., vol.24, no.4, pp. 118-124, Jul. 2007.
49. M. Harwit and N. J. A. Soane, Hadamard Transform Optics. Reading, NY: Academic, 1979.
50. A. Busboom, H. D. Schotten, and H. Elders-Boll, "Coded aperture imaging with multiple measurements," J. Opt. Soc. Amer. A, vol.14, no.5, pp. 1058-1065, May 1997.