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  Iterative methods for total variation denoising (1996) [122 citations — 8 self]

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by C. R. Vogel, M. E. Oman
SIAM J. Sci. Comput
http://www.math.montana.edu/~vogel/Papers/denoise.ps.gz
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Abstract:

Abstract. Total Variation (TV) methods are very effective for recovering "blocky", possibly discontinuous, images from noisy data. A fixed point algorithm for minimizing a TV-penalized least squares functional is presented and compared with existing minimization schemes. A variant of the cell-centered finite difference multigrid method of Ewing and Shen is implemented for solving the (large, sparse) linear subproblems. Numerical results are presented for one- and two-dimensional examples; in particular, the algorithm is applied to actual data obtained from confocal microscopy. Key words. Total Variation, denoising, image reconstruction, multigrid methods, confocal microscopy,

Citations

1190 Orthonomal bases of compactly supported wavelets – Daubechies - 1988
857 The Finite Element Method for Elliptic Problems – Ciarlet - 1978
727 Spline Models for Observational Data – Wahba - 1990
686 and Nonlinear Programming – Luenberger, Linear - 1984
599 Numerical Methods for Unconstrained Optimization and Nonlinear Equations, Prentice-Hall – DENNIS, SCHNABEL - 1983
513 Nonlinear total variation based noise removal algorithms – Rudin, Osher, et al. - 1992
369 Ideal spatial adaptation by wavelet shrinkage – Donoho, Johnstone - 1994
179 Wavelets: Algorithms and Applications – Meyer - 1993
138 Finite element solution of boundary value problems – Axelsson, Barker - 1984
138 Image recovery via Total Variational minimization and related problems – Chambolle, Lions - 1997
135 Deterministic edge-preserving regularization in computed imaging – Charbonnier, Blanc-Féraud, et al. - 1997
83 The discrete wavelet transform in – Nason, Silverman - 1994
71 Nonlinear image recovery with half-quadratic regularization – Geman, Yang - 1995
54 Wavelet transforms versus fourier transforms – Strang - 1993
41 Recovery of blocky images from noisy and blurred data – Dobson, Santosa - 1996
34 Analysis of total variation penalty methods for ill-posed problems – Acar, Vogel - 1994
23 Continuation method for total variation denoising problems – Chan, Zhou, et al. - 1995
20 Identification of discontinuous parameters in flow equations – Gutman - 1990
19 An image enhancement technique for electrical impedance tomography – Dobson, Santosa - 1994
19 An a�ne scaling algorithm for minimizing total variation in image enhancement – Li, Santosa - 1994
15 Nonlinear Differential Equations – Fucik, Kufner - 1980
14 An active set strategy for image restoration based on the augmented Lagrangian formulation – Ito, Kunisch - 1994
14 Total variation based restoration of noisy blurred images – Rudin, Osher, et al. - 1994
13 A multigrid algorithm for the cell-centered finite difference scheme – Ewing, Shen - 1993
13 Confocal Microscopy – Wilson, Ed - 1990
10 A multigrid method for total variation-based image denoising – Vogel - 1995
10 Fast numerical methods for total variation minimization in image reconstruction – Vogel, Oman - 1995
7 Constrained image restoration and the recovery of discontinuities – Geman, Reynolds - 1992
4 A discretization scheme and error estimate for second-order elliptic problems with discontinuous coefficients – Ewing, Shen - 1993
2 Total Variation regularization for ill-posed problems – Vogel - 1993