메뉴 건너뛰기




Volumn 20, Issue 2, 2011, Pages 391-404

Online sparse gaussian process regression and its applications

Author keywords

Gaussian process; matrix algebra; online algorithm; pose estimation; visual tracking

Indexed keywords

APPEARANCE BASED; CHOLESKY FACTOR; CONSTANT TIME; DATA SETS; EXISTING METHOD; GAUSSIAN PROCESS; GAUSSIAN PROCESS REGRESSION; GAUSSIAN PROCESSES; GIVENS ROTATION; GRAM MATRICES; HEAD POSE ESTIMATION; HYPERPARAMETER ESTIMATION; INFERENCE ALGORITHM; LOCAL SUPPORT; MATRIX; ON-LINE ALGORITHMS; ONLINE ALGORITHM; ONLINE LEARNING; POSE ESTIMATION; SPARSE MATRICES; TIME-SCALES; TRAINING EXAMPLE; VISUAL TRACKING;

EID: 79551662807     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2010.2066984     Document Type: Article
Times cited : (122)

References (53)
  • 2
    • 0005501224 scopus 로고
    • Accurate downdating of least-squares solutions
    • A. Bjorck, H. Park, and L. Elden, "Accurate downdating of least-squares solutions," SIAM J. Matrix Anal. Appl., vol. 15, no. 2, pp. 549-568, 1994.
    • (1994) SIAM J. Matrix Anal. Appl. , vol.15 , Issue.2 , pp. 549-568
    • Bjorck, A.1    Park, H.2    Elden, L.3
  • 3
    • 0029215253 scopus 로고
    • Tracking and recognizing rigid and non-rigid facial motions using local parametric models of image motion
    • M. Black and Y. Yacoob, "Tracking and recognizing rigid and non-rigid facial motions using local parametric models of image motion," in Proc. IEEE Int. Conf. Comput. Vis., 1995, pp. 374-381.
    • (1995) Proc. IEEE Int. Conf. Comput. Vis. , pp. 374-381
    • Black, M.1    Yacoob, Y.2
  • 8
    • 0038891993 scopus 로고    scopus 로고
    • Sparse online Gaussian processes
    • L. Csato and M. Opper, "Sparse online Gaussian processes," NeuralComput., vol. 14, no. 2, pp. 641-669, 2002.
    • (2002) NeuralComput. , vol.14 , Issue.2 , pp. 641-669
    • Csato, L.1    Opper, M.2
  • 10
    • 8344231475 scopus 로고    scopus 로고
    • A column approximate minimum degree ordering algorithm
    • T. Davis, J. Gilbert, S. Larimore, and E. Ng, "A column approximate minimum degree ordering algorithm," ACM Trans. Math. Softw., vol. 30, no. 3, pp. 353-376, 2004.
    • (2004) ACM Trans. Math. Softw. , vol.30 , Issue.3 , pp. 353-376
    • Davis, T.1    Gilbert, J.2    Larimore, S.3    Ng, E.4
  • 11
    • 22944441327 scopus 로고    scopus 로고
    • Row modifications of a sparse cholesky factorization
    • DOI 10.1137/S089547980343641X
    • T. Davis and W. Hager, "Row modifications of a sparse Cholesky factorization," SIAM J. Matrix Anal. Appl., vol. 26, no. 3, pp. 621-639, 2005. (Pubitemid 41049836)
    • (2005) SIAM Journal on Matrix Analysis and Applications , vol.26 , Issue.3 , pp. 621-639
    • Davis, T.A.1    Hager, W.W.2
  • 12
    • 0002432565 scopus 로고
    • Multivariate adaptive regression splines
    • J. H. Friedman, "Multivariate adaptive regression splines," Ann. Statist., vol. 19, no. 1, pp. 1-67, 1991.
    • (1991) Ann. Statist. , vol.19 , Issue.1 , pp. 1-67
    • Friedman, J.H.1
  • 15
    • 5044221266 scopus 로고    scopus 로고
    • 3D head tracking based on recognition and interpolation using a time-of-flight depth sensor
    • S. B. Gokturk and C. Tomasi, "3D head tracking based on recognition and interpolation using a time-of-flight depth sensor," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., 2004, vol. 2, pp. 211-217.
    • (2004) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , vol.2 , pp. 211-217
    • Gokturk, S.B.1    Tomasi, C.2
  • 16
    • 0004236492 scopus 로고    scopus 로고
    • Baltimore, MD: The Johns Hopkins Univ. Press
    • G. Golub and C. V. Loan, Matrix Computations. Baltimore, MD: The Johns Hopkins Univ. Press, 1996.
    • (1996) Matrix Computations
    • Golub, G.1    Loan, C.V.2
  • 18
    • 39549085960 scopus 로고    scopus 로고
    • Constraint integration for efficient multiview pose estimation with self-occlusion
    • Mar.
    • A. Gupta, A. Mittal, and L. Davis, "Constraint integration for efficient multiview pose estimation with self-occlusion," IEEE Trans. Pattern Anal. Mach. Intell., vol. 30, no. 3, pp. 493-506, Mar. 2008.
    • (2008) IEEE Trans. Pattern Anal. Mach. Intell. , vol.30 , Issue.3 , pp. 493-506
    • Gupta, A.1    Mittal, A.2    Davis, L.3
  • 19
    • 84902123558 scopus 로고    scopus 로고
    • Compactly supported RBF kernels for sparsifying the gram matrix in LS-SVM regression models
    • B. Hamers, J. Suykens, and B. D. Moor, "Compactly supported RBF kernels for sparsifying the gram matrix in LS-SVM regression models," in Proc. Int. Conf. Artif. Neural Netw., 2002, pp. 720-726.
    • (2002) Proc. Int. Conf. Artif. Neural Netw. , pp. 720-726
    • Hamers, B.1    Suykens, J.2    Moor, B.D.3
  • 22
    • 0030646917 scopus 로고    scopus 로고
    • Parametrized structure from motion for 3d adaptive feedback tracking of faces
    • T. Jebara and A. Pentland, "Parametrized structure from motion for 3d adaptive feedback tracking of faces," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., 1997, pp. 144-150.
    • (1997) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 144-150
    • Jebara, T.1    Pentland, A.2
  • 24
    • 84990479742 scopus 로고
    • An efficient heuristic procedure for partitioning graphs
    • B. Kernighan and S. Lin, "An efficient heuristic procedure for partitioning graphs," Bell Syst. Tech. J., vol. 49, no. 2, pp. 291-307, 1970.
    • (1970) Bell Syst. Tech. J. , vol.49 , Issue.2 , pp. 291-307
    • Kernighan, B.1    Lin, S.2
  • 25
    • 0033715577 scopus 로고    scopus 로고
    • Fast, reliable head tracking under varying illumination: An approach based on registration of texture-mapped 3D models
    • Apr.
    • M. La Cascia, S. Sclaroff, and V. Athitsos, "Fast, reliable head tracking under varying illumination: An approach based on registration of texture-mapped 3D models," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 4, pp. 322-336, Apr. 2000.
    • (2000) IEEE Trans. Pattern Anal. Mach. Intell. , vol.22 , Issue.4 , pp. 322-336
    • La Cascia, M.1    Sclaroff, S.2    Athitsos, V.3
  • 26
    • 84898980901 scopus 로고    scopus 로고
    • Gaussian process latent variable models for visualization of high dimensional data
    • N. Lawrence, "Gaussian process latent variable models for visualization of high dimensional data," Adv. Neural Inf. Process. Syst., pp. 329-336, 2004.
    • (2004) Adv. Neural Inf. Process. Syst. , pp. 329-336
    • Lawrence, N.1
  • 28
    • 48749088973 scopus 로고    scopus 로고
    • Driver behavior and situation aware brake assistance for intelligent vehicles
    • Feb.
    • J. McCall and M. Trivedi, "Driver behavior and situation aware brake assistance for intelligent vehicles," Proc. IEEE, vol. 95, no. 2, pp. 374-387, Feb. 2007.
    • (2007) Proc. IEEE , vol.95 , Issue.2 , pp. 374-387
    • McCall, J.1    Trivedi, M.2
  • 29
    • 34249676165 scopus 로고    scopus 로고
    • Head gestures for perceptual interfaces: The role of context in improving recognition
    • L.-P. Morency, C. Sidner, C. Lee, and T. Darrell, "Head gestures for perceptual interfaces: The role of context in improving recognition," Artif. Intell, vol. 171, no. 8-9, pp. 568-585, 2007.
    • (2007) Artif. Intell , vol.171 , Issue.8-9 , pp. 568-585
    • Morency, L.-P.1    Sidner, C.2    Lee, C.3    Darrell, T.4
  • 30
    • 0033893342 scopus 로고    scopus 로고
    • Pupil detection and tracking using multiple light sources
    • Mar.
    • C. Morimoto, D. Koons, A. Amir, and M. Flickner, "Pupil detection and tracking using multiple light sources," Image Vis. Comput., vol. 18, no. 4, pp. 331-335, Mar. 2000.
    • (2000) Image Vis. Comput. , vol.18 , Issue.4 , pp. 331-335
    • Morimoto, C.1    Koons, D.2    Amir, A.3    Flickner, M.4
  • 31
  • 33
    • 34249661090 scopus 로고    scopus 로고
    • Synergistic face detection and pose estimation with energy-based models
    • R. Osadchy, M. Miller, and Y. LeCun, "Synergistic face detection and pose estimation with energy-based models," J. Mach. Learn. Res., 2007.
    • (2007) J. Mach. Learn. Res.
    • Osadchy, R.1    Miller, M.2    Lecun, Y.3
  • 34
    • 0033640753 scopus 로고    scopus 로고
    • Looking at people: Sensing for ubiquitous and wearable computing
    • DOI 10.1109/34.824823
    • A. Pentland, "Looking at people: Sensing for ubiquitous and wearable computing," IEEE Trans. Pattern Anal. Mach. Intell, vol. 22, no. 2, pp. 107-119, Feb. 2000. (Pubitemid 32132957)
    • (2000) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.22 , Issue.1 , pp. 107-119
    • Pentland, A.1
  • 36
    • 56749100556 scopus 로고    scopus 로고
    • Approximation methods for Gaussian process regression
    • L. Bottou, O. Chapelle, D. DeCoste, and J. Weston, Eds. Cambridge, MA: MIT Press
    • J. Quinonero-Candela, C. Rasmussen, and C. Williams, "Approximation methods for Gaussian process regression," in Large-Scale Kernel Machines, L. Bottou, O. Chapelle, D. DeCoste, and J. Weston, Eds. Cambridge, MA: MIT Press, 2007, pp. 203-224.
    • (2007) Large-Scale Kernel Machines , pp. 203-224
    • Quinonero-Candela, J.1    Rasmussen, C.2    Williams, C.3
  • 38
    • 39749173057 scopus 로고    scopus 로고
    • Incremental learning for robust visual tracking
    • D. Ross, J. Lim, R.-S. Lin, and M.-H. Yang, "Incremental learning for robust visual tracking," Int. J. Comput. Vis., vol. 1-3, pp. 125-141, 2008.
    • (2008) Int. J. Comput. Vis. , vol.1-3 , pp. 125-141
    • Ross, D.1    Lim, J.2    Lin, R.-S.3    Yang, M.-H.4
  • 41
    • 0347380229 scopus 로고    scopus 로고
    • The CMU pose, illumination, and expression database
    • Dec.
    • T. Sim, S. Baker, and M. Bsat, "The CMU pose, illumination, and expression database," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 12, pp. 1615-1618, Dec. 2003.
    • (2003) IEEE Trans. Pattern Anal. Mach. Intell. , vol.25 , Issue.12 , pp. 1615-1618
    • Sim, T.1    Baker, S.2    Bsat, M.3
  • 43
    • 0036650146 scopus 로고    scopus 로고
    • Modeling focus of attention for meeting indexing based on multiple cues
    • Jul.
    • R. Stiefelhagen, J. Yang, and A. Waibel, "Modeling focus of attention for meeting indexing based on multiple cues," IEEE Trans. Neural Netw., vol. 13, no. 4, pp. 928-938, Jul. 2002.
    • (2002) IEEE Trans. Neural Netw. , vol.13 , Issue.4 , pp. 928-938
    • Stiefelhagen, R.1    Yang, J.2    Waibel, A.3
  • 45
    • 0034320395 scopus 로고    scopus 로고
    • A Bayesian committee machine
    • V. Tresp, "A Bayesian committee machine," Neural Comput., vol. 12, no. 11, pp. 2719-2741, 2000.
    • (2000) Neural Comput. , vol.12 , Issue.11 , pp. 2719-2741
    • Tresp, V.1
  • 46
    • 0035680116 scopus 로고    scopus 로고
    • Rapid object detection using a boosted cascade of simple features
    • P. Viola and M. Jones, "Rapid object detection using a boosted cascade of simple features," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., 2001, vol. 1, pp. 511-518.
    • (2001) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , vol.1 , pp. 511-518
    • Viola, P.1    Jones, M.2
  • 47
    • 24344486095 scopus 로고    scopus 로고
    • Sparse Bayesian regression for efficient visual tracking
    • Aug.
    • O. Williams, A. Blake, and R. Cipolla, "Sparse Bayesian regression for efficient visual tracking," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 8, pp. 1292-1304, Aug. 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , Issue.8 , pp. 1292-1304
    • Williams, O.1    Blake, A.2    Cipolla, R.3
  • 48
    • 33846142094 scopus 로고    scopus 로고
    • Wide-range, person-, and illumination-insensitive head orientation estimation
    • Y. Wu and K. Toyama, "Wide-range, person-, and illumination- insensitive head orientation estimation," in Proc. Int. Conf. Autom. Face Gesture Recognit., 2000, pp. 183-188.
    • (2000) Proc. Int. Conf. Autom. Face Gesture Recognit. , pp. 183-188
    • Wu, Y.1    Toyama, K.2
  • 51
    • 57149144228 scopus 로고    scopus 로고
    • A survey of affect recognition methods: Audio, visual and spontaneous expressions
    • Jan.
    • Z. Zeng, M. Pantic, G. Roisman, and T. S. Huang, "A survey of affect recognition methods: Audio, visual and spontaneous expressions," IEEE Trans. Pattern Anal. Mach. Intell., vol. 31, no. 1, pp. 39-58, Jan. 2009.
    • (2009) IEEE Trans. Pattern Anal. Mach. Intell. , vol.31 , Issue.1 , pp. 39-58
    • Zeng, Z.1    Pantic, M.2    Roisman, G.3    Huang, T.S.4
  • 53
    • 10044286099 scopus 로고    scopus 로고
    • Robust real-time eye detection and tracking under variable lighting conditions and various face orientations
    • Z. Zhu and Q. Ji, "Robust real-time eye detection and tracking under variable lighting conditions and various face orientations," Comput. Vis. Image Understand., vol. 98, no. 1, pp. 124-154, 2005.
    • (2005) Comput. Vis. Image Understand. , vol.98 , Issue.1 , pp. 124-154
    • Zhu, Z.1    Ji, Q.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.