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Volumn 58, Issue 5, 2009, Pages 1797-1809

An object-tracking algorithm based on multiple-model particle filtering with state partitioning

Author keywords

Multiple dynamic models; Particle filtering (PF); Surveillance systems; Visual target tracking

Indexed keywords

COMPLEX MOTIONS; EXTENSIVE TESTING; FINITE SETS; HUMAN SUBJECTS; JUMP MARKOV PROCESS; MODEL ASSUMPTIONS; MULTIPLE DYNAMIC MODELS; MULTIPLE MODELS; NEW DESIGNS; OBJECT-TRACKING; PARTICLE FILTERING (PF); PARTICLE FILTERS; PARTITIONING TECHNIQUES; PROPOSAL DISTRIBUTIONS; SURVEILLANCE SYSTEMS; SWITCHING PROCESS; TRACKING ALGORITHMS; VISUAL TARGET TRACKING;

EID: 67349194938     PISSN: 00189456     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIM.2009.2014511     Document Type: Conference Paper
Times cited : (51)

References (46)
  • 2
    • 0011245078 scopus 로고    scopus 로고
    • Design, analysis, and engineering of video monitoring systems: An approach and a case study
    • Oct
    • M. Greiffenhagen, D. Comaniciu, H. Niemann, and V. Ramesh, "Design, analysis, and engineering of video monitoring systems: An approach and a case study," Proc. IEEE, vol. 89, no. 10, pp. 1498-1517, Oct. 2001.
    • (2001) Proc. IEEE , vol.89 , Issue.10 , pp. 1498-1517
    • Greiffenhagen, M.1    Comaniciu, D.2    Niemann, H.3    Ramesh, V.4
  • 4
    • 13344250690 scopus 로고    scopus 로고
    • Data fusion for visual tracking with particles
    • Mar
    • P. Perez, J. Vermaak, and A. Blake, "Data fusion for visual tracking with particles," Proc. IEEE, vol. 92, no. 3, pp. 495-513, Mar. 2004.
    • (2004) Proc. IEEE , vol.92 , Issue.3 , pp. 495-513
    • Perez, P.1    Vermaak, J.2    Blake, A.3
  • 5
    • 0033640753 scopus 로고    scopus 로고
    • Looking at people: Sensing for ubiquitous and wearable computing
    • Jan
    • A. Pentland, "Looking at people: Sensing for ubiquitous and wearable computing," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 1, pp. 107-119, Jan. 2000.
    • (2000) IEEE Trans. Pattern Anal. Mach. Intell , vol.22 , Issue.1 , pp. 107-119
    • Pentland, A.1
  • 6
    • 0035401515 scopus 로고    scopus 로고
    • Multiframe detector/tracker: Optimal performance
    • Jul
    • M. Bruno and J. Moura, "Multiframe detector/tracker: Optimal performance," IEEE Trans. Aerosp. Electron. Syst., vol. 37, no. 3, pp. 925-945, Jul. 2001.
    • (2001) IEEE Trans. Aerosp. Electron. Syst , vol.37 , Issue.3 , pp. 925-945
    • Bruno, M.1    Moura, J.2
  • 7
    • 31144443733 scopus 로고    scopus 로고
    • Target tracking in infrared imagery using weighted composite reference function-based decision fusion
    • Feb
    • A. Dawoud, M. Alam, A. Bal, and C. Loo, "Target tracking in infrared imagery using weighted composite reference function-based decision fusion," IEEE Trans. Image Process., vol. 15, no. 2, pp. 404-410, Feb. 2006.
    • (2006) IEEE Trans. Image Process , vol.15 , Issue.2 , pp. 404-410
    • Dawoud, A.1    Alam, M.2    Bal, A.3    Loo, C.4
  • 8
    • 0033709161 scopus 로고    scopus 로고
    • Geodesic active contours and level sets for the detection and tracking of moving objects
    • Mar
    • N. Paragios and R. Deriche, "Geodesic active contours and level sets for the detection and tracking of moving objects," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 3, pp. 266-280, Mar. 2000.
    • (2000) IEEE Trans. Pattern Anal. Mach. Intell , vol.22 , Issue.3 , pp. 266-280
    • Paragios, N.1    Deriche, R.2
  • 11
    • 0036475447 scopus 로고    scopus 로고
    • A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking
    • Feb
    • M. Arulampalam, S.Maskell, N. Gordon, and T. Clapp, "A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking," IEEE Trans. Signal Process., vol. 50, no. 2, pp. 174-188, Feb. 2002.
    • (2002) IEEE Trans. Signal Process , vol.50 , Issue.2 , pp. 174-188
    • Arulampalam, M.1    Maskell, S.2    Gordon, N.3    Clapp, T.4
  • 14
    • 84957604139 scopus 로고    scopus 로고
    • Visual tracking by stochastic propagation of conditional density
    • Apr
    • M. Isard and A. Blake, "Visual tracking by stochastic propagation of conditional density," in Proc. 4th Eur. Conf. Comput. Vis., Apr. 1996, pp. 343-356.
    • (1996) Proc. 4th Eur. Conf. Comput. Vis , pp. 343-356
    • Isard, M.1    Blake, A.2
  • 15
    • 0035691549 scopus 로고    scopus 로고
    • Better proposal distributions: Objects tracking using unscented particle filter
    • Dec
    • Y. Rui and Y. Chen, "Better proposal distributions: Objects tracking using unscented particle filter," in Proc. IEEE Conf. Comput. Vis. Pattern Recog., Dec. 2001, pp. 786-793.
    • (2001) Proc. IEEE Conf. Comput. Vis. Pattern Recog , pp. 786-793
    • Rui, Y.1    Chen, Y.2
  • 16
    • 3142675840 scopus 로고    scopus 로고
    • Bayesian methods for multiaspect target tracking in image sequences
    • Jul
    • M. Bruno, "Bayesian methods for multiaspect target tracking in image sequences," IEEE Trans. Signal Process., vol. 52, no. 7, pp. 1848-1861, Jul. 2004.
    • (2004) IEEE Trans. Signal Process , vol.52 , Issue.7 , pp. 1848-1861
    • Bruno, M.1
  • 17
    • 78649851626 scopus 로고    scopus 로고
    • Visual target tracking using improved and computationally efficient particle filtering
    • Oct
    • Y. Zhai, M. Yeary, J. Noyer, J. Havlicek, S. Nemati, and P. Lavin, "Visual target tracking using improved and computationally efficient particle filtering," in Proc. IEEE Conf. Image Process., Oct. 2006, pp. 1757-1760.
    • (2006) Proc. IEEE Conf. Image Process , pp. 1757-1760
    • Zhai, Y.1    Yeary, M.2    Noyer, J.3    Havlicek, J.4    Nemati, S.5    Lavin, P.6
  • 18
    • 51349114606 scopus 로고    scopus 로고
    • An intelligent video surveillance system based on multiple model particle filtering
    • May
    • Y. Zhai and M. Yeary, "An intelligent video surveillance system based on multiple model particle filtering," in Proc. IEEE Int. Instrum. Meas. Technol. Conf., May 2008, pp. 254-258.
    • (2008) Proc. IEEE Int. Instrum. Meas. Technol. Conf , pp. 254-258
    • Zhai, Y.1    Yeary, M.2
  • 19
    • 67349197050 scopus 로고    scopus 로고
    • N. Kehtarnavaz and M. Gamadia, Real-Time Image and Video Processing: From Research to Reality. San Rafael, CA: Morgan & Claypool, 2006.
    • N. Kehtarnavaz and M. Gamadia, Real-Time Image and Video Processing: From Research to Reality. San Rafael, CA: Morgan & Claypool, 2006.
  • 20
    • 33646785076 scopus 로고    scopus 로고
    • An online motion-based particle filter for head tracking applications
    • Mar
    • N. Bouaynaya, Q. Wei, and D. Schonfeld, "An online motion-based particle filter for head tracking applications," in Proc. IEEE ICASSP, Mar. 2005, vol. 2, pp. 225-228.
    • (2005) Proc. IEEE ICASSP , vol.2 , pp. 225-228
    • Bouaynaya, N.1    Wei, Q.2    Schonfeld, D.3
  • 22
    • 33749866725 scopus 로고    scopus 로고
    • On appearance based face and facial action tracking
    • Sep
    • F. Dornaika and F. Davoine, "On appearance based face and facial action tracking," IEEE Trans. Circuits Syst. Video Technol., vol. 16, no. 9, pp. 1107-1124, Sep. 2006.
    • (2006) IEEE Trans. Circuits Syst. Video Technol , vol.16 , Issue.9 , pp. 1107-1124
    • Dornaika, F.1    Davoine, F.2
  • 23
    • 13344250690 scopus 로고    scopus 로고
    • Data fusion for visual tracking with particles
    • Mar
    • P. Pérez, J. Vermaak, and A. Blake, "Data fusion for visual tracking with particles," Proc. IEEE, vol. 92, no. 3, pp. 495-513, Mar. 2004.
    • (2004) Proc. IEEE , vol.92 , Issue.3 , pp. 495-513
    • Pérez, P.1    Vermaak, J.2    Blake, A.3
  • 24
    • 7444266896 scopus 로고    scopus 로고
    • Visual tracking and recognition using appearance-adaptive models in particle filters
    • Nov
    • S. Zhou, R. Chellappa, and B. Moghaddam, "Visual tracking and recognition using appearance-adaptive models in particle filters," IEEE Trans. Image Process., vol. 13, no. 11, pp. 1491-1506, Nov. 2004.
    • (2004) IEEE Trans. Image Process , vol.13 , Issue.11 , pp. 1491-1506
    • Zhou, S.1    Chellappa, R.2    Moghaddam, B.3
  • 25
    • 0032097819 scopus 로고    scopus 로고
    • A new class of efficient adaptive nonlinear filters (ANLF)
    • Jun
    • D. Lainiotis and P. Papaparaskeva, "A new class of efficient adaptive nonlinear filters (ANLF)," IEEE Trans. Signal Process., vol. 46, no. 6, pp. 1730-1737, Jun. 1998.
    • (1998) IEEE Trans. Signal Process , vol.46 , Issue.6 , pp. 1730-1737
    • Lainiotis, D.1    Papaparaskeva, P.2
  • 26
    • 0032655846 scopus 로고    scopus 로고
    • Efficient algorithms of clustering adaptive nonlinear filters
    • Jul
    • D. Lainiotis and P. Papaparaskeva, "Efficient algorithms of clustering adaptive nonlinear filters," IEEE Trans. Autom. Control, vol. 44, no. 7, pp. 1454-1459, Jul. 1999.
    • (1999) IEEE Trans. Autom. Control , vol.44 , Issue.7 , pp. 1454-1459
    • Lainiotis, D.1    Papaparaskeva, P.2
  • 27
    • 33749264064 scopus 로고    scopus 로고
    • Visual tracking using sequential importance sampling with a state partition technique
    • Sep
    • Y. Zhai, M. Yeary, J. Havlicek, J. Noyer, and P. Lanvin, "Visual tracking using sequential importance sampling with a state partition technique," in Proc. IEEE Conf. Image Process., Sep. 2005, vol. 3, pp. 876-879. 3.
    • (2005) Proc. IEEE Conf. Image Process , vol.3
    • Zhai, Y.1    Yeary, M.2    Havlicek, J.3    Noyer, J.4    Lanvin, P.5
  • 30
    • 67349199443 scopus 로고    scopus 로고
    • Interacting multiple model particle-type filtering approaches to ground target tracking
    • Jul
    • R. Guo, Z. Qin, X. Li, and J. Chen, "Interacting multiple model particle-type filtering approaches to ground target tracking," J. Comput., vol. 3, no. 7, pp. 23-30, Jul. 2008.
    • (2008) J. Comput , vol.3 , Issue.7 , pp. 23-30
    • Guo, R.1    Qin, Z.2    Li, X.3    Chen, J.4
  • 31
    • 24944534518 scopus 로고    scopus 로고
    • Multiple model nonlinear filtering for low signal ground target applications
    • Apr
    • K. Kastella and C. Kreucher, "Multiple model nonlinear filtering for low signal ground target applications," IEEE Trans. Aerosp. Electron. Syst., vol. 41, no. 2, pp. 549-564, Apr. 2005.
    • (2005) IEEE Trans. Aerosp. Electron. Syst , vol.41 , Issue.2 , pp. 549-564
    • Kastella, K.1    Kreucher, C.2
  • 32
    • 0031647084 scopus 로고    scopus 로고
    • Interacting multiple model methods in target tracking: A survey
    • Jan
    • E. Mazor, A. Averbuch, Y. Bar-Shalom, and J. Dayan, "Interacting multiple model methods in target tracking: A survey," IEEE Trans. Aerosp. Electron. Syst., vol. 34, no. 1, pp. 103-123, Jan. 1998.
    • (1998) IEEE Trans. Aerosp. Electron. Syst , vol.34 , Issue.1 , pp. 103-123
    • Mazor, E.1    Averbuch, A.2    Bar-Shalom, Y.3    Dayan, J.4
  • 33
    • 27844589935 scopus 로고    scopus 로고
    • IMM estimator versus optimal estimator for hybrid systems
    • Jul
    • Y. Bar-Shalom, S. Challa, and H. Blom, "IMM estimator versus optimal estimator for hybrid systems," IEEE Trans. Aerosp. Electron. Syst. vol. 41, no. 3, pp. 986-991, Jul. 2005.
    • (2005) IEEE Trans. Aerosp. Electron. Syst , vol.41 , Issue.3 , pp. 986-991
    • Bar-Shalom, Y.1    Challa, S.2    Blom, H.3
  • 34
    • 21844453285 scopus 로고    scopus 로고
    • Multiple model bootstrap filter for maneuvering target tracking
    • Jul
    • S. McGinnity and G. Irwin, "Multiple model bootstrap filter for maneuvering target tracking," IEEE Trans. Aerosp. Electron. Syst. vol. 36, no. 3, pp. 1006-1012, Jul. 2000.
    • (2000) IEEE Trans. Aerosp. Electron. Syst , vol.36 , Issue.3 , pp. 1006-1012
    • McGinnity, S.1    Irwin, G.2
  • 35
    • 52649161308 scopus 로고    scopus 로고
    • A new centralized sensor fusion-tracking methodology based on particle filtering for power-aware systems
    • Oct
    • Y. Zhai, M. Yeary, J. Havlicek, and G. Fan, "A new centralized sensor fusion-tracking methodology based on particle filtering for power-aware systems," IEEE Trans. Instrum. Meas., vol. 57, no. 10, pp. 2377-2387, Oct. 2008.
    • (2008) IEEE Trans. Instrum. Meas , vol.57 , Issue.10 , pp. 2377-2387
    • Zhai, Y.1    Yeary, M.2    Havlicek, J.3    Fan, G.4
  • 36
    • 34548186593 scopus 로고    scopus 로고
    • Joint particle filtering of multiple maneuvering targets from unassociated measurements
    • Jul
    • H. Blom and E. Bloem, "Joint particle filtering of multiple maneuvering targets from unassociated measurements," J. Adv. Inf. Fusion, vol. 1, no. 1, pp. 15-33, Jul. 2006.
    • (2006) J. Adv. Inf. Fusion , vol.1 , Issue.1 , pp. 15-33
    • Blom, H.1    Bloem, E.2
  • 37
    • 1642354326 scopus 로고    scopus 로고
    • Survey of maneuvering target tracking - Part I: Dynamic models
    • Oct
    • X. Li and V. Jilkov, "Survey of maneuvering target tracking - Part I: Dynamic models," IEEE Trans. Aerosp. Electron. Syst., vol. 39, no. 4, pp. 1333-1364, Oct. 2003.
    • (2003) IEEE Trans. Aerosp. Electron. Syst , vol.39 , Issue.4 , pp. 1333-1364
    • Li, X.1    Jilkov, V.2
  • 38
    • 27544508858 scopus 로고    scopus 로고
    • Survey of maneuvering target tracking - Part V: Multiple-model methods
    • Oct
    • X. Li and V. Jilkov, "Survey of maneuvering target tracking - Part V: Multiple-model methods," IEEE Trans. Aerosp. Electron. Syst., vol. 41, no. 4, pp. 1255-1321, Oct. 2005.
    • (2005) IEEE Trans. Aerosp. Electron. Syst , vol.41 , Issue.4 , pp. 1255-1321
    • Li, X.1    Jilkov, V.2
  • 39
    • 11844304171 scopus 로고    scopus 로고
    • Bearings-only tracking of maneuvering targets using particle filters
    • Jan
    • M. Sanjeev Arulampalam, B. Ristic, N. Gordon, and T. Mansell, "Bearings-only tracking of maneuvering targets using particle filters," EURASIP J. Appl. Signal Process., vol. 2004, no. 1, pp. 2351-2365, Jan. 2004.
    • (2004) EURASIP J. Appl. Signal Process , vol.2004 , Issue.1 , pp. 2351-2365
    • Sanjeev Arulampalam, M.1    Ristic, B.2    Gordon, N.3    Mansell, T.4
  • 40
    • 0032309419 scopus 로고    scopus 로고
    • A mixed-state condensation tracker with automatic model-switching
    • Jan
    • M. Isard and A. Blake, "A mixed-state condensation tracker with automatic model-switching," in Proc. 6th Int. Conf. Comput. Vis., Jan. 1998, pp. 107-112.
    • (1998) Proc. 6th Int. Conf. Comput. Vis , pp. 107-112
    • Isard, M.1    Blake, A.2
  • 41
    • 11844302910 scopus 로고    scopus 로고
    • Resampling algorithms for particle filters: A computational complexity perspective
    • M. Bolić, P. Djurić, and S. Hong, "Resampling algorithms for particle filters: A computational complexity perspective," EURASIP J. Appl. Signal Process., vol. 2004, no. 15, pp. 2267-2277, 2004.
    • (2004) EURASIP J. Appl. Signal Process , vol.2004 , Issue.15 , pp. 2267-2277
    • Bolić, M.1    Djurić, P.2    Hong, S.3
  • 42
    • 7544236843 scopus 로고    scopus 로고
    • Multiuser detection in CDMA - A comparison of relaxations, exact, and heuristic search methods
    • Sep
    • P. Tan and L. Rasmussen, "Multiuser detection in CDMA - A comparison of relaxations, exact, and heuristic search methods," IEEE Trans. Wireless Commun., vol. 3, no. 5, pp. 1802-1809, Sep. 2004.
    • (2004) IEEE Trans. Wireless Commun , vol.3 , Issue.5 , pp. 1802-1809
    • Tan, P.1    Rasmussen, L.2
  • 43
    • 67349125680 scopus 로고    scopus 로고
    • M. Zaveri, S. Merchant, and U. Desai, Interacting multiple-model-based tracking of multiple point targets using an expectation maximization algorithm in an infrared image sequence, Proc. SPIE, 44, no. 1, pp. 016 402-1-016 402-17, Jan. 2005.
    • M. Zaveri, S. Merchant, and U. Desai, "Interacting multiple-model-based tracking of multiple point targets using an expectation maximization algorithm in an infrared image sequence," Proc. SPIE, vol. 44, no. 1, pp. 016 402-1-016 402-17, Jan. 2005.
  • 45
    • 33745859744 scopus 로고    scopus 로고
    • Effective appearance model and similarity measure for particle filtering and visual tracking
    • May
    • H. Wang, D. Suter, and K. Schindler, "Effective appearance model and similarity measure for particle filtering and visual tracking," in Proc. 9th Eur. Conf. Comput. Vis., May 2006, pp. 606-618.
    • (2006) Proc. 9th Eur. Conf. Comput. Vis , pp. 606-618
    • Wang, H.1    Suter, D.2    Schindler, K.3
  • 46
    • 35348840225 scopus 로고    scopus 로고
    • Adaptive tracking of non-rigid objects based on color histograms and automatic parameter selection
    • Jan
    • A. Jacquot, P. Sturm, and O. Ruch, "Adaptive tracking of non-rigid objects based on color histograms and automatic parameter selection," in Proc. IEEE Workshop Motion Video Comput., Jan. 2005, vol. 2, pp. 103-109.
    • (2005) Proc. IEEE Workshop Motion Video Comput , vol.2 , pp. 103-109
    • Jacquot, A.1    Sturm, P.2    Ruch, O.3


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