메뉴 건너뛰기




Volumn 43, Issue 1, 2013, Pages 77-89

Incremental learning for video-based gait recognition with LBP flow

Author keywords

Gait recognition; Incremental learning; Individual hidden Markov model (HMM) (iHMM); Local binary pattern (LBP) flow

Indexed keywords

BACKGROUND SUBTRACTION; GAIT RECOGNITION; INCREMENTAL LEARNING; INDIVIDUAL HIDDEN MARKOV MODEL (HMM) (IHMM); INTELLIGENT VIDEO SURVEILLANCE; LOCAL BINARY PATTERNS; MULTI-FRAME DETECTION; VIDEO-SURVEILLANCE APPLICATIONS;

EID: 84885164659     PISSN: 21682267     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCB.2012.2199310     Document Type: Article
Times cited : (122)

References (53)
  • 3
    • 68149132426 scopus 로고    scopus 로고
    • A study on gait-based gender classification
    • Aug.
    • S. Yu, T. Tan, K. Huang, K. Jia, and X. Wu, "A study on gait-based gender classification," IEEE Trans. Image Process., vol. 18, no. 8, pp. 1905-1910, Aug. 2009.
    • (2009) IEEE Trans. Image Process. , vol.18 , Issue.8 , pp. 1905-1910
    • Yu, S.1    Tan, T.2    Huang, K.3    Jia, K.4    Wu, X.5
  • 4
    • 33745821718 scopus 로고    scopus 로고
    • Human detection using oriented histograms of flow and appearance
    • N. Dalal, B. Triggs, and C. Schmid, "Human detection using oriented histograms of flow and appearance," in Proc. Eur. Conf. Comput. Vis., May 2006, vol. 3952, pp. 428-441.
    • Proc. Eur. Conf. Comput. Vis., May 2006 , vol.3952 , pp. 428-441
    • Dalal, N.1    Triggs, B.2    Schmid, C.3
  • 8
    • 70450173435 scopus 로고    scopus 로고
    • Histograms of oriented optical flow and Binet-Cauchy kernels on nonlinear dynamical systems for the recognition of human actions
    • R. Chaudhry, A. Ravichandran, G. Hager, and R. Vidal, "Histograms of oriented optical flow and Binet-Cauchy kernels on nonlinear dynamical systems for the recognition of human actions," in Proc. IEEE Comput. Vis. Pattern Recog., Jun. 2009, vol. 1, pp. 1932-1939.
    • Proc. IEEE Comput. Vis. Pattern Recog., Jun. 2009 , vol.1 , pp. 1932-1939
    • Chaudhry, R.1    Ravichandran, A.2    Hager, G.3    Vidal, R.4
  • 9
    • 33646524955 scopus 로고    scopus 로고
    • Highly accurate optic flow computation with theoretically justified warping
    • Apr.
    • N. Papenberg, A. Bruhn, T. Brox, S. Didas, and J. Weickert, "Highly accurate optic flow computation with theoretically justified warping," Int. J. Comput. Vis., vol. 67, no. 2, pp. 141-158, Apr. 2006.
    • (2006) Int. J. Comput. Vis. , vol.67 , Issue.2 , pp. 141-158
    • Papenberg, N.1    Bruhn, A.2    Brox, T.3    Didas, S.4    Weickert, J.5
  • 11
    • 79551562584 scopus 로고    scopus 로고
    • Large displacement optical flow: Descriptor matching in variational motion estimation
    • Mar.
    • T. Brox and J. Malik, "Large displacement optical flow: Descriptor matching in variational motion estimation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 33, no. 3, pp. 500-513, Mar. 2011.
    • (2011) IEEE Trans. Pattern Anal. Mach. Intell. , vol.33 , Issue.3 , pp. 500-513
    • Brox, T.1    Malik, J.2
  • 12
    • 0002248235 scopus 로고    scopus 로고
    • Recognizing people by their gait: The shape of motion
    • J. Little and J. Boyd, "Recognizing people by their gait: The shape of motion," Videre: J. Comput. Vis. Res., vol. 1, no. 2, pp. 1-45, 1998.
    • (1998) Videre: J. Comput. Vis. Res. , vol.1 , Issue.2 , pp. 1-45
    • Little, J.1    Boyd, J.2
  • 13
    • 0032689316 scopus 로고    scopus 로고
    • Human gait recognition in canonical space using temporal templates
    • P. Huang, C. Harris, and M. Nixon., "Human gait recognition in canonical space using temporal templates," in Proc. Vis., Image, Signal Process., Aug. 1999, vol. 146, no. 2, pp. 93-100.
    • Proc. Vis., Image, Signal Process., Aug. 1999 , vol.146 , Issue.2 , pp. 93-100
    • Huang, P.1    Harris, C.2    Nixon, M.3
  • 15
    • 34147109171 scopus 로고    scopus 로고
    • A framework for evaluating the effect of view angle, clothing and carrying condition on gait recognition
    • S. Yu, D. Tan, and T. Tan, "A framework for evaluating the effect of view angle, clothing and carrying condition on gait recognition," in Proc. IEEE/IAPR Int. Conf. Pattern Recog., 2006, vol. 4, pp. 441-444.
    • Proc. IEEE/IAPR Int. Conf. Pattern Recog., 2006 , vol.4 , pp. 441-444
    • Yu, S.1    Tan, D.2    Tan, T.3
  • 16
    • 39749173057 scopus 로고    scopus 로고
    • Incremental learning for robust visual tracking
    • Nov.
    • D. A. Ross, J. Lim, and R.-S. Lin, "Incremental learning for robust visual tracking," Int. J. Comput. Vis., vol. 77, no. 1-3, pp. 125-141, Nov. 2008.
    • (2008) Int. J. Comput. Vis. , vol.77 , Issue.1-3 , pp. 125-141
    • Ross, D.A.1    Lim, J.2    Lin, R.-S.3
  • 17
    • 33645974840 scopus 로고    scopus 로고
    • Improved gait recognition by gait dynamics normalization
    • Jun.
    • 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.
    • (2006) IEEE Trans. Pattern Anal. Mach. Intell. , vol.28 , Issue.6 , pp. 863-876
    • Liu, Z.1    Sarkar, S.2
  • 19
    • 0346750541 scopus 로고    scopus 로고
    • Silhouette analysis-based gait recognition for human identification
    • Dec.
    • L. Wang, T. Tan, H. Ning, and W. Hu, "Silhouette analysis-based gait recognition for human identification," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 12, pp. 1505-1518, Dec. 2003.
    • (2003) IEEE Trans. Pattern Anal. Mach. Intell. , vol.25 , Issue.12 , pp. 1505-1518
    • Wang, L.1    Tan, T.2    Ning, H.3    Hu, W.4
  • 23
    • 0029669420 scopus 로고    scopus 로고
    • A comparative study of texture measures with classification based on feature distributions
    • Jan.
    • T. Ojala, M. Pietikinen, and D. Harwood, "A comparative study of texture measures with classification based on feature distributions," Pattern Recog., vol. 29, no. 1, pp. 51-59, Jan. 1996.
    • (1996) Pattern Recog. , vol.29 , Issue.1 , pp. 51-59
    • Ojala, T.1    Pietikinen, M.2    Harwood, D.3
  • 24
    • 33947167478 scopus 로고    scopus 로고
    • Face description with local binary patterns: Application to face recognition
    • Dec.
    • T. Ahonen, A. Hadid, and M. Pietikainen, "Face description with local binary patterns: Application to face recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 12, pp. 2037-2041, Dec. 2006.
    • (2006) IEEE Trans. Pattern Anal. Mach. Intell. , vol.28 , Issue.12 , pp. 2037-2041
    • Ahonen, T.1    Hadid, A.2    Pietikainen, M.3
  • 25
    • 0000817751 scopus 로고
    • Walking patterns of normal men
    • Mar.
    • M. P. Murray, A. B. Drought, and R. C. Kory, "Walking patterns of normal men," J. Bone Join Surg., vol. 46, no. 2, pp. 335-360, Mar. 1964.
    • (1964) J. Bone Join Surg. , vol.46 , Issue.2 , pp. 335-360
    • Murray, M.P.1    Drought, A.B.2    Kory, R.C.3
  • 26
    • 0014056079 scopus 로고
    • Gait as a total pattern of movement
    • Feb.
    • M. P. Murray, "Gait as a total pattern of movement," Amer. J. Phys. Med., vol. 46, no. 1, pp. 290-333, Feb. 1967.
    • (1967) Amer. J. Phys. Med. , vol.46 , Issue.1 , pp. 290-333
    • Murray, M.P.1
  • 27
    • 84881412556 scopus 로고
    • Vertebrate locomotion an introduction how does an animal's body move itself along?
    • M. Hildebrand, "Vertebrate locomotion an introduction how does an animal's body move itself along?" Bioscience, vol. 39, no. 39, pp. 764-765, 1989.
    • (1989) Bioscience , vol.39 , Issue.39 , pp. 764-765
    • Hildebrand, M.1
  • 28
    • 29344440545 scopus 로고    scopus 로고
    • Incremental estimation of discrete hidden Markov models based on a new backward procedure
    • G. Florez-Larrahondo, S. Bridges, and E. A. Hansen, "Incremental estimation of discrete hidden Markov models based on a new backward procedure," in Proc. Nat. Conf. Artif. Intell., 2005, vol. 1, pp. 758-763.
    • Proc. Nat. Conf. Artif. Intell., 2005 , vol.1 , pp. 758-763
    • Florez-Larrahondo, G.1    Bridges, S.2    Hansen, E.A.3
  • 29
    • 0027797470 scopus 로고
    • On-line estimation of hidden Markov model parameters based on the Kullback-Leibler information measure
    • Aug.
    • V. Krishnamurthy and J. B. Moore, "On-line estimation of hidden Markov model parameters based on the Kullback-Leibler information measure," IEEE Trans. Signal Process., vol. 41, no. 8, pp. 2557-2573, Aug. 1993.
    • (1993) IEEE Trans. Signal Process. , vol.41 , Issue.8 , pp. 2557-2573
    • Krishnamurthy, V.1    Moore, J.B.2
  • 31
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • Jul.
    • L. R. Rabiner, "A tutorial on hidden Markov models and selected applications in speech recognition," Proc. IEEE, vol. 77, no. 2, pp. 1169-1179, Jul. 1989.
    • (1989) Proc. IEEE , vol.77 , Issue.2 , pp. 1169-1179
    • Rabiner, L.R.1
  • 32
    • 0009441338 scopus 로고
    • Discrete-time fixed-lag smoothing algorithms
    • Mar.
    • J. Moore, "Discrete-time fixed-lag smoothing algorithms," Automatica, vol. 9, no. 2, pp. 163-173, Mar. 1973.
    • (1973) Automatica , vol.9 , Issue.2 , pp. 163-173
    • Moore, J.1
  • 35
    • 70349315078 scopus 로고    scopus 로고
    • Data stream prediction using incremental hidden Markov models
    • Data Warehousing and Knowledge Discovery, Berlin, Germany: Springer-Verlag, ser.
    • W. Kei and M. Takao, "Data stream prediction using incremental hidden Markov models," in Data Warehousing and Knowledge Discovery, vol. 5691. Berlin, Germany: Springer-Verlag, 2009, ser. Lecture Notes in Computer Science, pp. 63-74.
    • (2009) Lecture Notes in Computer Science , vol.5691 , pp. 63-74
    • Kei, W.1    Takao, M.2
  • 37
    • 17444408510 scopus 로고    scopus 로고
    • Effect of silhouette quality on hard problems in gait recognition
    • Apr.
    • Z. Liu and S. Sarkar, "Effect of silhouette quality on hard problems in gait recognition," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 35, no. 2, pp. 170-183, Apr. 2005.
    • (2005) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.35 , Issue.2 , pp. 170-183
    • Liu, Z.1    Sarkar, S.2
  • 43
    • 42749089790 scopus 로고    scopus 로고
    • Gait analysis for human identification through manifold learning and HMM
    • Aug.
    • M. H. Cheng, M. F. Ho, and C.-L. Huang, "Gait analysis for human identification through manifold learning and HMM," Pattern Recog., vol. 41, no. 8, pp. 2541-2553, Aug. 2008.
    • (2008) Pattern Recog. , vol.41 , Issue.8 , pp. 2541-2553
    • Cheng, M.H.1    Ho, M.F.2    Huang, C.-L.3
  • 44
    • 84991416125 scopus 로고
    • Auditory nerve representation as a front-end for speech recognition in a noisy environment
    • Dec.
    • O. Ghitza, "Auditory nerve representation as a front-end for speech recognition in a noisy environment," Comput. Speech Lang., vol. 1, no. 2, pp. 109-130, Dec. 1986.
    • (1986) Comput. Speech Lang. , vol.1 , Issue.2 , pp. 109-130
    • Ghitza, O.1
  • 46
    • 0033285449 scopus 로고    scopus 로고
    • Continuous dynamic time warping for translation-invariant curve alignment with applications to signature verification
    • M. E. Munich and P. Perona, "Continuous dynamic time warping for translation-invariant curve alignment with applications to signature verification," in Proc. IEEE Int. Conf. Comput. Vis., 1999, vol. 1, pp. 108-115.
    • Proc. IEEE Int. Conf. Comput. Vis., 1999 , vol.1 , pp. 108-115
    • Munich, M.E.1    Perona, P.2
  • 47
  • 48
    • 30144444418 scopus 로고    scopus 로고
    • Matching shape sequences in video with applications in human movement analysis
    • Dec.
    • 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.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , Issue.12 , pp. 1896-1909
    • Veeraraghavan, A.1    Roy-Chowdhury, A.K.2    Chellappa, R.3
  • 50
    • 69749092803 scopus 로고    scopus 로고
    • A noise robust gait representation: Motion energy image
    • Aug.
    • H. Lee, S. Hong, I. F. Nizami, and E. Kim, "A noise robust gait representation: Motion energy image," Int. J. Control, Autom., Syst., vol. 7, no. 4, pp. 638-643, Aug. 2009.
    • (2009) Int. J. Control, Autom., Syst. , vol.7 , Issue.4 , pp. 638-643
    • Lee, H.1    Hong, S.2    Nizami, I.F.3    Kim, E.4
  • 51
    • 70450192174 scopus 로고    scopus 로고
    • Gait recognition using multi-bipolarized contour vector
    • Oct.
    • S. Hong, H. Lee, K.-A. Toh, and E. Kim, "Gait recognition using multi-bipolarized contour vector," Int. J. Control, Autom., Syst., vol. 7, no. 5, pp. 799-808, Oct. 2009.
    • (2009) Int. J. Control, Autom., Syst. , vol.7 , Issue.5 , pp. 799-808
    • Hong, S.1    Lee, H.2    Toh, K.-A.3    Kim, E.4
  • 52
    • 77956024838 scopus 로고    scopus 로고
    • Multiple views gait recognition using view transformation model based on optimized gait energy image
    • B. Lee, S. Hong, H. Lee, and E. Kim, "Multiple views gait recognition using view transformation model based on optimized gait energy image," in Proc. Int. Conf. Ind. Electron. Appl., Jun. 2010, pp. 313-316.
    • Proc. Int. Conf. Ind. Electron. Appl., Jun. 2010 , pp. 313-316
    • Lee, B.1    Hong, S.2    Lee, H.3    Kim, E.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.