OOIR: Observatory of International Research

Papers

(The TQCC of SIAM Journal on Imaging Sciences is 5. 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 2021-08-01 to 2025-08-01.)

Article	Citations
Robust Tensor CUR Decompositions: Rapid Low-Tucker-Rank Tensor Recovery with Sparse Corruptions	62
A Scale-Invariant Relaxation in Low-Rank Tensor Recovery with an Application to Tensor Completion	58
Tangential Fixpoint Iterations for Gromov–Wasserstein Barycenters	21
Diffeomorphic Registration Using Sinkhorn Divergences	20
Subaperture-Based Digital Aberration Correction for Optical Coherence Tomography: A Novel Mathematical Approach	20
A Class of Priors for Color Image Restoration Parameterized by Lie Groups Acting on Pixel Values	18
Euler’s Elastica-Based Cartoon-Smooth-Texture Image Decomposition	17
An Inverse Problems Approach to Pulse Wave Analysis in the Human Brain	17
Learnable Empirical Mode Decomposition based on Mathematical Morphology	17
The Linearized Hellinger--Kantorovich Distance	16
Waveform Inversion with a Data Driven Estimate of the Internal Wave	16
Regularizing Orientation Estimation in Cryogenic Electron Microscopy Three-Dimensional Map Refinement through Measure-Based Lifting over Riemannian Manifolds	15
Imaging Anisotropic Conductivities from Current Densities	14
Reduced Order Modeling Inversion of Monostatic Data in a Multi-scattering Environment	12
High-Resolution, Quantitative Signal Subspace Imaging for Synthetic Aperture Radar	12
Error Estimates for Weakly Convex Frame-Based Regularization Including Learned Filters	12
Semi-Unbalanced Optimal Transport for Reference-Based Image Restoration and Synthesis	11
Riesz Feature Representation: Scale Equivariant Scattering Network for Classification Tasks	11
ROM Inversion of Monostatic Data Lifted to Full MIMO	11
IFF: A Superresolution Algorithm for Multiple Measurements	11
Hyperspectral Super-resolution Accounting for Spectral Variability: Coupled Tensor LL1-Based Recovery and Blind Unmixing of the Unknown Super-resolution Image	10
Arbitrary Distributions Mapping via SyMOT-Flow: A Flow-Based Approach Integrating Maximum Mean Discrepancy and Optimal Transport	9
Imaging a Moving Point Source from Multifrequency Data Measured at One and Sparse Observation Points (Part II): Near-Field Case in 3D	9
Randomized Orthogonal Matching Pursuit Algorithm with Adaptive Partial Selection for Sparse Signal Recovery	9
Displacement and Pressure Reconstruction from Magnetic Resonance Elastography Images: Application to an In Silico Brain Model	8

Convergence Results in Image Interpolation With the Continuous SSIM	8
Image Segmentation with Adaptive Spatial Priors from Joint Registration	8
Parallel Transport Convolution: Deformable Convolutional Networks on Manifold-Structured Data	8
Schwarzschild Harmonic Path Planning and Tetrahedral Mesh Smoothing	8
Stable Image Reconstruction Using Transformed Total Variation Minimization	8
On Learning the Invisible in Photoacoustic Tomography with Flat Directionally Sensitive Detector	8
Analysis of View Aliasing for the Generalized Radon Transform in ${\mathbb R}^{\textbf{2}}$	8
Smoothing Priors for Blind Image Deblurring	7
Bayesian Imaging with Data-Driven Priors Encoded by Neural Networks	7
Parallelizable Global Quasi-Conformal Parameterization of Multiply Connected Surfaces via Partial Welding	7
The $\boldsymbol{{p}_0}$-Laplace “Signature” for Quasilinear Inverse Problems	7
Direct Imaging of Moving Acoustic Point Sources	7
Sequential Model Correction for Nonlinear Inverse Problems	7
Increasing Stability for Recovering Anisotropic Potential in Elastic Scattering from a Linearized Dirichlet to Neumann Map	7
Turning Grain Maps into Diagrams	7
Nonlocal Perimeters and Curvature Flows on Graphs with Applications in Image Processing and High-Dimensional Data Classification	7
An Image Registration Model in Electron Backscatter Diffraction	7
Localization of Point Scatterers via Sparse Optimization on Measures	7
A Low-Rank Tensor Completion Method via Strassen–Ottaviani Flattening	7
A Spatial Color Compensation Model Using Saturation-Value Total Variation	7
Early Stopping of Untrained Convolutional Neural Networks	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	6
Image Recovery for Blind Polychromatic Ptychography	6
On Assignment Problems Related to Gromov–Wasserstein Distances on the Real Line	6
TILT: Topological Interface Recovery in Limited-Angle Tomography	6
Elastica Models for Color Image Regularization	6
A Fast Data-Driven Iteratively Regularized Method with Convex Penalty for Solving Ill-Posed Problems	6
Polynomial Preconditioners for Regularized Linear Inverse Problems	6
Spherical Image Inpainting with Frame Transformation and Data-Driven Prior Deep Networks	6
On the Convergence of Stochastic Gradient Descent for Linear Inverse Problems in Banach Spaces	6
Convergence Analysis of the Harmonic $\boldsymbol{B_{{z}}}$ Algorithm with Single Injection Current in MREIT	6
Data Fusion for a Multiscale Model of a Wheat Leaf Surface: A Unifying Approach Using a Radial Basis Function Partition of Unity Method	6
Linesearch-Enhanced Forward–Backward Methods for Inexact Nonconvex Scenarios	6
Distributed Stochastic Inertial-Accelerated Methods with Delayed Derivatives for Nonconvex Problems	5
The Linear Sampling Method for Data Generated by Small Random Scatterers	5
Acoustic Imaging via a Viscosity Approximation of an Elliptic System Generated by the Lavrent’ev Integral Operator	5
Tight-Frame-Like Analysis-Sparse Recovery Using Nontight Sensing Matrices	5
Short Communication: FISTA Iterates Converge Linearly for Denoiser-Driven Regularization	5
Multiview Point Cloud Registration with Anisotropic and Spatially Varying Localization Noise	5
Bilateral Tensor Low-Rank Representation for Insufficient Observed Samples in Multidimensional Image Clustering and Recovery	5
V-Line Tensor Tomography: Numerical Results	5
An Algorithm to Compute Any Simple $k$-gon of a Maximum Area or Perimeter Inscribed in a Region of Interest	5
Image Denoising: The Deep Learning Revolution and Beyond—A Survey Paper	5
Generalized Nonconvex Hyperspectral Anomaly Detection via Background Representation Learning with Dictionary Constraint	5
QIS : Interactive Segmentation via Quasi-conformal Mappings	5
Linear Convergence of Randomized Kaczmarz Method for Solving Complex-Valued Phaseless Equations	5
Optimality Conditions for Bilevel Imaging Learning Problems with Total Variation Regularization	5