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 2021-12-01 to 2025-12-01.)

Article	Citations
Continuous Well-Composedness Implies Digital Well-Composedness in n-D	32
Learning Grayscale Mathematical Morphology with Smooth Morphological Layers	31
Texture Matching GAN for CT Image Enhancement	24
Enforcing Geometrical Priors in Deep Networks for Semantic Segmentation Applied to Radiotherapy Planning	22
Multivalued Component Tree: New Results and a Bridge Between Partial and Total Partition Trees	20
An Edge-Preserving Regularization Model for the Demosaicing of Noisy Color Images	20
Wavelet-Based Multiscale Flow For Realistic Image Deformation in the Large Diffeomorphic Deformation Model Framework	16
Batch-Less Stochastic Gradient Descent for Compressive Learning of Deep Regularization for Image Denoising	16
A Structured L-BFGS Method with Diagonal Scaling and Its Application to Image Registration	16
Multiscale Hierarchical Decomposition Methods for Images Corrupted by Multiplicative Noise	15
Characterization of hv-Convex Sequences	14
Using the Split Bregman Algorithm to Solve the Self-repelling Snakes Model	14
Novel Arc-Cost Functions and Seed Relevance Estimations for Compact and Accurate Superpixels	13
Application of Integral Invariants to Apictorial Jigsaw Puzzle Assembly	13
Connections Between Numerical Algorithms for PDEs and Neural Networks	13
Enhancing a Kernel Method for Shape Analysis in Kendall Space	13
Speckle Reduction in Matrix-Log Domain for Synthetic Aperture Radar Imaging	12
High-Resolution Neural Texture Synthesis with Long-Range Constraints	11
Regularising Inverse Problems with Generative Machine Learning Models	10
The Geodesic Distance on the Generalized Gamma Manifold for Texture Image Retrieval	10
Convex Object(s) Characterization and Segmentation Using Level Set Function	10
Finding Space-Time Boundaries with Deformable Hypersurfaces	10
Plug and Play Splitting Techniques for Poisson Image Restoration	10
Wavelets in the Deep Learning Era	9
A Variational Approach for Joint Image Recovery and Feature Extraction Based on Spatially Varying Generalised Gaussian Models	9

Unrestricted Sequential Discrete Morphological Neural Networks	9
Sigma Flows for Image and Data Labeling and Learning Structured Prediction	9
Minimizing Mean Curvature of Image Surface via Bilinear Decomposition for Image Reconstruction	9
Scale Generalisation Properties of Extended Scale-Covariant and Scale-Invariant Gaussian Derivative Networks on Image Datasets with Spatial Scaling Variations	8
Generalised Watson Distribution on the Hypersphere with Applications to Clustering	8
A $$\varGamma $$-Convergence Result and An Off-the-Grid Charge Algorithm for Curve Reconstruction in Inverse Problems	8
Differential Oriented Image Foresting Transform and Its Applications to Support High-level Priors for Object Segmentation	8
Parallelly Sliced Optimal Transport on Spheres and on the Rotation Group	8
A Generative Model for Texture Synthesis based on Optimal Transport Between Feature Distributions	7
Linear and Nonlinear Generative Models for ‘Zero-Shot’ Image Denoising in the Limit of Few Photons	7
Introducing Poset-Based Connected n-Manifolds and $$\mathcal {P}$$-well-composedness in Partially Ordered Sets	7
The Role of the Deltoidal Surface in the Solution Variation of the P3P Problem	7
Learning-Based Non-rigid Video Depth Estimation Using Invariants to Generalized Bas-Relief Transformations	6
Computing the Minimal Perimeter Polygon for Sets of Rectangular Tiles based on Visibility Cones	6
Statistical Modeling of Deep Features to Reduce False Alarms in Video Change Detection	6
Consistent Approximation of Interpolating Splines in Image Metamorphosis	6
CoRRECT: A Deep Unfolding Framework for Motion-Corrected Quantitative R2* Mapping	6
Morse Sequences: A Simple Approach to Discrete Morse Theory	6
Conditionally Exponential Prior in Focal Near- and Far-Field EEG Source Localization via Randomized Multiresolution Scanning (RAMUS)	6
An Adaptively Inexact Method for Bilevel Learning Using Primal–Dual-Style Differentiation	5
Sparse Resultant-Based Minimal Solvers in Computer Vision and Their Connection with the Action Matrix	5
LAMA-Net: A Convergent Network Architecture for Dual-Domain Reconstruction	5
A Hierarchical Geodesic Model for Longitudinal Analysis on Manifolds	5
Nonlocal Adaptive Biharmonic Regularizer for Image Restoration	5
New Properties for Full Convex Sets and Full Convex Hulls	5
About the Incorporation of Topological Prescriptions in CNNs for Medical Image Semantic Segmentation	5
eGHWT: The Extended Generalized Haar–Walsh Transform	5
Guest Editorial JMIV Special Issue SSVM’21	4
A Polygonal Approximation for General 4-Contours Corresponding to Weakly Simple Curves	4
Hypergraph p-Laplacians and Scale Spaces	4
U-Flow: A U-Shaped Normalizing Flow for Anomaly Detection with Unsupervised Threshold	4
Scale-Covariant and Scale-Invariant Gaussian Derivative Networks	4
Corrected Laplace–Beltrami Operators for Digital Surfaces	4
Non-Gaussian Noise Removal via Gaussian Denoisers with the Gray Level Indicator	3
Anisotropic Variational Models for Image Denoising Based on Directional Hessian	3
Filtering-Based Preconditioner for Accelerated High-Dimensional Cone-Beam CT Image Reconstruction	3
An Exact Radon Formula for Lambertian Tomography	3
Dyadic Partition-Based Training Schemes for TV/TGV Denoising	3
Assessing Hierarchies by Their Consistent Segmentations	3
Assessing the Role of Datasets in the Generalization of Motion Deblurring Methods to Real Images	3
Stochastic Primal–Dual Hybrid Gradient Algorithm with Adaptive Step Sizes	3
Cell Counting with Trainable h-Maxima and Connected Component Layers	3
A Retinex-Based Selective Segmentation Model for Inhomogeneous Images	3
Recognition of Pieces of Arithmetic Hyperplanes Using the Stern–Brocot Tree	3
Cartoon–Texture Image Decomposition Using Least Squares and Low-Rank Regularization	3
An Alternative Definition for Digital Convexity	3
Correction: Sufficient Conditions for Topology-Preserving Parallel Reductions on the Face-Centered Cubic Grid	3
Convexity in ReLU Neural Networks: Beyond ICNNs?	3
Image Reconstruction in Light-Sheet Microscopy: Spatially Varying Deconvolution and Mixed Noise	3
Fast Quaternion Log-Polar Radial Harmonic Fourier Moments for Color Image Zero-Watermarking	3

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