SIAM Journal on Imaging Sciences

Article	Citations
Robust Tensor CUR Decompositions: Rapid Low-Tucker-Rank Tensor Recovery with Sparse Corruptions	93
Learnable Empirical Mode Decomposition based on Mathematical Morphology	76
Diffeomorphic Registration Using Sinkhorn Divergences	25
Subaperture-Based Digital Aberration Correction for Optical Coherence Tomography: A Novel Mathematical Approach	25
A Formalization of Image Vectorization by Region Merging	24
A Class of Priors for Color Image Restoration Parameterized by Lie Groups Acting on Pixel Values	24
Euler’s Elastica-Based Cartoon-Smooth-Texture Image Decomposition	24
Tangential Fixpoint Iterations for Gromov–Wasserstein Barycenters	21
An Inverse Problems Approach to Pulse Wave Analysis in the Human Brain	20
A Scale-Invariant Relaxation in Low-Rank Tensor Recovery with an Application to Tensor Completion	20
Waveform Inversion with a Data Driven Estimate of the Internal Wave	19
Adversarial Transferability in Deep Denoising Models: Theoretical Insights and Robustness Enhancement via Out-of-Distribution Typical Set Sampling	19
The Linearized Hellinger--Kantorovich Distance	17
Regularizing Orientation Estimation in Cryogenic Electron Microscopy Three-Dimensional Map Refinement through Measure-Based Lifting over Riemannian Manifolds	16
Error Estimates for Weakly Convex Frame-Based Regularization Including Learned Filters	15
Imaging Anisotropic Conductivities from Current Densities	15
IFF: A Superresolution Algorithm for Multiple Measurements	14
Semi-Unbalanced Optimal Transport for Reference-Based Image Restoration and Synthesis	13
Riesz Feature Representation: Scale Equivariant Scattering Network for Classification Tasks	13
ROM Inversion of Monostatic Data Lifted to Full MIMO	12
High-Resolution, Quantitative Signal Subspace Imaging for Synthetic Aperture Radar	12
Reduced Order Modeling Inversion of Monostatic Data in a Multi-scattering Environment	12
Hyperspectral Super-resolution Accounting for Spectral Variability: Coupled Tensor LL1-Based Recovery and Blind Unmixing of the Unknown Super-resolution Image	11
Imaging a Moving Point Source from Multifrequency Data Measured at One and Sparse Observation Points (Part II): Near-Field Case in 3D	11
Arbitrary Distributions Mapping via SyMOT-Flow: A Flow-Based Approach Integrating Maximum Mean Discrepancy and Optimal Transport	11

Randomized Orthogonal Matching Pursuit Algorithm with Adaptive Partial Selection for Sparse Signal Recovery	10
Convergence Results in Image Interpolation With the Continuous SSIM	10
A Primal-Dual Splitting Algorithm with Convex Combination and Larger Step Sizes for Composite Monotone Inclusion Problems	10
Displacement and Pressure Reconstruction from Magnetic Resonance Elastography Images: Application to an In Silico Brain Model	9
Stable Image Reconstruction Using Transformed Total Variation Minimization	9
Analysis of View Aliasing for the Generalized Radon Transform in \({\mathbb R}^{\textbf{2}}\)	9
On Learning the Invisible in Photoacoustic Tomography with Flat Directionally Sensitive Detector	9
Image Segmentation with Adaptive Spatial Priors from Joint Registration	9
An Adaptive Nonuniform Map Re-weighting Method for Image Dehazing	9
Smoothing Priors for Blind Image Deblurring	9
Schwarzschild Harmonic Path Planning and Tetrahedral Mesh Smoothing	9
An Image Registration Model in Electron Backscatter Diffraction	9
Parallelizable Global Quasi-Conformal Parameterization of Multiply Connected Surfaces via Partial Welding	9
Sequential Model Correction for Nonlinear Inverse Problems	9
Parallel Transport Convolution: Deformable Convolutional Networks on Manifold-Structured Data	9
A Novel Adaptive Low-Rank Matrix Approximation Method for Image Compression and Reconstruction	9
Bayesian Imaging with Data-Driven Priors Encoded by Neural Networks	8
Localization of Point Scatterers via Sparse Optimization on Measures	8
Turning Grain Maps into Diagrams	8
Increasing Stability for Recovering Anisotropic Potential in Elastic Scattering from a Linearized Dirichlet to Neumann Map	8
Image Recovery for Blind Polychromatic Ptychography	8
The \(\boldsymbol{{p}_0}\)-Laplace “Signature” for Quasilinear Inverse Problems	8
A Spatial Color Compensation Model Using Saturation-Value Total Variation	8
Early Stopping of Untrained Convolutional Neural Networks	8
On the Convergence of Stochastic Gradient Descent for Linear Inverse Problems in Banach Spaces	8
A Low-Rank Tensor Completion Method via Strassen–Ottaviani Flattening	8
Direct Imaging of Moving Acoustic Point Sources	8
Nonlocal Perimeters and Curvature Flows on Graphs with Applications in Image Processing and High-Dimensional Data Classification	8
Dictionary-Based Block Term Decomposition for Third-Order Tensors	8
Convergence Analysis of the Harmonic \(\boldsymbol{B_{{z}}}\) Algorithm with Single Injection Current in MREIT	8
Data Fusion for a Multiscale Model of a Wheat Leaf Surface: A Unifying Approach Using a Radial Basis Function Partition of Unity Method	7
Polynomial Preconditioners for Regularized Linear Inverse Problems	7
Elastica Models for Color Image Regularization	7
A Fast Data-Driven Iteratively Regularized Method with Convex Penalty for Solving Ill-Posed Problems	7
Linesearch-Enhanced Forward–Backward Methods for Inexact Nonconvex Scenarios	7
On Assignment Problems Related to Gromov–Wasserstein Distances on the Real Line	7
Convergence Analysis of the Nonlinear Kaczmarz Method for Systems of Nonlinear Equations with Componentwise Convex Mappings and Applications to Image Reconstruction in Multispectral CT	7
TILT: Topological Interface Recovery in Limited-Angle Tomography	7
Optimality Conditions for Bilevel Imaging Learning Problems with Total Variation Regularization	6
Tight-Frame-Like Analysis-Sparse Recovery Using Nontight Sensing Matrices	6
Spherical Image Inpainting with Frame Transformation and Data-Driven Prior Deep Networks	6
Distributed Stochastic Inertial-Accelerated Methods with Delayed Derivatives for Nonconvex Problems	6
The Linear Sampling Method for Data Generated by Small Random Scatterers	6
V-Line Tensor Tomography: Numerical Results	6
QIS : Interactive Segmentation via Quasi-conformal Mappings	6
Acoustic Imaging via a Viscosity Approximation of an Elliptic System Generated by the Lavrent’ev Integral Operator	6
An Algorithm to Compute Any Simple $k$-gon of a Maximum Area or Perimeter Inscribed in a Region of Interest	6
Multiview Point Cloud Registration with Anisotropic and Spatially Varying Localization Noise	6
Group Equivariant Morphological Networks	6
Short Communication: FISTA Iterates Converge Linearly for Denoiser-Driven Regularization	6

Long-Time Asymptotics of the Sliced-Wasserstein Flow	5
PnP-ReG: Learned Regularizing Gradient for Plug-and-Play Gradient Descent	5
Linear Convergence of Randomized Kaczmarz Method for Solving Complex-Valued Phaseless Equations	5
Bilateral Tensor Low-Rank Representation for Insufficient Observed Samples in Multidimensional Image Clustering and Recovery	5
Enhanced Digital Halftoning via Weighted Sigma-Delta Modulation	5
Accelerated Bayesian Imaging by Relaxed Proximal-Point Langevin Sampling	5
A Fast Averaged Kaczmarz Iteration with Convex Penalty for Inverse Problems in Hilbert Spaces	5
Image Denoising: The Deep Learning Revolution and Beyond—A Survey Paper	5
Bioinspired Random Projections for Robust, Sparse Classification	5
NF-ULA: Normalizing Flow-Based Unadjusted Langevin Algorithm for Imaging Inverse Problems	5
Consistent Connected Operators Based on Trees of Shapes	5
Learning Regularization Parameter-Maps for Variational Image Reconstruction Using Deep Neural Networks and Algorithm Unrolling	5
Generalized Nonconvex Hyperspectral Anomaly Detection via Background Representation Learning with Dictionary Constraint	5
High-Frequency Limit of the Inverse Scattering Problem: Asymptotic Convergence from Inverse Helmholtz to Inverse Liouville	5
Accelerated Optimization in the PDE Framework: Formulations for the Manifold of Diffeomorphisms	5
Solving Inverse Problems by Joint Posterior Maximization with Autoencoding Prior	5
Uniform Recovery Guarantees for Quantized Corrupted Sensing Using Structured or Generative Priors	5
Singular Value Decomposition of the Wave Forward Operator with Radial Variable Coefficients	4
Provably Convergent Plug-and-Play Quasi-Newton Methods	4
Practical Acceleration of the Condat–Vũ Algorithm	4
A New Variational Model for Shape Graph Registration with Partial Matching Constraints	4
An Active Contour Model with Local Variance Force Term and Its Efficient Minimization Solver for Multiphase Image Segmentation	4
A Variational Model for Nonuniform Low-Light Image Enhancement	4
Dual Simplex Volume Maximization for Simplex-Structured Matrix Factorization	4
Asymptotic Links between Signal Processing, Acoustic Metamaterials, and Biology	4
Joint Reconstruction-Segmentation on Graphs	4
An Inexact Majorized Proximal Alternating Direction Method of Multipliers for Diffusion Tensors	4
Connected-Component Preserving Image Segmentation Using the Iterative Convolution-Thresholding Method	4
A Contrast-Saturation Adaptive Model for Low-Light Image Enhancement	4
Adaptive Unsupervised Anomaly Detection in Variable Environment by Online Expectation Maximization	4
An Optimal Bayesian Estimator for Absorption Coefficient in Diffuse Optical Tomography	4
Provable Phase Retrieval with Mirror Descent	3
On Phase Unwrapping via Digital Wavefront Sensors	3
Steerable Near-Quadrature Filter Pairs in Three Dimensions	3
Efficient Bayesian Computation for Low-Photon Imaging Problems	3
A Quantum Information-Based Refoundation of Color Perception Concepts	3
A Unifying Framework for $n$-Dimensional Quasi-Conformal Mappings	3
Toward Single Particle Reconstruction without Particle Picking: Breaking the Detection Limit	3
A Learnable Group-Tube Transform Induced Tensor Nuclear Norm and Its Application for Tensor Completion	3
Spherical Framelets from Spherical Designs	3
Uncertainty Estimation for Learning-Based Classification of Corrupted Images	3
A Majorization-Minimization Algorithm for Neuroimage Registration	3
Image Warp Preserving Content Intensity	3
Learning Sparsity-Promoting Regularizers Using Bilevel Optimization	3
Close-to-Optimal Counter Histogram-Based Forensics Using Mean Structural Similarity Index Metric	3
Separable Quaternion Matrix Factorization for Polarization Images	3
Topological Identification of Vortical Flow Structures in the Left Ventricle of the Heart	3
Proximal Langevin Sampling with Inexact Proximal Mapping	3
Diffusion Bridges for Stochastic Hamiltonian Systems and Shape Evolutions	3
Adaptive and Implicit Regularization for Matrix Completion	3
An Unrolled Implicit Regularization Network for Joint Image and Sensitivity Estimation in Parallel MR Imaging with Convergence Guarantee	3
Averaging Orientations with Molecular Symmetry in Cryo-EM	3
Deep Learning--Based Dictionary Learning and Tomographic Image Reconstruction	3
Using Decoupled Features for Photorealistic Style Transfer	3
A Projected Nesterov–Kaczmarz Approach to Stellar Population-Kinematic Distribution Reconstruction in Extragalactic Archaeology	3
Geometric Shape Matching for Recovering Protein Conformations from Single-Particle Cryo-EM Data	3
Bijective Density-Equalizing Quasiconformal Map for Multiply Connected Open Surfaces	3
Learnable Nonlocal Self-Similarity of Deep Features for Image Denoising	3
Iterative Direct Sampling Method for Elliptic Inverse Problems with Limited Cauchy Data	3
Robustness of Data-Driven Approaches in Limited Angle Tomography	3
Robust Tensor Completion: Equivalent Surrogates, Error Bounds, and Algorithms	3
Single Pixel X-ray Transform and Related Inverse Problems	2
Assembling a Learnable Mumford–Shah Type Model with Multigrid Technique for Image Segmentation	2
Stochastic Variance Reduced Gradient for Affine Rank Minimization Problem	2
A Splitting Scheme for Flip-Free Distortion Energies	2
Reduced Order Modeling for First Order Hyperbolic Systems with Application to Multiparameter Acoustic Waveform Inversion	2
Tensor Robust Principal Component Analysis Based on a Two-Layer Tucker Rank Minimization Model	2
The Linear Sampling Method for Random Sources	2
WARPd: A Linearly Convergent First-Order Primal-Dual Algorithm for Inverse Problems with Approximate Sharpness Conditions	2
Preconditioned Plug-and-Play ADMM with Locally Adjustable Denoiser for Image Restoration	2
Self-Supervised Deep Learning for Image Reconstruction: A Langevin Monte Carlo Approach	2
\(\boldsymbol {n}\)-Dimensional Volumetric Stretch Energy Minimization for Volume-/Mass-Preserving Parameterizations with Applications	2
Regularized CNN with Geodesic Active Contour and Edge Predictor for Image Segmentation	2
Imaging a Moving Point Source from Multifrequency Data Measured at One and Sparse Observation Directions (Part I): Far-Field Case	2
Stable Local-Smooth Principal Component Pursuit	2
NeurTV: Total Variation on the Neural Domain	2
Off-the-Grid Curve Reconstruction through Divergence Regularization: An Extreme Point Result	2
Imaging of Atmospheric Dispersion Processes with Differential Absorption Lidar	2
Tensor Robust Principal Component Analysis via Tensor Fibered Rank and \({\boldsymbol{{l_p}}}\) Minimization	2
A Wasserstein-Type Distance for Gaussian Mixtures on Vector Bundles with Applications to Shape Analysis	2

Identification of Sparsely Representable Diffusion Parameters in Elliptic Problems	2
Three-Stage Approach for 2D/3D Diffeomorphic Multimodality Image Registration with Textural Control	2
PottsMGNet: A Mathematical Explanation of Encoder-Decoder Based Neural Networks	2
Local Analysis of Iterative Reconstruction from Discrete Generalized Radon Transform Data in the Plane	2
\(\boldsymbol{L_1-\beta L_q}\) Minimization for Signal and Image Recovery	2
A Boundary Integral Equation Method for the Complete Electrode Model in Electrical Impedance Tomography with Tests on Experimental Data	2
Lifting the Convex Conjugate in Lagrangian Relaxations: A Tractable Approach for Continuous Markov Random Fields	2
Compressive Learning for Patch-Based Image Denoising	2
Blind Time-of-Flight Imaging: Sparse Deconvolution on the Continuum with Unknown Kernels	2