OOIR: Observatory of International Research

Papers

(The median citation count of Journal of Mathematical Imaging and Vision is 1. 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 2021-11-01 to 2025-11-01.)

Article	Citations
Continuous Well-Composedness Implies Digital Well-Composedness in n-D	32
Texture Matching GAN for CT Image Enhancement	30
A Structured L-BFGS Method with Diagonal Scaling and Its Application to Image Registration	24
Enforcing Geometrical Priors in Deep Networks for Semantic Segmentation Applied to Radiotherapy Planning	22
Wavelet-Based Multiscale Flow For Realistic Image Deformation in the Large Diffeomorphic Deformation Model Framework	20
An Edge-Preserving Regularization Model for the Demosaicing of Noisy Color Images	18
Learning Grayscale Mathematical Morphology with Smooth Morphological Layers	16
Multivalued Component Tree: New Results and a Bridge Between Partial and Total Partition Trees	16
Batch-Less Stochastic Gradient Descent for Compressive Learning of Deep Regularization for Image Denoising	15
Multiscale Hierarchical Decomposition Methods for Images Corrupted by Multiplicative Noise	14
Characterization of hv-Convex Sequences	13
Using the Split Bregman Algorithm to Solve the Self-repelling Snakes Model	13
Application of Integral Invariants to Apictorial Jigsaw Puzzle Assembly	13
Connections Between Numerical Algorithms for PDEs and Neural Networks	12
Regularising Inverse Problems with Generative Machine Learning Models	12
Convex Object(s) Characterization and Segmentation Using Level Set Function	12
Enhancing a Kernel Method for Shape Analysis in Kendall Space	12
Novel Arc-Cost Functions and Seed Relevance Estimations for Compact and Accurate Superpixels	11
High-Resolution Neural Texture Synthesis with Long-Range Constraints	10
Speckle Reduction in Matrix-Log Domain for Synthetic Aperture Radar Imaging	10
Minimizing Mean Curvature of Image Surface via Bilinear Decomposition for Image Reconstruction	9
A Variational Approach for Joint Image Recovery and Feature Extraction Based on Spatially Varying Generalised Gaussian Models	9
The Geodesic Distance on the Generalized Gamma Manifold for Texture Image Retrieval	9
Unrestricted Sequential Discrete Morphological Neural Networks	9
Finding Space-Time Boundaries with Deformable Hypersurfaces	9

Sigma Flows for Image and Data Labeling and Learning Structured Prediction	8
Generalised Watson Distribution on the Hypersphere with Applications to Clustering	8
Parallelly Sliced Optimal Transport on Spheres and on the Rotation Group	8
Wavelets in the Deep Learning Era	8
A Generative Model for Texture Synthesis based on Optimal Transport Between Feature Distributions	7
Differential Oriented Image Foresting Transform and Its Applications to Support High-level Priors for Object Segmentation	7
Linear and Nonlinear Generative Models for ‘Zero-Shot’ Image Denoising in the Limit of Few Photons	7
Scale Generalisation Properties of Extended Scale-Covariant and Scale-Invariant Gaussian Derivative Networks on Image Datasets with Spatial Scaling Variations	7
Introducing Poset-Based Connected n-Manifolds and $$\mathcal {P}$$-well-composedness in Partially Ordered Sets	7
A $$\varGamma $$-Convergence Result and An Off-the-Grid Charge Algorithm for Curve Reconstruction in Inverse Problems	7
Conditionally Exponential Prior in Focal Near- and Far-Field EEG Source Localization via Randomized Multiresolution Scanning (RAMUS)	6
CoRRECT: A Deep Unfolding Framework for Motion-Corrected Quantitative R2* Mapping	6
Computing the Minimal Perimeter Polygon for Sets of Rectangular Tiles based on Visibility Cones	6
The Role of the Deltoidal Surface in the Solution Variation of the P3P Problem	6
Morse Sequences: A Simple Approach to Discrete Morse Theory	5
Consistent Approximation of Interpolating Splines in Image Metamorphosis	5
About the Incorporation of Topological Prescriptions in CNNs for Medical Image Semantic Segmentation	5
Learning-Based Non-rigid Video Depth Estimation Using Invariants to Generalized Bas-Relief Transformations	5
Statistical Modeling of Deep Features to Reduce False Alarms in Video Change Detection	5
New Properties for Full Convex Sets and Full Convex Hulls	5
Nonlocal Adaptive Biharmonic Regularizer for Image Restoration	5
LAMA-Net: A Convergent Network Architecture for Dual-Domain Reconstruction	5
An Adaptively Inexact Method for Bilevel Learning Using Primal–Dual-Style Differentiation	5
A Hierarchical Geodesic Model for Longitudinal Analysis on Manifolds	5
Sparse Resultant-Based Minimal Solvers in Computer Vision and Their Connection with the Action Matrix	4
Non-Gaussian Noise Removal via Gaussian Denoisers with the Gray Level Indicator	4
Corrected Laplace–Beltrami Operators for Digital Surfaces	4
U-Flow: A U-Shaped Normalizing Flow for Anomaly Detection with Unsupervised Threshold	4
Hypergraph p-Laplacians and Scale Spaces	4
Guest Editorial JMIV Special Issue SSVM’21	4
eGHWT: The Extended Generalized Haar–Walsh Transform	4
A Polygonal Approximation for General 4-Contours Corresponding to Weakly Simple Curves	4
Scale-Covariant and Scale-Invariant Gaussian Derivative Networks	4
Assessing the Role of Datasets in the Generalization of Motion Deblurring Methods to Real Images	3
Fast Quaternion Log-Polar Radial Harmonic Fourier Moments for Color Image Zero-Watermarking	3
Image Reconstruction in Light-Sheet Microscopy: Spatially Varying Deconvolution and Mixed Noise	3
Recognition of Pieces of Arithmetic Hyperplanes Using the Stern–Brocot Tree	3
Dyadic Partition-Based Training Schemes for TV/TGV Denoising	3
An Alternative Definition for Digital Convexity	3
Anisotropic Variational Models for Image Denoising Based on Directional Hessian	3
Stochastic Primal–Dual Hybrid Gradient Algorithm with Adaptive Step Sizes	3
Tackling Algorithmic Bias in Neural-Network Classifiers using Wasserstein-2 Regularization	3
Correction: Sufficient Conditions for Topology-Preserving Parallel Reductions on the Face-Centered Cubic Grid	3
Assessing Hierarchies by Their Consistent Segmentations	3
Appreciation to the Journal of Mathematical Imaging and Vision Reviewers	3
Convexity in ReLU Neural Networks: Beyond ICNNs?	3
A Retinex-Based Selective Segmentation Model for Inhomogeneous Images	3
Cell Counting with Trainable h-Maxima and Connected Component Layers	3
An Exact Radon Formula for Lambertian Tomography	3
Efficient Model-Based Deep Learning via Network Pruning and Fine-Tuning	3

Fuzzy Circularity: A New Fuzzy Shape-Based Descriptor of the Object	2
Morphological Hierarchies: A Unifying Framework with New Trees	2
Mathematical Properties of Pyramid-Transform-Based Resolution Conversion and Its Applications	2
General Deformations of Point Configurations Viewed By a Pinhole Model Camera	2
Unified Theory for Joint Covariance Properties Under Geometric Image Transformations for Spatio-Temporal Receptive Fields According to the Generalized Gaussian Derivative Model for Visual Receptive Fi	2
Deep Convolutional Neural Networks with Spatial Regularization, Volume and Star-Shape Priors for Image Segmentation	2
Vectorial Fractional-Order Regularizer-Based Diffeomorphic Image Registration Model and its Numerical Algorithm	2
Local Binary Patterns of Segments of a Binary Object for Shape Analysis	2
CvxPnPL: A Unified Convex Solution to the Absolute Pose Estimation Problem from Point and Line Correspondences	2
Towards Off-the-Grid Algorithms for Total Variation Regularized Inverse Problems	2
Learning Linearized Assignment Flows for Image Labeling	2
Mathematical Morphology on Directional Data	2
Learning to Generate Wasserstein Barycenters	2
Mixing Support Detection-Based Alternating Direction Method of Multipliers for Sparse Hyperspectral Image Unmixing	2
PDE-CNNs: Axiomatic Derivations and Applications	2
A New Insight into the Epipole from Four Point Correspondences in Two Calibrated Views	2
Some Equivalence Relation between Persistent Homology and Morphological Dynamics	2
Concentric Ellipse Fitting with Bias Correction and Specialized Geometric-Based Clustering Approach	2
Blind Image Inpainting with Sparse Directional Filter Dictionaries for Lightweight CNNs	2
Regularised Diffusion–Shock Inpainting	2
Neural Field Equations with Time-Periodic External Inputs and Some Applications to Visual Processing	2
Discrete Approximations of Gaussian Smoothing and Gaussian Derivatives	2
Enhancing Dynamic CT Image Reconstruction with Neural Fields and Optical Flow	2
Cartoon–Texture Image Decomposition Using Least Squares and Low-Rank Regularization	2
The Chiral Domain of a Camera Arrangement	1
Classification of Deformable Smooth Shapes Through Geodesic Flows of Diffeomorphisms	1
Hough Transform for Detecting Space Curves in Digital 3D Models	1
Generalized Polar Coordinate Moments with Quasi Inner Product	1
Discrete Morse Functions and Watersheds	1
Generalized Inversion of Nonlinear Operators	1
Randomized Primal-Dual Algorithm with Arbitrary Sampling: Convergence Theory and Applications to Parallel MRI	1
ATG-CHFMs: Accurate Ternary Generalized Chebyshev–Fourier Moments for Stereo Image Zero-Watermarking	1
A Unified Surface Geometric Framework for Feature-Aware Denoising, Hole Filling and Context-Aware Completion	1
ADMM-Based Residual Whiteness Principle for Automatic Parameter Selection in Single Image Super-Resolution Problems	1
State Estimation of Time-Varying MRI with Radial Golden Angle Sampling	1
On a Variational Problem with a Nonstandard Growth Functional and Its Applications to Image Processing	1
Geometry Parameter Estimation for Sparse X-Ray Log Imaging	1
Morphology on Categorical Distributions	1
Stability Bounds for the Unfolded Forward–Backward Algorithm	1
Topology- and Perception-Aware Image Vectorization	1
Inferring Object Boundaries and Their Roughness with Uncertainty Quantification	1
A Stochastic-Geometrical Framework for Object Pose Estimation Based on Mixture Models Avoiding the Correspondence Problem	1
On Maximum a Posteriori Estimation with Plug & Play Priors and Stochastic Gradient Descent	1
Toward a Sparsity Theory on Weighted Lattices	1
Homotopic Affine Transformations in the 2D Cartesian Grid	1
Amplitude Mean of Functional Data on $$\mathbb {S}^2$$ and its Accurate Computation	1
On the Singular Points Approached by the Medial Axis	1
A Multi-spectral Geometric Approach for Shape Analysis	1
Computation of 2D Continuous Geometric Moments Through Inclusion–Exclusion	1
Hierarchy-based fuzzy segmentation and marker learning layer: theory and algorithms	1
Estimating Rigid Transformations of Noisy Point Clouds Using the Universal Manifold Embedding	1
2D Bijective rigid rotation: quantitative and qualitative study	1
A Local MM Subspace Method for Solving Constrained Variational Problems in Image Recovery	1
Generative Assignment Flows for Representing and Learning Joint Distributions of Discrete Data	1
PCA-AE: Principal Component Analysis Autoencoder for Organising the Latent Space of Generative Networks	1
Dynamic-Clustering Extreme Intensity Prior Based Blind Image Deblurring	1
A New Prediction–Correction Primal–Dual Hybrid Gradient Algorithm for Solving Convex Minimization Problems with Linear Constraints	1