메뉴 건너뛰기




Volumn 25, Issue 11, 2015, Pages 1749-1760

Robust Visual Tracking Using Structurally Random Projection and Weighted Least Squares

Author keywords

Sparse representation; structural random projection (RP); visual tracking; weighted least squares (WLS)

Indexed keywords

COMPUTATIONAL COMPLEXITY; TARGET TRACKING; TRACKING (POSITION);

EID: 84930653781     PISSN: 10518215     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCSVT.2015.2406194     Document Type: Article
Times cited : (122)

References (60)
  • 1
    • 56049113805 scopus 로고    scopus 로고
    • Non-rigid object tracking in complex scenes
    • Jan.
    • H. Zhou, Y. Yuan, Y. Zhang, and C. Shi, "Non-rigid object tracking in complex scenes," Pattern Recognit. Lett., vol. 30, no. 2, pp. 98-102, Jan. 2009.
    • (2009) Pattern Recognit. Lett. , vol.30 , Issue.2 , pp. 98-102
    • Zhou, H.1    Yuan, Y.2    Zhang, Y.3    Shi, C.4
  • 2
    • 59349094120 scopus 로고    scopus 로고
    • Object tracking using SIFT features and mean shift
    • Mar.
    • H. Zhou, Y. Yuan, and C. Shi, "Object tracking using SIFT features and mean shift," Comput. Vis. Image Understand., vol. 113, no. 3, pp. 345-352, Mar. 2009.
    • (2009) Comput. Vis. Image Understand. , vol.113 , Issue.3 , pp. 345-352
    • Zhou, H.1    Yuan, Y.2    Shi, C.3
  • 3
    • 75749093321 scopus 로고    scopus 로고
    • Incremental tensor biased discriminant analysis: A new color-based visual tracking method
    • Jan.
    • J. Wen, X. Gao, Y. Yuan, D. Tao, and J. Li, "Incremental tensor biased discriminant analysis: A new color-based visual tracking method," Neurocomputing, vol. 73, nos. 4-6, pp. 827-839, Jan. 2010.
    • (2010) Neurocomputing , vol.73 , Issue.4-6 , pp. 827-839
    • Wen, J.1    Gao, X.2    Yuan, Y.3    Tao, D.4    Li, J.5
  • 4
    • 78649470598 scopus 로고    scopus 로고
    • Incremental pairwise discriminant analysis based visual tracking
    • Dec.
    • J. Wen, X. Gao, X. Li, D. Tao, and J. Li, "Incremental pairwise discriminant analysis based visual tracking," Neurocomputing, vol. 74, nos. 1-3, pp. 428-438, Dec. 2010.
    • (2010) Neurocomputing , vol.74 , Issue.1-3 , pp. 428-438
    • Wen, J.1    Gao, X.2    Li, X.3    Tao, D.4    Li, J.5
  • 5
    • 84960543520 scopus 로고    scopus 로고
    • GHT based implementation of the expectation maximization for mixtures of multi-Gaussians and its applications to video tracking
    • Mar.
    • F. Monti and C. S. Regazzoni, "GHT based implementation of the expectation maximization for mixtures of multi-Gaussians and its applications to video tracking," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process., Mar. 2010, pp. 1278-1281.
    • (2010) Proc. IEEE Int. Conf. Acoust., Speech, Signal Process. , pp. 1278-1281
    • Monti, F.1    Regazzoni, C.S.2
  • 6
    • 78751590975 scopus 로고    scopus 로고
    • Combined feature evaluation for adaptive visual object tracking
    • Jan.
    • Z. Han, Q. Ye, and J. Jiao, "Combined feature evaluation for adaptive visual object tracking," Comput. Vis. Image Understand., vol. 115, no. 1, pp. 69-80, Jan. 2011.
    • (2011) Comput. Vis. Image Understand. , vol.115 , Issue.1 , pp. 69-80
    • Han, Z.1    Ye, Q.2    Jiao, J.3
  • 7
    • 79957445890 scopus 로고    scopus 로고
    • Visual object tracking via sample-based adaptive sparse representation (AdaSR)
    • Sep.
    • Z. Han, J. Jiao, B. Zhang, Q. Ye, and J. Liu, "Visual object tracking via sample-based adaptive sparse representation (AdaSR)," Pattern Recognit., vol. 44, no. 9, pp. 2170-2183, Sep. 2011.
    • (2011) Pattern Recognit. , vol.44 , Issue.9 , pp. 2170-2183
    • Han, Z.1    Jiao, J.2    Zhang, B.3    Ye, Q.4    Liu, J.5
  • 8
    • 84875837540 scopus 로고    scopus 로고
    • A Bayesian network for online evaluation of sparse features based multitarget tracking
    • Sep./Oct.
    • T. A. Biresaw and C. S. Regazzoni, "A Bayesian network for online evaluation of sparse features based multitarget tracking," in Proc. 19th IEEE Conf. Image Process., Sep./Oct. 2012, pp. 429-432.
    • (2012) Proc. 19th IEEE Conf. Image Process. , pp. 429-432
    • Biresaw, T.A.1    Regazzoni, C.S.2
  • 9
    • 85028098081 scopus 로고    scopus 로고
    • Vehicle detection and tracking in airborne videos by multi-motion layer analysis
    • Sep.
    • X. Cao, J. Lan, P. Yan, and X. Li, "Vehicle detection and tracking in airborne videos by multi-motion layer analysis," Mach. Vis. Appl., vol. 23, no. 5, pp. 921-935, Sep. 2012.
    • (2012) Mach. Vis. Appl. , vol.23 , Issue.5 , pp. 921-935
    • Cao, X.1    Lan, J.2    Yan, P.3    Li, X.4
  • 10
    • 84867855515 scopus 로고    scopus 로고
    • Tracking vehicles as groups in airborne videos
    • Jan.
    • X. Cao, Z. Shi, P. Yan, and X. Li, "Tracking vehicles as groups in airborne videos," Neurocomputing, vol. 99, pp. 38-45, Jan. 2013.
    • (2013) Neurocomputing , vol.99 , pp. 38-45
    • Cao, X.1    Shi, Z.2    Yan, P.3    Li, X.4
  • 11
    • 84890061287 scopus 로고    scopus 로고
    • Linear tracking for 3-D medical ultrasound imaging
    • Dec.
    • Q.-H. Huang, Z. Yang, W. Hu, L.-W. Jin, G. Wei, and X. Li, "Linear tracking for 3-D medical ultrasound imaging," IEEE Trans. Cybern., vol. 43, no. 6, pp. 1747-1754, Dec. 2013.
    • (2013) IEEE Trans. Cybern. , vol.43 , Issue.6 , pp. 1747-1754
    • Huang, Q.-H.1    Yang, Z.2    Hu, W.3    Jin, L.-W.4    Wei, G.5    Li, X.6
  • 12
    • 84875241024 scopus 로고    scopus 로고
    • Robust visual tracking with discriminative sparse learning
    • Jul.
    • X. Lu, Y. Yuan, and P. Yan, "Robust visual tracking with discriminative sparse learning," Pattern Recognit., vol. 46, no. 7, pp. 1762-1771, Jul. 2013.
    • (2013) Pattern Recognit. , vol.46 , Issue.7 , pp. 1762-1771
    • Lu, X.1    Yuan, Y.2    Yan, P.3
  • 13
    • 84900551886 scopus 로고    scopus 로고
    • Part-based online tracking with geometry constraint and attention selection
    • May
    • J. Fang, Q. Wang, and Y. Yuan, "Part-based online tracking with geometry constraint and attention selection," IEEE Trans. Circuits Syst. Video Technol., vol. 24, no. 5, pp. 854-864, May 2014.
    • (2014) IEEE Trans. Circuits Syst. Video Technol. , vol.24 , Issue.5 , pp. 854-864
    • Fang, J.1    Wang, Q.2    Yuan, Y.3
  • 14
    • 84911449915 scopus 로고    scopus 로고
    • Multi-cue visual tracking using robust feature-level fusion based on joint sparse representation
    • Jun.
    • X. Lan, A. J. Ma, and P. C. Yuen, "Multi-cue visual tracking using robust feature-level fusion based on joint sparse representation," in Proc. IEEE Conf. Conf. Comput. Vis. Pattern Recognit., Jun. 2014, pp. 1194-1201.
    • (2014) Proc. IEEE Conf. Conf. Comput. Vis. Pattern Recognit. , pp. 1194-1201
    • Lan, X.1    Ma, A.J.2    Yuen, P.C.3
  • 15
    • 84894050503 scopus 로고    scopus 로고
    • Multi-cue based tracking
    • May
    • Q. Wang, J. Fang, and Y. Yuan, "Multi-cue based tracking," Neurocomputing, vol. 131, pp. 227-236, May 2014.
    • (2014) Neurocomputing , vol.131 , pp. 227-236
    • Wang, Q.1    Fang, J.2    Yuan, Y.3
  • 16
  • 17
    • 84978069682 scopus 로고    scopus 로고
    • Robust visual tracking via multiple kernel boosting with affinity constraints
    • Feb.
    • F. Yang, H. Lu, and M.-H. Yang, "Robust visual tracking via multiple kernel boosting with affinity constraints," IEEE Trans. Circuits Syst. Video Technol., vol. 24, no. 2, pp. 242-254, Feb. 2014.
    • (2014) IEEE Trans. Circuits Syst. Video Technol. , vol.24 , Issue.2 , pp. 242-254
    • Yang, F.1    Lu, H.2    Yang, M.-H.3
  • 18
    • 84900529184 scopus 로고    scopus 로고
    • Metric learning based structural appearance model for robust visual tracking
    • May
    • Y. Wu, B. Ma, M. Yang, Y. Jia, and J. Zhang, "Metric learning based structural appearance model for robust visual tracking," IEEE Trans. Circuits Syst. Video Technol., vol. 24, no. 5, pp. 865-877, May 2014.
    • (2014) IEEE Trans. Circuits Syst. Video Technol. , vol.24 , Issue.5 , pp. 865-877
    • Wu, Y.1    Ma, B.2    Yang, M.3    Jia, Y.4    Zhang, J.5
  • 19
    • 84896518698 scopus 로고    scopus 로고
    • Visual tracking via online nonnegative matrix factorization
    • Mar.
    • Y. Wu, B. Shen, and H. Ling, "Visual tracking via online nonnegative matrix factorization," IEEE Trans. Circuits Syst. Video Technol., vol. 24, no. 3, pp. 374-383, Mar. 2014.
    • (2014) IEEE Trans. Circuits Syst. Video Technol. , vol.24 , Issue.3 , pp. 374-383
    • Wu, Y.1    Shen, B.2    Ling, H.3
  • 20
    • 84904338176 scopus 로고    scopus 로고
    • Adaptive fusion of particle filtering and spatio-temporal motion energy for human tracking
    • Nov.
    • H. Zhou, M. Fei, A. Sadka, Y. Zhang, and X. Li, "Adaptive fusion of particle filtering and spatio-temporal motion energy for human tracking," Pattern Recognit., vol. 47, no. 11, pp. 3552-3567, Nov. 2014.
    • (2014) Pattern Recognit. , vol.47 , Issue.11 , pp. 3552-3567
    • Zhou, H.1    Fei, M.2    Sadka, A.3    Zhang, Y.4    Li, X.5
  • 21
    • 84922885598 scopus 로고    scopus 로고
    • Adaptive NormalHedge for robust visual tracking
    • May
    • S. Zhang, H. Zhou, H. Yao, Y. Zhang, K. Wang, and J. Zhang, "Adaptive NormalHedge for robust visual tracking," Signal Process., vol. 110, pp. 132-142, May 2015.
    • (2015) Signal Process. , vol.110 , pp. 132-142
    • Zhang, S.1    Zhou, H.2    Yao, H.3    Zhang, Y.4    Wang, K.5    Zhang, J.6
  • 22
    • 84960116604 scopus 로고    scopus 로고
    • Online dictionary learning on symmetric positive definite manifolds with vision applications
    • S. Zhang, S. Kasiviswanathan, P. C. Yuen, and M. Harandi, "Online dictionary learning on symmetric positive definite manifolds with vision applications," in Proc. 29th AAAI Conf. Artif. Intell., 2015, pp. 3165-3173.
    • (2015) Proc. 29th AAAI Conf. Artif. Intell. , pp. 3165-3173
    • Zhang, S.1    Kasiviswanathan, S.2    Yuen, P.C.3    Harandi, M.4
  • 23
    • 84957604139 scopus 로고    scopus 로고
    • Contour tracking by stochastic propagation of conditional density
    • M. Isard and A. Blake, "Contour tracking by stochastic propagation of conditional density," in Proc. 4th Eur. Conf. Comput. Vis., 1996, pp. 343-356.
    • (1996) Proc. 4th Eur. Conf. Comput. Vis. , pp. 343-356
    • Isard, M.1    Blake, A.2
  • 24
    • 33745875650 scopus 로고    scopus 로고
    • Fast texture-based tracking and delineation using texture entropy
    • Oct.
    • A. Shahrokni, T. Drummond, and P. Fua, "Fast texture-based tracking and delineation using texture entropy," in Proc. IEEE Int. Conf. Comput. Vis., vol. 2. Oct. 2005, pp. 1154-1160.
    • (2005) Proc. IEEE Int. Conf. Comput. Vis. , vol.2 , pp. 1154-1160
    • Shahrokni, A.1    Drummond, T.2    Fua, P.3
  • 26
    • 27644528380 scopus 로고    scopus 로고
    • Online selection of discriminative tracking features
    • Oct.
    • R. T. Collins, Y. Liu, and M. Leordeanu, "Online selection of discriminative tracking features," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 10, pp. 1631-1643, Oct. 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , Issue.10 , pp. 1631-1643
    • Collins, R.T.1    Liu, Y.2    Leordeanu, M.3
  • 27
    • 39749173057 scopus 로고    scopus 로고
    • Incremental learning for robust visual tracking
    • May
    • D. A. Ross, J. Lim, R.-S. Lin, and M.-H. Yang, "Incremental learning for robust visual tracking," Int. J. Comput. Vis., vol. 77, nos. 1-3, pp. 125-141, May 2007.
    • (2007) Int. J. Comput. Vis. , vol.77 , Issue.1-3 , pp. 125-141
    • Ross, D.A.1    Lim, J.2    Lin, R.-S.3    Yang, M.-H.4
  • 29
    • 85097586621 scopus 로고    scopus 로고
    • Robust visual tracking using τ1 minimization
    • Sep./Oct.
    • X. Mei and H. Ling, "Robust visual tracking using τ1 minimization," in Proc. 12th Int. Conf. Comput. Vis., Sep./Oct. 2009, pp. 1436-1443.
    • (2009) Proc. 12th Int. Conf. Comput. Vis. , pp. 1436-1443
    • Mei, X.1    Ling, H.2
  • 32
    • 84866285609 scopus 로고    scopus 로고
    • Real time robust L1 tracker using accelerated proximal gradient approach
    • Jun.
    • C. Bao, Y. Wu, H. Ling, and H. Ji, "Real time robust L1 tracker using accelerated proximal gradient approach," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., Jun. 2012, pp. 1830-1837.
    • (2012) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 1830-1837
    • Bao, C.1    Wu, Y.2    Ling, H.3    Ji, H.4
  • 33
    • 84875236224 scopus 로고    scopus 로고
    • Sparse coding based visual tracking: Review and experimental comparison
    • Jul.
    • S. Zhang, H. Yao, X. Sun, and X. Lu, "Sparse coding based visual tracking: Review and experimental comparison," Pattern Recognit., vol. 46, no. 7, pp. 1772-1788, Jul. 2013.
    • (2013) Pattern Recognit. , vol.46 , Issue.7 , pp. 1772-1788
    • Zhang, S.1    Yao, H.2    Sun, X.3    Lu, X.4
  • 36
    • 84868615679 scopus 로고    scopus 로고
    • Robust visual tracking based on online learning sparse representation
    • Jan.
    • S. Zhang, H. Yao, H. Zhou, X. Sun, and S. Liu, "Robust visual tracking based on online learning sparse representation," Neurocomputing, vol. 100, no. 1, pp. 31-40, Jan. 2013.
    • (2013) Neurocomputing , vol.100 , Issue.1 , pp. 31-40
    • Zhang, S.1    Yao, H.2    Zhou, H.3    Sun, X.4    Liu, S.5
  • 37
    • 84904163642 scopus 로고    scopus 로고
    • Visual tracking via kernel sparse representation with multikernel fusion
    • Jul.
    • L. Wang, H. Yan, K. Lv, and C. Pan, "Visual tracking via kernel sparse representation with multikernel fusion," IEEE Trans. Circuits Syst. Video Technol., vol. 24, no. 7, pp. 1132-1141, Jul. 2014.
    • (2014) IEEE Trans. Circuits Syst. Video Technol. , vol.24 , Issue.7 , pp. 1132-1141
    • Wang, L.1    Yan, H.2    Lv, K.3    Pan, C.4
  • 40
    • 39449109476 scopus 로고    scopus 로고
    • An interiorpoint method for large-scale τ1-regularized least squares
    • Dec.
    • S.-J. Kim, K. Koh, M. Lustig, S. Boyd, and D. Gorinevsky, "An interiorpoint method for large-scale τ1-regularized least squares," IEEE J. Sel. Topics Signal Process., vol. 1, no. 4, pp. 606-617, Dec. 2007.
    • (2007) IEEE J. Sel. Topics Signal Process. , vol.1 , Issue.4 , pp. 606-617
    • Kim, S.-J.1    Koh, K.2    Lustig, M.3    Boyd, S.4    Gorinevsky, D.5
  • 41
    • 29144439194 scopus 로고    scopus 로고
    • Decoding by linear programming
    • Dec.
    • E. J. Candès and T. Tao, "Decoding by linear programming," IEEE Trans. Inf. Theory, vol. 51, no. 12, pp. 4203-4215, Dec. 2005.
    • (2005) IEEE Trans. Inf. Theory , vol.51 , Issue.12 , pp. 4203-4215
    • Candès, E.J.1    Tao, T.2
  • 44
    • 84866725281 scopus 로고    scopus 로고
    • Visual tracking via adaptive structural local sparse appearance model
    • Jun.
    • X. Jia, H. Lu, and M.-H. Yang, "Visual tracking via adaptive structural local sparse appearance model," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., Jun. 2012, pp. 1822-1829.
    • (2012) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 1822-1829
    • Jia, X.1    Lu, H.2    Yang, M.-H.3
  • 45
    • 84857039681 scopus 로고    scopus 로고
    • Robust visual tracking with structured sparse representation appearance model
    • Jun.
    • T. Bai and Y. F. Li, "Robust visual tracking with structured sparse representation appearance model," Pattern Recognit., vol. 45, no. 6, pp. 2390-2404, Jun. 2012.
    • (2012) Pattern Recognit. , vol.45 , Issue.6 , pp. 2390-2404
    • Bai, T.1    Li, Y.F.2
  • 46
    • 84896968081 scopus 로고    scopus 로고
    • Discriminative object tracking via sparse representation and online dictionary learning
    • Apr.
    • Y. Xie, W. Zhang, C. Li, S. Lin, Y. Qu, and Y. Zhang, "Discriminative object tracking via sparse representation and online dictionary learning," IEEE Trans. Cybern., vol. 44, no. 4, pp. 539-553, Apr. 2014.
    • (2014) IEEE Trans. Cybern. , vol.44 , Issue.4 , pp. 539-553
    • Xie, Y.1    Zhang, W.2    Li, C.3    Lin, S.4    Qu, Y.5    Zhang, Y.6
  • 47
    • 0032136153 scopus 로고    scopus 로고
    • CONDENSATION - Conditional density propagation for visual tracking
    • Aug.
    • M. Isard and A. Blake, "CONDENSATION - Conditional density propagation for visual tracking," Int. J. Comput. Vis., vol. 29, no. 1, pp. 5-28, Aug. 1998.
    • (1998) Int. J. Comput. Vis. , vol.29 , Issue.1 , pp. 5-28
    • Isard, M.1    Blake, A.2
  • 48
    • 70450199302 scopus 로고    scopus 로고
    • Discriminatively trained particle filters for complex multi-object tracking
    • Jun.
    • R. Hess and A. Fern, "Discriminatively trained particle filters for complex multi-object tracking," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., Jun. 2009, pp. 240-247.
    • (2009) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 240-247
    • Hess, R.1    Fern, A.2
  • 50
    • 55649115527 scopus 로고    scopus 로고
    • A simple proof of the restricted isometry property for random matrices
    • Dec.
    • R. Baraniuk, M. Davenport, R. DeVore, and M. Wakin, "A simple proof of the restricted isometry property for random matrices," Constructive Approx., vol. 28, no. 3, pp. 253-263, Dec. 2008.
    • (2008) Constructive Approx. , vol.28 , Issue.3 , pp. 253-263
    • Baraniuk, R.1    Davenport, M.2    DeVore, R.3    Wakin, M.4
  • 51
    • 33745604236 scopus 로고    scopus 로고
    • Stable signal recovery from incomplete and inaccurate measurements
    • Aug.
    • E. Candès, J. K. Romberg, and T. Tao, "Stable signal recovery from incomplete and inaccurate measurements," Commun. Pure Appl. Math., vol. 59, no. 8, pp. 1207-1223, Aug. 2006.
    • (2006) Commun. Pure Appl. Math. , vol.59 , Issue.8 , pp. 1207-1223
    • Candès, E.1    Romberg, J.K.2    Tao, T.3
  • 53
    • 0038166193 scopus 로고    scopus 로고
    • Database-friendly random projections: Johnson-Lindenstrauss with binary coins
    • Jun.
    • D. Achlioptas, "Database-friendly random projections: Johnson-Lindenstrauss with binary coins," J. Comput. Syst. Sci., vol. 66, no. 4, pp. 671-687, Jun. 2003.
    • (2003) J. Comput. Syst. Sci. , vol.66 , Issue.4 , pp. 671-687
    • Achlioptas, D.1
  • 54
    • 33748109164 scopus 로고    scopus 로고
    • Approximate nearest neighbors and the fast Johnson-Lindenstrauss transform
    • N. Ailon and B. Chazelle, "Approximate nearest neighbors and the fast Johnson-Lindenstrauss transform," in Proc. 38th Annu. ACM Symp. Theory Comput., 2006, pp. 557-563.
    • (2006) Proc. 38th Annu. ACM Symp. Theory Comput. , pp. 557-563
    • Ailon, N.1    Chazelle, B.2
  • 56
    • 84555196779 scopus 로고    scopus 로고
    • Fast and efficient compressive sensing using structurally random matrices
    • Jan.
    • T. T. Do, L. Gan, N. H. Nguyen, and T. D. Tran, "Fast and efficient compressive sensing using structurally random matrices," IEEE Trans. Signal Process., vol. 60, no. 1, pp. 139-154, Jan. 2012.
    • (2012) IEEE Trans. Signal Process. , vol.60 , Issue.1 , pp. 139-154
    • Do, T.T.1    Gan, L.2    Nguyen, N.H.3    Tran, T.D.4
  • 59
    • 79959527478 scopus 로고    scopus 로고
    • Robust object tracking with online multiple instance learning
    • Aug.
    • B. Babenko, M.-H. Yang, and S. Belongie, "Robust object tracking with online multiple instance learning," IEEE Trans. Pattern Anal. Mach. Intell., vol. 33, no. 8, pp. 1619-1632, Aug. 2011.
    • (2011) IEEE Trans. Pattern Anal. Mach. Intell. , vol.33 , Issue.8 , pp. 1619-1632
    • Babenko, B.1    Yang, M.-H.2    Belongie, S.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.