메뉴 건너뛰기




Volumn 34, Issue 11, 2012, Pages 2233-2246

RASL: Robust alignment by sparse and low-rank decomposition for linearly correlated images

Author keywords

Batch image alignment; low rank matrix; occlusion and corruption; robust principal component analysis; sparse errors

Indexed keywords

ALIGNED IMAGES; ALIGNMENT ALGORITHMS; CONVEX OPTIMIZATION TECHNIQUES; CONVEX PROGRAMS; IMAGE ALIGNMENT; IMAGE DOMAIN; LOW-RANK DECOMPOSITION; LOW-RANK MATRICES; OCCLUSION AND CORRUPTION; OPTIMAL SETS; OPTIMIZATION PROBLEMS; ROBUST PRINCIPAL COMPONENT ANALYSIS; SPARSE MATRICES; TWO-COMPONENT;

EID: 84866665730     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2011.282     Document Type: Article
Times cited : (718)

References (52)
  • 2
    • 0032008619 scopus 로고    scopus 로고
    • A survey of medical image registration
    • J.B.A. Maintz and M.A. Viergever, "A Survey of Medical Image Registration," Medical Image Analysis, vol. 2, no. 1, pp. 1-36, 1998.
    • (1998) Medical Image Analysis , vol.2 , Issue.1 , pp. 1-36
    • Maintz, J.B.A.1    Viergever, M.A.2
  • 3
    • 0026967479 scopus 로고
    • A survey of image registration techniques
    • L.G. Brown, "A Survey of Image Registration Techniques," ACM Computing Surveys, vol. 24, no. 4, pp. 325-376, 1992.
    • (1992) ACM Computing Surveys , vol.24 , Issue.4 , pp. 325-376
    • Brown, L.G.1
  • 4
    • 0043028206 scopus 로고    scopus 로고
    • Mutual-information-based registration of medical images: A survey
    • Aug
    • J.P.W. Pluim, J.B.A. Maintz, and M.A. Viergever, "Mutual- Information-Based Registration of Medical Images: A Survey," IEEE Trans. Medical Imaging, vol. 22, no. 8, pp. 986-1004, Aug. 2003.
    • (2003) IEEE Trans. Medical Imaging , vol.22 , Issue.8 , pp. 986-1004
    • Pluim, J.P.W.1    Maintz, J.B.A.2    Viergever, M.A.3
  • 5
    • 33644857757 scopus 로고    scopus 로고
    • Data driven image models through continuous joint alignment
    • Feb
    • E. Learned-Miller, "Data Driven Image Models through Continuous Joint Alignment," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 28, no. 2, pp. 236-250, Feb. 2006.
    • (2006) IEEE Trans. Pattern Analysis and Machine Intelligence , vol.28 , Issue.2 , pp. 236-250
    • Learned-Miller, E.1
  • 10
    • 0142215333 scopus 로고    scopus 로고
    • Log-det heuristic for matrix rank minimization with applications to hankel and euclidean distance matrices
    • M. Fazel, H. Hindi, and S. Boyd, "Log-Det Heuristic for Matrix Rank Minimization with Applications to Hankel and Euclidean Distance Matrices," Proc. Am. Control Conf., 2003.
    • (2003) Proc. Am. Control Conf.
    • Fazel, M.1    Hindi, H.2    Boyd, S.3
  • 11
    • 0033283826 scopus 로고    scopus 로고
    • Transformed component analysis: Joint estimation of spatial transformations and image components
    • B. Frey and N. Jojic, "Transformed Component Analysis: Joint Estimation of Spatial Transformations and Image Components," Proc. IEEE Int'l Conf. Computer Vision, 1999.
    • (1999) Proc. IEEE Int'l Conf. Computer Vision
    • Frey, B.1    Jojic, N.2
  • 13
    • 0141637236 scopus 로고    scopus 로고
    • Robust parameterized component analysis: Theory and applications to 2D facial appearance models
    • F. de la Torre and M. Black, "Robust Parameterized Component Analysis: Theory and Applications to 2D Facial Appearance Models," Computer Vision and Image Understanding, vol. 91, nos. 1/2, pp. 53-71, 2003.
    • (2003) Computer Vision and Image Understanding , vol.91 , Issue.1-2 , pp. 53-71
    • De La Torre, F.1    Black, M.2
  • 14
    • 0141742284 scopus 로고    scopus 로고
    • A framework for robust subspace learning
    • F. de la Torre and M.J. Black, "A Framework for Robust Subspace Learning," Int'l J. Computer Vision, vol. 54, nos. 1-3, pp. 117-142, 2003.
    • (2003) Int'l J. Computer Vision , vol.54 , Issue.1-3 , pp. 117-142
    • De La Torre, F.1    Black, M.J.2
  • 16
    • 79960675858 scopus 로고    scopus 로고
    • Robust principal component analysis?
    • E. Candès, X. Li, Y. Ma, and J. Wright, "Robust Principal Component Analysis?" J. ACM, vol. 58, no. 3, pp. 1-37, 2011.
    • J. ACM , vol.58 , Issue.3 , pp. 1-37
    • Candès, E.1    Li, X.2    Ma, Y.3    Wright, J.4
  • 20
    • 1542285823 scopus 로고    scopus 로고
    • Lucas-kanade 20 years on: A unifying framework
    • S. Baker and I. Matthews, "Lucas-Kanade 20 Years On: A Unifying Framework," Int'l J. Computer Vision, vol. 56, pp. 221-255, 2004.
    • (2004) Int'l J. Computer Vision , vol.56 , pp. 221-255
    • Baker, S.1    Matthews, I.2
  • 24
    • 0004972572 scopus 로고
    • Strong uniqueness and second order convergence in nonlinear discrete approximation
    • K. Jittorntrum and M. Osborne, "Strong Uniqueness and Second Order Convergence in Nonlinear Discrete Approximation," Numerische Mathematik, vol. 34, pp. 439-455, 1980.
    • (1980) Numerische Mathematik , vol.34 , pp. 439-455
    • Jittorntrum, K.1    Osborne, M.2
  • 25
    • 0001299358 scopus 로고
    • Strong uniqueness: A far-reaching criterion for the convergence analysis of iterative procedures
    • L. Cromme, "Strong Uniqueness: A Far-Reaching Criterion for the Convergence Analysis of Iterative Procedures," Numerishe Mathematik, vol. 29, pp. 179-193, 1978.
    • (1978) Numerishe Mathematik , vol.29 , pp. 179-193
    • Cromme, L.1
  • 26
    • 17444432924 scopus 로고    scopus 로고
    • Image manifolds which are isometric to euclidean space
    • D. Donoho and C. Grimes, "Image Manifolds Which Are Isometric to Euclidean Space," J. Math. Imaging and Vision, vol. 23, no. 1, pp. 5-24, 2005.
    • (2005) J. Math. Imaging and Vision , vol.23 , Issue.1 , pp. 5-24
    • Donoho, D.1    Grimes, C.2
  • 27
    • 78049448383 scopus 로고    scopus 로고
    • An accelerated proximal gradient algorithms for nuclear norm regularized least squares problems
    • K. Toh and S. Yun, "An Accelerated Proximal Gradient Algorithms for Nuclear Norm Regularized Least Squares Problems," Pacific J. Optimization, vol. 6, pp. 615-640, 2010.
    • Pacific J. Optimization , vol.6 , Issue.2010 , pp. 615-640
    • Toh, K.1    Yun, S.2
  • 32
    • 0016536442 scopus 로고
    • Sur l'Approximation, par Elements Finis d'Ordre Un, et la Resolution, par Penalisation-Dualite, d'une Classe de Problemes de Dirichlet Non Lineares
    • R. Glowinski and A. Marroco, "Sur l'Approximation, par Elements Finis d'Ordre Un, et la Resolution, par Penalisation-Dualite, d'une Classe de Problemes de Dirichlet Non Lineares," Rev. Francaise d'Automatique, Informatique et Recherche Operationelle, vol. 9, pp. 41-76, 1975.
    • (1975) Rev. Francaise d'Automatique, Informatique et Recherche Operationelle , vol.9 , pp. 41-76
    • Glowinski, R.1    Marroco, A.2
  • 33
    • 0002211517 scopus 로고
    • A dual algorithm for the solution of nonlinear variational problems via finite element approximations
    • D. Gabay and B. Mercier, "A Dual Algorithm for the Solution of Nonlinear Variational Problems via Finite Element Approximations," Computers and Math. with Applications, vol. 2, pp. 17-40, 1976.
    • (1976) Computers and Math. with Applications , vol.2 , pp. 17-40
    • Gabay, D.1    Mercier, B.2
  • 34
    • 0027113845 scopus 로고
    • On the douglas-rachford splitting method and the proximal point algorithm for maximal monotone operators
    • J. Eckstein and D. Bertsekas, "On the Douglas-Rachford Splitting Method and the Proximal Point Algorithm for Maximal Monotone Operators," Math. Programming, vol. 55, pp. 293-318, 1992.
    • (1992) Math. Programming , vol.55 , pp. 293-318
    • Eckstein, J.1    Bertsekas, D.2
  • 35
    • 79957510064 scopus 로고    scopus 로고
    • Recovering low-rank and sparse components of matrices from incomplete and noisy observations
    • X. Yuan and M. Tao, "Recovering Low-Rank and Sparse Components of Matrices from Incomplete and Noisy Observations," SIAM J. Optimization, vol. 21, no. 1, pp. 57-81, 2011.
    • SIAM J. Optimization , vol.21 , Issue.1 , pp. 57-81
    • Yuan, X.1    Tao, M.2
  • 36
    • 58849137621 scopus 로고    scopus 로고
    • Parallel splitting augmented lagrangian methods for monotone structured variational inequalities
    • B. He, "Parallel Splitting Augmented Lagrangian Methods for Monotone Structured Variational Inequalities," Computational Optimzation and Applications, vol. 42, no. 2, 2009.
    • (2009) Computational Optimzation and Applications , vol.42 , Issue.2
    • He, B.1
  • 37
    • 84866676079 scopus 로고    scopus 로고
    • Alternating direction method with gaussian back substitution for separable convex programming
    • B. He, M. Tao, and X. Yuan, "Alternating Direction Method with Gaussian Back Substitution for Separable Convex Programming," Siam J. Optimization, under revision, 2011.
    • (2011) Siam J. Optimization, under Revision
    • He, B.1    Tao, M.2    Yuan, X.3
  • 40
    • 77951291046 scopus 로고    scopus 로고
    • A singular value thresholding algorithm for matrix completion
    • E. Candès, J. Cai, and T. Shen, "A Singular Value Thresholding Algorithm for Matrix Completion," SIAM J. Optimization, vol. 20, no. 4, pp. 1956-1982, 2010.
    • SIAM J. Optimization , vol.20 , Issue.4 , pp. 1956-1982
    • Candès, E.1    Cai, J.2    Shen, T.3
  • 42
    • 79960425522 scopus 로고    scopus 로고
    • Finding structure with randomness: Probabilistic algorithms for constructing approximate matrix decompositions
    • N. Halko, P. Martinsson, and J. Tropp, "Finding Structure with Randomness: Probabilistic Algorithms for Constructing Approximate Matrix Decompositions," SIAM Rev. vol. 53, no. 2, pp. 217-288, 2011.
    • (2011) SIAM Rev. , vol.53 , Issue.2 , pp. 217-288
    • Halko, N.1    Martinsson, P.2    Tropp, J.3
  • 44
    • 2142812371 scopus 로고    scopus 로고
    • Robust real-time face detection
    • P. Viola and M.J. Jones, "Robust Real-Time Face Detection," Int'l J. Computer Vision, vol. 57, pp. 137-154, 2004.
    • (2004) Int'l J. Computer Vision , vol.57 , pp. 137-154
    • Viola, P.1    Jones, M.J.2
  • 46
    • 84863072011 scopus 로고    scopus 로고
    • Face recovery in conference video streaming using robust principal component analysis
    • W. Tan, G. Cheung, and Y. Ma, "Face Recovery in Conference Video Streaming Using Robust Principal Component Analysis" Proc. IEEE Int'l Conf. Image Processing, 2011.
    • (2011) Proc. IEEE Int'l Conf. Image Processing
    • Tan, W.1    Cheung, G.2    Ma, Y.3
  • 52
    • 84856004485 scopus 로고    scopus 로고
    • Templates for convex cone problems with applications to sparse signal recovery
    • S. Becker, E. Candès, and M. Grant, "Templates for Convex Cone Problems with Applications to Sparse Signal Recovery," Math. Programming Computation, vol. 3, no. 3, pp. 165-218, 2011.
    • (2011) Math. Programming Computation , vol.3 , Issue.3 , pp. 165-218
    • Becker, S.1    Candès, E.2    Grant, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.