# | Title | Journal | Year | Citations |
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1 | A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems | SIAM Journal on Imaging Sciences | 2009 | 7,850 |
2 | The Split Bregman Method for L1-Regularized Problems | SIAM Journal on Imaging Sciences | 2009 | 3,484 |
3 | A New Alternating Minimization Algorithm for Total Variation Image Reconstruction | SIAM Journal on Imaging Sciences | 2008 | 1,547 |
4 | ASIFT: A New Framework for Fully Affine Invariant Image Comparison | SIAM Journal on Imaging Sciences | 2009 | 1,215 |
5 | Total Generalized Variation | SIAM Journal on Imaging Sciences | 2010 | 1,187 |
6 | Bregman Iterative Algorithms for $\ell_1$-Minimization with Applications to Compressed Sensing | SIAM Journal on Imaging Sciences | 2008 | 1,121 |
7 | NESTA: A Fast and Accurate First-Order Method for Sparse Recovery | SIAM Journal on Imaging Sciences | 2011 | 787 |
8 | A Block Coordinate Descent Method for Regularized Multiconvex Optimization with Applications to Nonnegative Tensor Factorization and Completion | SIAM Journal on Imaging Sciences | 2013 | 734 |
9 | Bregmanized Nonlocal Regularization for Deconvolution and Sparse Reconstruction | SIAM Journal on Imaging Sciences | 2010 | 550 |
10 | A General Framework for a Class of First Order Primal-Dual Algorithms for Convex Optimization in Imaging Science | SIAM Journal on Imaging Sciences | 2010 | 496 |
11 | The Little Engine That Could: Regularization by Denoising (RED) | SIAM Journal on Imaging Sciences | 2017 | 486 |
12 | Augmented Lagrangian Method, Dual Methods, and Split Bregman Iteration for ROF, Vectorial TV, and High Order Models | SIAM Journal on Imaging Sciences | 2010 | 478 |
13 | Fast Alternating Direction Optimization Methods | SIAM Journal on Imaging Sciences | 2014 | 477 |
14 | A Fast Algorithm for Edge-Preserving Variational Multichannel Image Restoration | SIAM Journal on Imaging Sciences | 2009 | 442 |
15 | Phase Retrieval via Matrix Completion | SIAM Journal on Imaging Sciences | 2013 | 391 |
16 | Compressive Sensing by Random Convolution | SIAM Journal on Imaging Sciences | 2009 | 361 |
17 | iPiano: Inertial Proximal Algorithm for Nonconvex Optimization | SIAM Journal on Imaging Sciences | 2014 | 272 |
18 | A New Total Variation Method for Multiplicative Noise Removal | SIAM Journal on Imaging Sciences | 2009 | 261 |
19 | Convergence Analysis of Primal-Dual Algorithms for a Saddle-Point Problem: From Contraction Perspective | SIAM Journal on Imaging Sciences | 2012 | 243 |
20 | Deep Convolutional Framelets: A General Deep Learning Framework for Inverse Problems | SIAM Journal on Imaging Sciences | 2018 | 243 |
21 | A Nonlocal Bayesian Image Denoising Algorithm | SIAM Journal on Imaging Sciences | 2013 | 238 |
22 | A Nonlinear Inverse Scale Space Method for a Convex Multiplicative Noise Model | SIAM Journal on Imaging Sciences | 2008 | 234 |
23 | Robust Video Restoration by Joint Sparse and Low Rank Matrix Approximation | SIAM Journal on Imaging Sciences | 2011 | 228 |
24 | A Generalized Forward-Backward Splitting | SIAM Journal on Imaging Sciences | 2013 | 204 |
25 | A Total Variation Model for Retinex | SIAM Journal on Imaging Sciences | 2011 | 202 |
26 | Sparse Signal Reconstruction via Iterative Support Detection | SIAM Journal on Imaging Sciences | 2010 | 200 |
27 | Stable Image Reconstruction Using Total Variation Minimization | SIAM Journal on Imaging Sciences | 2013 | 194 |
28 | Video Inpainting of Complex Scenes | SIAM Journal on Imaging Sciences | 2014 | 193 |
29 | A Weighted Difference of Anisotropic and Isotropic Total Variation Model for Image Processing | SIAM Journal on Imaging Sciences | 2015 | 173 |
30 | Constrained Total Variation Deblurring Models and Fast Algorithms Based on Alternating Direction Method of Multipliers | SIAM Journal on Imaging Sciences | 2013 | 169 |
31 | Linearized Bregman Iterations for Frame-Based Image Deblurring | SIAM Journal on Imaging Sciences | 2009 | 164 |
32 | Efficient Reconstruction of Piecewise Constant Images Using Nonsmooth Nonconvex Minimization | SIAM Journal on Imaging Sciences | 2008 | 155 |
33 | A Two-Stage Image Segmentation Method Using a Convex Variant of the Mumford--Shah Model and Thresholding | SIAM Journal on Imaging Sciences | 2013 | 150 |
34 | A Fast Algorithm for Euler's Elastica Model Using Augmented Lagrangian Method | SIAM Journal on Imaging Sciences | 2011 | 147 |
35 | A New Detail-Preserving Regularization Scheme | SIAM Journal on Imaging Sciences | 2014 | 141 |
36 | Analysis and Generalizations of the Linearized Bregman Method | SIAM Journal on Imaging Sciences | 2010 | 138 |
37 | 2D Empirical Transforms. Wavelets, Ridgelets, and Curvelets Revisited | SIAM Journal on Imaging Sciences | 2014 | 138 |
38 | Higher Order Positive Semidefinite Diffusion Tensor Imaging | SIAM Journal on Imaging Sciences | 2010 | 136 |
39 | Image Denoising Using Mean Curvature of Image Surface | SIAM Journal on Imaging Sciences | 2012 | 136 |
40 | On Iteratively Reweighted Algorithms for Nonsmooth Nonconvex Optimization in Computer Vision | SIAM Journal on Imaging Sciences | 2015 | 136 |
41 | A Convex Approach to Minimal Partitions | SIAM Journal on Imaging Sciences | 2012 | 133 |
42 | An Accelerated Linearized Alternating Direction Method of Multipliers | SIAM Journal on Imaging Sciences | 2015 | 132 |
43 | A Bilevel Optimization Approach for Parameter Learning in Variational Models | SIAM Journal on Imaging Sciences | 2013 | 131 |
44 | Restoration of Images Corrupted by Impulse Noise and Mixed Gaussian Impulse Noise Using Blind Inpainting | SIAM Journal on Imaging Sciences | 2013 | 129 |
45 | Coherence Pattern–Guided Compressive Sensing with Unresolved Grids | SIAM Journal on Imaging Sciences | 2012 | 125 |
46 | Global Solutions of Variational Models with Convex Regularization | SIAM Journal on Imaging Sciences | 2010 | 124 |
47 | Three-Dimensional Structure Determination from Common Lines in Cryo-EM by Eigenvectors and Semidefinite Programming | SIAM Journal on Imaging Sciences | 2011 | 124 |
48 | Inertial Proximal Alternating Linearized Minimization (iPALM) for Nonconvex and Nonsmooth Problems | SIAM Journal on Imaging Sciences | 2016 | 123 |
49 | A New Convex Optimization Model for Multiplicative Noise and Blur Removal | SIAM Journal on Imaging Sciences | 2014 | 119 |
50 | Cahn–Hilliard Inpainting and a Generalization for Grayvalue Images | SIAM Journal on Imaging Sciences | 2009 | 118 |