SIAM Journal on Imaging Sciences

Papers
(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 2021-05-01 to 2025-05-01.)
ArticleCitations
Robust Tensor CUR Decompositions: Rapid Low-Tucker-Rank Tensor Recovery with Sparse Corruptions55
Euler’s Elastica-Based Cartoon-Smooth-Texture Image Decomposition44
Subaperture-Based Digital Aberration Correction for Optical Coherence Tomography: A Novel Mathematical Approach18
Diffeomorphic Registration Using Sinkhorn Divergences17
A Scale-Invariant Relaxation in Low-Rank Tensor Recovery with an Application to Tensor Completion16
Learnable Empirical Mode Decomposition based on Mathematical Morphology15
A Class of Priors for Color Image Restoration Parameterized by Lie Groups Acting on Pixel Values14
Tangential Fixpoint Iterations for Gromov–Wasserstein Barycenters13
Regularizing Orientation Estimation in Cryogenic Electron Microscopy Three-Dimensional Map Refinement through Measure-Based Lifting over Riemannian Manifolds13
An Inverse Problems Approach to Pulse Wave Analysis in the Human Brain11
ROM Inversion of Monostatic Data Lifted to Full MIMO11
Waveform Inversion with a Data Driven Estimate of the Internal Wave11
Reduced Order Modeling Inversion of Monostatic Data in a Multi-scattering Environment11
The Linearized Hellinger--Kantorovich Distance11
Error Estimates for Weakly Convex Frame-Based Regularization Including Learned Filters10
IFF: A Superresolution Algorithm for Multiple Measurements10
High-Resolution, Quantitative Signal Subspace Imaging for Synthetic Aperture Radar10
Imaging Anisotropic Conductivities from Current Densities10
Riesz Feature Representation: Scale Equivariant Scattering Network for Classification Tasks9
Imaging a Moving Point Source from Multifrequency Data Measured at One and Sparse Observation Points (Part II): Near-Field Case in 3D8
Hyperspectral Super-resolution Accounting for Spectral Variability: Coupled Tensor LL1-Based Recovery and Blind Unmixing of the Unknown Super-resolution Image8
Parallel Transport Convolution: Deformable Convolutional Networks on Manifold-Structured Data8
Arbitrary Distributions Mapping via SyMOT-Flow: A Flow-Based Approach Integrating Maximum Mean Discrepancy and Optimal Transport8
On Learning the Invisible in Photoacoustic Tomography with Flat Directionally Sensitive Detector8
Randomized Orthogonal Matching Pursuit Algorithm with Adaptive Partial Selection for Sparse Signal Recovery7
Image Segmentation with Adaptive Spatial Priors from Joint Registration7
Displacement and Pressure Reconstruction from Magnetic Resonance Elastography Images: Application to an In Silico Brain Model7
Schwarzschild Harmonic Path Planning and Tetrahedral Mesh Smoothing7
An Image Registration Model in Electron Backscatter Diffraction7
Convergence Results in Image Interpolation With the Continuous SSIM7
Parallelizable Global Quasi-Conformal Parameterization of Multiply Connected Surfaces via Partial Welding7
Stable Image Reconstruction Using Transformed Total Variation Minimization6
Smoothing Priors for Blind Image Deblurring6
Early Stopping of Untrained Convolutional Neural Networks6
Localization of Point Scatterers via Sparse Optimization on Measures6
A Spatial Color Compensation Model Using Saturation-Value Total Variation6
Nonlocal Perimeters and Curvature Flows on Graphs with Applications in Image Processing and High-Dimensional Data Classification6
Analysis of View Aliasing for the Generalized Radon Transform in \({\mathbb R}^{\textbf{2}}\)6
Sequential Model Correction for Nonlinear Inverse Problems6
Turning Grain Maps into Diagrams6
Bayesian Imaging with Data-Driven Priors Encoded by Neural Networks6
Direct Imaging of Moving Acoustic Point Sources5
Increasing Stability for Recovering Anisotropic Potential in Elastic Scattering from a Linearized Dirichlet to Neumann Map5
Convergence Analysis of the Nonlinear Kaczmarz Method for Systems of Nonlinear Equations with Componentwise Convex Mappings and Applications to Image Reconstruction in Multispectral CT5
On Assignment Problems Related to Gromov–Wasserstein Distances on the Real Line5
TILT: Topological Interface Recovery in Limited-Angle Tomography5
A Low-Rank Tensor Completion Method via Strassen–Ottaviani Flattening5
Image Recovery for Blind Polychromatic Ptychography5
The \(\boldsymbol{{p}_0}\)-Laplace “Signature” for Quasilinear Inverse Problems5
A Fast Data-Driven Iteratively Regularized Method with Convex Penalty for Solving Ill-Posed Problems5
Polynomial Preconditioners for Regularized Linear Inverse Problems5
On the Convergence of Stochastic Gradient Descent for Linear Inverse Problems in Banach Spaces5
Convergence Analysis of the Harmonic \(\boldsymbol{B_{{z}}}\) Algorithm with Single Injection Current in MREIT5
Elastica Models for Color Image Regularization5
Spherical Image Inpainting with Frame Transformation and Data-Driven Prior Deep Networks5
Multiview Point Cloud Registration with Anisotropic and Spatially Varying Localization Noise4
The Linear Sampling Method for Data Generated by Small Random Scatterers4
PnP-ReG: Learned Regularizing Gradient for Plug-and-Play Gradient Descent4
An Algorithm to Compute Any Simple $k$-gon of a Maximum Area or Perimeter Inscribed in a Region of Interest4
A Fast Averaged Kaczmarz Iteration with Convex Penalty for Inverse Problems in Hilbert Spaces4
QIS : Interactive Segmentation via Quasi-conformal Mappings4
Distributed Stochastic Inertial-Accelerated Methods with Delayed Derivatives for Nonconvex Problems4
Optimality Conditions for Bilevel Imaging Learning Problems with Total Variation Regularization4
Bilateral Tensor Low-Rank Representation for Insufficient Observed Samples in Multidimensional Image Clustering and Recovery4
Acoustic Imaging via a Viscosity Approximation of an Elliptic System Generated by the Lavrent’ev Integral Operator4
Short Communication: FISTA Iterates Converge Linearly for Denoiser-Driven Regularization4
Generalized Nonconvex Hyperspectral Anomaly Detection via Background Representation Learning with Dictionary Constraint4
Learning Regularization Parameter-Maps for Variational Image Reconstruction Using Deep Neural Networks and Algorithm Unrolling4
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