SIAM Journal on Imaging Sciences

(The TQCC of SIAM Journal on Imaging Sciences is 4. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-07-01 to 2024-07-01.)
Regularization by Denoising via Fixed-Point Projection (RED-PRO)42
Learning Maximally Monotone Operators for Image Recovery40
Limited-Angle CT Reconstruction via the $L_1/L_2$ Minimization37
Surface-Localized Transmission Eigenstates, Super-resolution Imaging, and Pseudo Surface Plasmon Modes36
Bayesian Imaging Using Plug & Play Priors: When Langevin Meets Tweedie33
Group Sparse Optimization for Images Recovery Using Capped Folded Concave Functions25
On Learned Operator Correction in Inverse Problems25
Robust CUR Decomposition: Theory and Imaging Applications20
A Characteristic Function-Based Algorithm for Geodesic Active Contours20
Image Denoising: The Deep Learning Revolution and Beyond—A Survey Paper15
Strong Solutions for PDE-Based Tomography by Unsupervised Learning14
New Restricted Isometry Property Analysis for $\ell_1-\ell_2$ Minimization Methods14
Bayesian Imaging with Data-Driven Priors Encoded by Neural Networks13
Learning Consistent Discretizations of the Total Variation13
Regularized Kaczmarz Algorithms for Tensor Recovery12
Deep Neural Networks for Inverse Problems with Pseudodifferential Operators: An Application to Limited-Angle Tomography12
Solving Inverse Problems by Joint Posterior Maximization with Autoencoding Prior12
The Modulo Radon Transform: Theory, Algorithms, and Applications11
Hyperspectral Super-resolution Accounting for Spectral Variability: Coupled Tensor LL1-Based Recovery and Blind Unmixing of the Unknown Super-resolution Image10
A Stochastic Proximal Alternating Minimization for Nonsmooth and Nonconvex Optimization10
Scheduled Restart Momentum for Accelerated Stochastic Gradient Descent10
Toward Single Particle Reconstruction without Particle Picking: Breaking the Detection Limit9
Learnable Descent Algorithm for Nonsmooth Nonconvex Image Reconstruction9
A Weighted Difference of Anisotropic and Isotropic Total Variation for Relaxed Mumford--Shah Color and Multiphase Image Segmentation9
A Generalized Primal-Dual Algorithm with Improved Convergence Condition for Saddle Point Problems9
DIP-VBTV: A Color Image Restoration Model Combining a Deep Image Prior and a Vector Bundle Total Variation8
Color Image Restoration by Saturation-Value Total Variation Regularization on Vector Bundles8
A Color Elastica Model for Vector-Valued Image Regularization8
Color Image Inpainting via Robust Pure Quaternion Matrix Completion: Error Bound and Weighted Loss8
Stable Image Reconstruction Using Transformed Total Variation Minimization8
The Linearized Hellinger--Kantorovich Distance8
A Unifying Framework for $n$-Dimensional Quasi-Conformal Mappings7
A Variational Approach to Additive Image Decomposition into Structure, Harmonic, and Oscillatory Components7
Learnable Empirical Mode Decomposition based on Mathematical Morphology7
Efficient Boosted DC Algorithm for Nonconvex Image Restoration with Rician Noise7
Robust Tensor Completion: Equivalent Surrogates, Error Bounds, and Algorithms7
A Class of Second-Order Geometric Quasilinear Hyperbolic PDEs and Their Application in Imaging7
Total Variation-Based Reconstruction and Phase Retrieval for Diffraction Tomography7
Compressive Imaging Through Optical Fiber with Partial Speckle Scanning6
Improved Recovery Guarantees and Sampling Strategies for TV Minimization in Compressive Imaging6
Determinantal Point Processes for Image Processing6
Compactification of the Rigid Motions Group in Image Processing6
Fast Imaging of Sources and Scatterers in a Stratified Ocean Waveguide6
A Quantum Information-Based Refoundation of Color Perception Concepts6
Choose Your Path Wisely: Gradient Descent in a Bregman Distance Framework6
A Variational Inequality Model for the Construction of Signals from Inconsistent Nonlinear Equations6
Multiscale Factorization of the Wave Equation with Application to Compressed Sensing Photoacoustic Tomography5
A Direct Sampling Method for the Inversion of the Radon Transform5
A Penalty Relaxation Method for Image Processing Using Euler's Elastica Model5
Diffusion Bridges for Stochastic Hamiltonian Systems and Shape Evolutions5
Patch-Based Image Restoration Using Expectation Propagation5
Low-Rank Tensor Approximations for Solving Multimarginal Optimal Transport Problems5
Orthogonal Matrix Retrieval with Spatial Consensus for 3D Unknown View Tomography5
Shared Prior Learning of Energy-Based Models for Image Reconstruction5
Nonlinear Power Method for Computing Eigenvectors of Proximal Operators and Neural Networks5
Simultaneous Reconstruction of Conductivity, Boundary Shape, and Contact Impedances in Electrical Impedance Tomography5
Image Segmentation with Adaptive Spatial Priors from Joint Registration4
Convergent Conformal Energy Minimization for the Computation of Disk Parameterizations4
PnP-ReG: Learned Regularizing Gradient for Plug-and-Play Gradient Descent4
Preconditioned Plug-and-Play ADMM with Locally Adjustable Denoiser for Image Restoration4
WPPNets and WPPFlows: The Power of Wasserstein Patch Priors for Superresolution4
A Splitting Scheme for Flip-Free Distortion Energies4
Convexification Numerical Method for a Coefficient Inverse Problem for the Radiative Transport Equation4
Imaging in Random Media by Two-Point Coherent Interferometry4
Parallelizable Global Quasi-Conformal Parameterization of Multiply Connected Surfaces via Partial Welding4
A Spectral Estimation Framework for Phase Retrieval via Bregman Divergence Minimization4
Compressive Learning for Patch-Based Image Denoising4
An Accelerated Level-Set Method for Inverse Scattering Problems4
A New Variational Model for Shape Graph Registration with Partial Matching Constraints4
Multiscale Approach for Three-Dimensional Conformal Image Registration4
Theoretical Foundation of the Stretch Energy Minimization for Area-Preserving Simplicial Mappings4
An Image Registration Model in Electron Backscatter Diffraction4
Efficient Bayesian Computation for Low-Photon Imaging Problems4
Complex-Valued Imaging with Total Variation Regularization: An Application to Full-Waveform Inversion in Visco-acoustic Media4
Centering Noisy Images with Application to Cryo-EM4