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Volumn 55, Issue 5 I, 2007, Pages 1589-1604

A Bayesian approach to multiple target detection and tracking

Author keywords

Bayes' procedures; Object detection and tracking; Particle filters

Indexed keywords

APPROXIMATION THEORY; BAYESIAN NETWORKS; COMPUTER SIMULATION; PROBABILITY DENSITY FUNCTION; SIGNAL PROCESSING;

EID: 34247863674     PISSN: 1053587X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSP.2006.889470     Document Type: Article
Times cited : (164)

References (38)
  • 4
    • 0021786682 scopus 로고
    • Dynamic programming solution for detecting dim moving targets
    • Y. Barniv, "Dynamic programming solution for detecting dim moving targets," IEEE Trans. Aerosp. Electron. Syst., vol. 21, no. 1, pp. 144-156, 1985.
    • (1985) IEEE Trans. Aerosp. Electron. Syst , vol.21 , Issue.1 , pp. 144-156
    • Barniv, Y.1
  • 5
    • 0032118370 scopus 로고    scopus 로고
    • Maximum likelihood track-before-detect with fluctuating target amplitude
    • S. Tonissen and Y. Bar-Shalom, "Maximum likelihood track-before-detect with fluctuating target amplitude," IEEE Trans. Aerosp. Electron. Syst., vol. 34, no. 3, pp. 796-809, 1998.
    • (1998) IEEE Trans. Aerosp. Electron. Syst , vol.34 , Issue.3 , pp. 796-809
    • Tonissen, S.1    Bar-Shalom, Y.2
  • 7
    • 0029405830 scopus 로고
    • Conditional mean estimation via jump-diffusion processes in multiple target tracking/ recognition
    • Nov
    • M. I. Miller, A. Srivastava, and U. Grenander, "Conditional mean estimation via jump-diffusion processes in multiple target tracking/ recognition," IEEE Trans. Signal Process., vol. 43, no. 11, pp. 2678-2690, Nov. 1995.
    • (1995) IEEE Trans. Signal Process , vol.43 , Issue.11 , pp. 2678-2690
    • Miller, M.I.1    Srivastava, A.2    Grenander, U.3
  • 8
    • 0029325688 scopus 로고
    • Event averaged maximum likelihood estimation and mean-field theory in multitarget tracking
    • K. Kastella, "Event averaged maximum likelihood estimation and mean-field theory in multitarget tracking," IEEE Trans. Autom. Control, vol. 50, no. 6, pp. 1070-1073, 1995.
    • (1995) IEEE Trans. Autom. Control , vol.50 , Issue.6 , pp. 1070-1073
    • Kastella, K.1
  • 9
    • 1442338380 scopus 로고    scopus 로고
    • Statistics 101' for multisensor, multitarget fusion
    • R. Mahler, "'Statistics 101' for multisensor, multitarget fusion," IEEE Aerosp. Electron. Syst. Mag., vol. 19, no. 1, pp. 53-64, 2004.
    • (2004) IEEE Aerosp. Electron. Syst. Mag , vol.19 , Issue.1 , pp. 53-64
    • Mahler, R.1
  • 10
    • 58749104124 scopus 로고
    • A maximum likelihood estimator for report-to-track association
    • K. Kastella, "A maximum likelihood estimator for report-to-track association," in Proc. SPIE, 1993, vol. 1954, pp. 386-393.
    • (1993) Proc. SPIE , vol.1954 , pp. 386-393
    • Kastella, K.1
  • 11
    • 0032325680 scopus 로고    scopus 로고
    • A practical implementation of joint multitarget probabilities
    • S. Musick, K. Kastella, and R. Mahler, "A practical implementation of joint multitarget probabilities," in Proc. SPIE, 1998, vol. 3374, pp. 26-37.
    • (1998) Proc. SPIE , vol.3374 , pp. 26-37
    • Musick, S.1    Kastella, K.2    Mahler, R.3
  • 12
    • 0026835810 scopus 로고
    • Multiple target tracking based on symmetric measurement functions
    • E. W. Kamen, "Multiple target tracking based on symmetric measurement functions," IEEE Trans. Autom. Control, vol. 37, no. 3, pp. 371-374, 1992.
    • (1992) IEEE Trans. Autom. Control , vol.37 , Issue.3 , pp. 371-374
    • Kamen, E.W.1
  • 13
    • 0022723742 scopus 로고
    • Tracking and classifying multiple targets without a priori identification
    • S. Mori, C.-Y. Chong, E. Tse, and R. Wishner, "Tracking and classifying multiple targets without a priori identification," IEEE Trans. Autom. Control, vol. 31, no. 5, pp. 401-409, 1986.
    • (1986) IEEE Trans. Autom. Control , vol.31 , Issue.5 , pp. 401-409
    • Mori, S.1    Chong, C.-Y.2    Tse, E.3    Wishner, R.4
  • 14
    • 0026185560 scopus 로고
    • Tracking of crossing targets with imaging sensors
    • H. M. Shertukde and Y. Bar-Shalom, "Tracking of crossing targets with imaging sensors," IEEE Trans. Aerosp. Electron. Syst., vol. 27, no. 4, pp. 582-592, 1991.
    • (1991) IEEE Trans. Aerosp. Electron. Syst , vol.27 , Issue.4 , pp. 582-592
    • Shertukde, H.M.1    Bar-Shalom, Y.2
  • 15
    • 0001014353 scopus 로고    scopus 로고
    • Discrimination gain for sensor management in multitarget detection and tracking
    • Lille, France
    • K. Kastella, "Discrimination gain for sensor management in multitarget detection and tracking," in Proc. IMACS Conf. Computational Engineering Systems Applications, Lille, France, 1996, pp. 167-172.
    • (1996) Proc. IMACS Conf. Computational Engineering Systems Applications , pp. 167-172
    • Kastella, K.1
  • 16
    • 1842789018 scopus 로고    scopus 로고
    • Tracking multiple targets using a particle filter representation of the joint mulitarget proabbility density
    • C. M. Kreucher, K. Kastella, and A. O. Hero, "Tracking multiple targets using a particle filter representation of the joint mulitarget proabbility density," in Proc. SPIE Conf. Signal Data Processing of Small Targets, 2003, pp. 258-269.
    • (2003) Proc. SPIE Conf. Signal Data Processing of Small Targets , pp. 258-269
    • Kreucher, C.M.1    Kastella, K.2    Hero, A.O.3
  • 17
    • 34247897720 scopus 로고    scopus 로고
    • Multitarget tracking using a particle filter representation of the joint multitarget probability density
    • accepted for publication
    • C. Kreucher, K. Kastella, and A. Hero, "Multitarget tracking using a particle filter representation of the joint multitarget probability density," IEEE Trans. Aerosp. Electron. Syst., accepted for publication.
    • IEEE Trans. Aerosp. Electron. Syst
    • Kreucher, C.1    Kastella, K.2    Hero, A.3
  • 18
    • 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
  • 19
    • 0003665481 scopus 로고    scopus 로고
    • A. Doucet, N. de Freitas, and N. Gordon, Eds, New York: Springer-Verlag
    • A. Doucet, N. de Freitas, and N. Gordon, Eds., Sequential Monte Carlo Methods in Practice. New York: Springer-Verlag, 2001.
    • (2001) Sequential Monte Carlo Methods in Practice
  • 21
    • 6344276484 scopus 로고    scopus 로고
    • Multitarget particle filter track before detect application
    • Y. Boers and J. Driessen, "Multitarget particle filter track before detect application," Proc. Inst. Elect. Eng. - Radar, Sonar, Navigation, vol. 151, no. 6, pp. 351-357, 2004.
    • (2004) Proc. Inst. Elect. Eng. - Radar, Sonar, Navigation , vol.151 , Issue.6 , pp. 351-357
    • Boers, Y.1    Driessen, J.2
  • 22
    • 0001460136 scopus 로고    scopus 로고
    • On sequential Monte Carlo sampling methods for Bayesian filtering
    • A. Doucet, S. Godsill, and C. Andrieu, "On sequential Monte Carlo sampling methods for Bayesian filtering," Stat. Comput., vol. 10, pp. 197-208, 2000.
    • (2000) Stat. Comput , vol.10 , pp. 197-208
    • Doucet, A.1    Godsill, S.2    Andrieu, C.3
  • 24
    • 0036475204 scopus 로고    scopus 로고
    • A Bayesian approach to tracking multiple targets using sensor arrays and particle filters
    • Feb
    • 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.
    • (2002) IEEE Trans. Signal Process , vol.50 , Issue.2 , pp. 216-223
    • Orton, M.1    Fitzgerald, W.2
  • 25
    • 0002205556 scopus 로고    scopus 로고
    • Rao-Blackwellisation of sampling schemes
    • G. Casella and C. Robert, "Rao-Blackwellisation of sampling schemes," Biometrika, vol. 83, no. 1, pp. 81-94, 1996.
    • (1996) Biometrika , vol.83 , Issue.1 , pp. 81-94
    • Casella, G.1    Robert, C.2
  • 26
    • 84919893179 scopus 로고    scopus 로고
    • Multiple model particle filtering for multitarget tracking
    • presented at the, Lexington, MA, Mar. 16-18
    • C. Kreucher, A. Hero, and K. Kastella, "Multiple model particle filtering for multitarget tracking," presented at the Conf. Adaptive Sensor Array Processing, Lexington, MA, Mar. 16-18, 2004.
    • (2004) Conf. Adaptive Sensor Array Processing
    • Kreucher, C.1    Hero, A.2    Kastella, K.3
  • 27
    • 18844391259 scopus 로고    scopus 로고
    • Manoeuvring target tracking in clutter using particle filters
    • M. Morelande and S. Challa, "Manoeuvring target tracking in clutter using particle filters," IEEE Trans. Aerosp. Electron. Syst., vol. 41, no. 1, pp. 252-270, 2005.
    • (2005) IEEE Trans. Aerosp. Electron. Syst , vol.41 , Issue.1 , pp. 252-270
    • Morelande, M.1    Challa, S.2
  • 28
    • 34247889028 scopus 로고    scopus 로고
    • G. Stimson, Introduction to Airborne Radar, 2nd ed. Mendham, NJ: SciTech Publishing, 1998.
    • G. Stimson, Introduction to Airborne Radar, 2nd ed. Mendham, NJ: SciTech Publishing, 1998.
  • 29
    • 0032046086 scopus 로고    scopus 로고
    • Unresolved Rayleigh target detection using monopulse measurements
    • W. Blair and M. Brandt-Pearce, "Unresolved Rayleigh target detection using monopulse measurements," IEEE Trans. Aerosp. Electron. Syst. vol. 34, no. 2, pp. 543-552, 1998.
    • (1998) IEEE Trans. Aerosp. Electron. Syst , vol.34 , Issue.2 , pp. 543-552
    • Blair, W.1    Brandt-Pearce, M.2
  • 30
    • 0033318523 scopus 로고    scopus 로고
    • Performance of distributed CFAR test under various clutter amplitudes
    • C. Gowda and R. Viswanatha, "Performance of distributed CFAR test under various clutter amplitudes," IEEE Trans. Aerosp. Electron. Syst., vol. 35, no. 4, pp. 1410-1419, 1999.
    • (1999) IEEE Trans. Aerosp. Electron. Syst , vol.35 , Issue.4 , pp. 1410-1419
    • Gowda, C.1    Viswanatha, R.2
  • 31
    • 13444256399 scopus 로고    scopus 로고
    • Sensor management using an active sensing approach
    • C. Kreucher, K. Kastella, and A. Hero, "Sensor management using an active sensing approach," Signal Process., vol. 85, no. 3, pp. 607-624, 2005.
    • (2005) Signal Process , vol.85 , Issue.3 , pp. 607-624
    • Kreucher, C.1    Kastella, K.2    Hero, A.3
  • 32
    • 0036504051 scopus 로고    scopus 로고
    • A survey of convergence results on particle filtering methods for practitioners
    • Mar
    • D. Crisan and A. Doucet, "A survey of convergence results on particle filtering methods for practitioners," IEEE Trans. Signal Process. vol. 50, no. 3, pp. 736-746, Mar. 2002.
    • (2002) IEEE Trans. Signal Process , vol.50 , Issue.3 , pp. 736-746
    • Crisan, D.1    Doucet, A.2
  • 33
    • 0027580559 scopus 로고
    • Novel approach to nonlinear/ non-Gaussian Bayesian state estimation
    • N. Gordon, D. Salmond, and A. Smith, "Novel approach to nonlinear/ non-Gaussian Bayesian state estimation," Proc. Inst. Elect. Eng. - F vol. 140, no. 2, pp. 107-113, 1993.
    • (1993) Proc. Inst. Elect. Eng. - F , vol.140 , Issue.2 , pp. 107-113
    • Gordon, N.1    Salmond, D.2    Smith, A.3
  • 34
    • 0035266886 scopus 로고    scopus 로고
    • Particle filters for state estimation of jump Markov linear systems
    • Mar
    • A. Doucet, N. Gordon, and V. Krishnamurthy, "Particle filters for state estimation of jump Markov linear systems," IEEE Trans. Signal Process., vol. 49, no. 3, pp. 613-624, Mar. 2001.
    • (2001) IEEE Trans. Signal Process , vol.49 , Issue.3 , pp. 613-624
    • Doucet, A.1    Gordon, N.2    Krishnamurthy, V.3
  • 36
    • 1542427941 scopus 로고    scopus 로고
    • Filtering via simulation: Auxiliary particle filters
    • M. Pitt and N. Shephard, "Filtering via simulation: Auxiliary particle filters," J. Amer. Stat. Assoc., vol. 94, pp. 590-599, 1999.
    • (1999) J. Amer. Stat. Assoc , vol.94 , pp. 590-599
    • Pitt, M.1    Shephard, N.2
  • 37
    • 0343620658 scopus 로고
    • Monte Carlo integration via importance sampling: Dimensionality effect and an adaptive algorithm
    • M.-S. Oh, "Monte Carlo integration via importance sampling: Dimensionality effect and an adaptive algorithm," Contemp. Math., vol. 115, pp. 165-187, 1991.
    • (1991) Contemp. Math , vol.115 , pp. 165-187
    • Oh, M.-S.1
  • 38
    • 30844466172 scopus 로고    scopus 로고
    • A study of factors affecting multiple target tracking with a pixelised sensor
    • presented at the, San Diego, CA, Aug. 2-4
    • M. Morelande, C. Kreucher, and K. Kastella, "A study of factors affecting multiple target tracking with a pixelised sensor," presented at the SPIE Conf. Signal Data Processing of Small Targets, San Diego, CA, Aug. 2-4, 2005.
    • (2005) SPIE Conf. Signal Data Processing of Small Targets
    • Morelande, M.1    Kreucher, C.2    Kastella, K.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.