OOIR: Observatory of International Research

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 2020-04-01 to 2024-04-01.)

Article	Citations
Regularization by Denoising via Fixed-Point Projection (RED-PRO)	36
Surface-Localized Transmission Eigenstates, Super-resolution Imaging, and Pseudo Surface Plasmon Modes	36
Learning Maximally Monotone Operators for Image Recovery	33
Limited-Angle CT Reconstruction via the $L_1/L_2$ Minimization	31
Bayesian Imaging Using Plug & Play Priors: When Langevin Meets Tweedie	28
On Learned Operator Correction in Inverse Problems	23
Group Sparse Optimization for Images Recovery Using Capped Folded Concave Functions	21
A Characteristic Function-Based Algorithm for Geodesic Active Contours	19
Robust CUR Decomposition: Theory and Imaging Applications	18
Learning Consistent Discretizations of the Total Variation	13
Deep Neural Networks for Inverse Problems with Pseudodifferential Operators: An Application to Limited-Angle Tomography	12
Bayesian Imaging with Data-Driven Priors Encoded by Neural Networks	12
Solving Inverse Problems by Joint Posterior Maximization with Autoencoding Prior	12
Image Denoising: The Deep Learning Revolution and Beyond—A Survey Paper	11
New Restricted Isometry Property Analysis for $\ell_1-\ell_2$ Minimization Methods	11
Strong Solutions for PDE-Based Tomography by Unsupervised Learning	11
Scheduled Restart Momentum for Accelerated Stochastic Gradient Descent	10
The Modulo Radon Transform: Theory, Algorithms, and Applications	10
Hyperspectral Super-resolution Accounting for Spectral Variability: Coupled Tensor LL1-Based Recovery and Blind Unmixing of the Unknown Super-resolution Image	10
Regularized Kaczmarz Algorithms for Tensor Recovery	9
A Stochastic Proximal Alternating Minimization for Nonsmooth and Nonconvex Optimization	9
A Weighted Difference of Anisotropic and Isotropic Total Variation for Relaxed Mumford--Shah Color and Multiphase Image Segmentation	8
Learnable Descent Algorithm for Nonsmooth Nonconvex Image Reconstruction	8
The Linearized Hellinger--Kantorovich Distance	7
Toward Single Particle Reconstruction without Particle Picking: Breaking the Detection Limit	7

Total Variation-Based Reconstruction and Phase Retrieval for Diffraction Tomography	7
Color Image Restoration by Saturation-Value Total Variation Regularization on Vector Bundles	7
A Variational Approach to Additive Image Decomposition into Structure, Harmonic, and Oscillatory Components	7
Color Image Inpainting via Robust Pure Quaternion Matrix Completion: Error Bound and Weighted Loss	7
A Color Elastica Model for Vector-Valued Image Regularization	7
DIP-VBTV: A Color Image Restoration Model Combining a Deep Image Prior and a Vector Bundle Total Variation	7
Efficient Boosted DC Algorithm for Nonconvex Image Restoration with Rician Noise	6
Stable Image Reconstruction Using Transformed Total Variation Minimization	6
Choose Your Path Wisely: Gradient Descent in a Bregman Distance Framework	6
A Unifying Framework for $n$-Dimensional Quasi-Conformal Mappings	6
A Class of Second-Order Geometric Quasilinear Hyperbolic PDEs and Their Application in Imaging	6
A Variational Inequality Model for the Construction of Signals from Inconsistent Nonlinear Equations	6
Learnable Empirical Mode Decomposition based on Mathematical Morphology	6
A Generalized Primal-Dual Algorithm with Improved Convergence Condition for Saddle Point Problems	6
Shared Prior Learning of Energy-Based Models for Image Reconstruction	6
Compressive Imaging Through Optical Fiber with Partial Speckle Scanning	6
Orthogonal Matrix Retrieval with Spatial Consensus for 3D Unknown View Tomography	5
Fast Imaging of Sources and Scatterers in a Stratified Ocean Waveguide	5
Compactification of the Rigid Motions Group in Image Processing	5
Simultaneous Reconstruction of Conductivity, Boundary Shape, and Contact Impedances in Electrical Impedance Tomography	5
Improved Recovery Guarantees and Sampling Strategies for TV Minimization in Compressive Imaging	5
Robust Tensor Completion: Equivalent Surrogates, Error Bounds, and Algorithms	5
A Penalty Relaxation Method for Image Processing Using Euler's Elastica Model	5
A Direct Sampling Method for the Inversion of the Radon Transform	5
Nonlinear Power Method for Computing Eigenvectors of Proximal Operators and Neural Networks	5
Determinantal Point Processes for Image Processing	5
Patch-Based Image Restoration Using Expectation Propagation	4
Centering Noisy Images with Application to Cryo-EM	4
Multiscale Approach for Three-Dimensional Conformal Image Registration	4
Compressive Learning for Patch-Based Image Denoising	4
Low-Rank Tensor Approximations for Solving Multimarginal Optimal Transport Problems	4
Parallelizable Global Quasi-Conformal Parameterization of Multiply Connected Surfaces via Partial Welding	4
Complex-Valued Imaging with Total Variation Regularization: An Application to Full-Waveform Inversion in Visco-acoustic Media	4
A New Variational Model for Shape Graph Registration with Partial Matching Constraints	4