OOIR: Observatory of International Research

Papers

(The TQCC of IEEE Transactions on Computational Imaging is 8. 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 2022-01-01 to 2026-01-01.)

Article	Citations
Robust Deep Compressive Sensing With Recurrent-Residual Structural Constraints	142
Fast and Robust Single Particle Reconstruction in 3D Fluorescence Microscopy	89
FoveaSPAD: Exploiting Depth Priors for Adaptive and Efficient Single-Photon 3D Imaging	78
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution	67
Photon Limited Non-Blind Deblurring Using Algorithm Unrolling	63
Ptychography Using Blind Multi-Mode PMACE	63
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction	63
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography	60
The Secrets of Non-Blind Poisson Deconvolution	54
Laser Protection via Jointly Learned Defocus and Image Reconstruction	53
Robust Cardiac Cine MRI Reconstruction With Spatiotemporal Diffusion Model	39
Material Identification From Radiographs Without Energy Resolution	38
Towards Data-Informed Motion Artifact Reduction in Quantitative CT Using Piecewise Linear Interpolation	36
An Adaptive Photon Count Reconstruction Algorithm for Sparse Count and Strong Noise Count Data With Low Signal Background Ratio	36
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction	33
Convergent Primal-Dual Plug-and-Play Image Restoration: A General Algorithm and Applications	31
Low-Rank Decomposition and Polarization-Driven Transmittance Synergy for Underwater Descattering With Cross-Domain Generalization	31
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information	31
Online Beam Current Estimation in Particle Beam Microscopy	30
SparseAlign: A Grid-Free Algorithm for Automatic Marker Localization and Deformation Estimation in Cryo-Electron Tomography	30
MD-GraphFormer: A Model-Driven Graph Transformer for Fast Multi-Contrast MR Imaging	30
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions	29
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization	29
Learned Discrepancy Reconstruction and Benchmark Dataset for Magnetic Particle Imaging	28
Real-Time Reconstruction of 3D Videos From Single-Photon LiDaR Data in the Presence of Obscurants	26

A Hybrid Polarization Image Demosaicking Algorithm Based on Inter-Channel Correlation	26
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part I: A Matrix-Completion Framework	26
Deep Learned Non-Linear Propagation Model Regularizer for Compressive Spectral Imaging	26
PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening	25
Deep Hyperspectral Image Fusion Network With Iterative Spatio-Spectral Regularization	25
HoloFormer: Contrastive Regularization Based Transformer for Holographic Image Reconstruction	24
Learning Degradation-Aware Diffusion Prior for Hyperspectral Reconstruction from RGB Image	23
Single-Pass Object-Adaptive Data Undersampling and Reconstruction for MRI	23
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging	23
Multi-Frequency Neural Born Iterative Method for Solving 2-D Inverse Scattering Problems	22
Dual-Stream Adaptive Convergent Low-Light Image Enhancement Network Based on Frequency Perception	21
SRInpaintor: When Super-Resolution Meets Transformer for Image Inpainting	21
Iterative Approach to Reconstructing Neural Disparity Fields From Light-Field Data	21
Multispectral and Hyperspectral Image Fusion With Spectrally Varying Blurs and MM Algorithm	21
dO: A Differentiable Engine for Deep Lens Design of Computational Imaging Systems	21
Inverse Multislice Ptychography by Layer-Wise Optimisation and Sparse Matrix Decomposition	21
Compressive Synthetic Aperture Radar Imaging and Autofocusing by Augmented Lagrangian Methods	21
Deep Motion Regularizer for Video Snapshot Compressive Imaging	20
Region-of-Interest Prioritised Sampling for Constrained Autonomous Exploration Systems	20
Compressive Spectral X-Ray CT Reconstruction via Deep Learning	20
High Resolution LED-Based Snapshot Compressive Spectral Video Imaging With Deep Neural Networks	20
Batch-FPM: Random Batch-Update Multi-Parameter Physical Fourier Ptychography Neural Network	19
Simultaneous Multifrequency Demodulation for Single-Shot Multiple-Path ToF Imaging	19
Estimation-Denoising Integration Network Architecture With Updated Parameter for MRI Reconstruction	19
Clip-Driven Universal Model for Multi-Material Decomposition in Dual-Energy CT	19
Multilevel Plug-and-Play Image Restoration	19
AIVUS: Guidewire Artifacts Inpainting for Intravascular Ultrasound Imaging With United Spatiotemporal Aggregation Learning	18
Constrained Conditional Denoising Diffusion for Hyperspectral-Multispectral Fusion	18
Provable Probabilistic Imaging Using Score-Based Generative Priors	18
DANG: Data Augmentation Based on NIR-II Guided Diffusion Model for Fluorescence Molecular Tomography	18
Full-Wave Simulations of Tomographic Optical Imaging Through Augmented Partial Factorization	17
EgeFusion: Towards Edge Gradient Enhancement in Infrared and Visible Image Fusion With Multi-Scale Transform	17
Distributed Stochastic Optimization of a Neural Representation Network for Time-Space Tomography Reconstruction	17
Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior	17
Introducing Nonuniform Sparse Proximal Averaging Network for Seismic Reflectivity Inversion	17
Light Field Reflection and Background Separation Network Based on Adaptive Focus Selection	17
Physics-Based Deep Learning for Imaging Neuronal Activity via Two-Photon and Light Field Microscopy	16
Nest-DGIL: Nesterov-Optimized Deep Geometric Incremental Learning for CS Image Reconstruction	16
Distilling Knowledge for Designing Computational Imaging Systems	16
Deep Learning for TOF Extraction in Bone Ultrasound Tomography	16
Enhanced Single Pixel Imaging by Using Adaptive Jointly Optimized Conditional Diffusion	16
Robust Correspondence Imaging Against Random Disturbances With Single-Pixel Detection	16
DROLL: Dual-Domain Reconstruction Network With a High-Fidelity Domain-Transform Operator Based on Learned Low-Rank Prior for Sparse-View CT Reconstruction	15
An Inverse-Problem Approach to the Estimation of Despeckled and Deconvolved Images From Radio-Frequency Signals in Pulse-Echo Ultrasound	15
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part II: A Filtering-Based Framework	15
Spatial-Angular Versatile Convolution for Light Field Reconstruction	14
Kernel Regression Imputation in Manifolds Via Bi-Linear Modeling: The Dynamic-MRI Case	14
List of Reviewers	13
ADMMNet-Based Deep Unrolling Method for Ghost Imaging	13
Extended Polar Format Algorithm for Non-Planar Target Imaging With DSM	13

Deep Network Cascade for Dynamic Cardiac MRI Reconstruction With Motion Feature Incorporation and the Fourier Neural Attention	12
Closed-Form Approximation of the Total Variation Proximal Operator	12
Interferometric Lensless Imaging: Rank-One Projections of Image Frequencies With Speckle Illuminations	12
Laser Ultrasonic Imaging Via the Time Domain Linear Sampling Method	12
Enhanced Light Field Reconstruction by Combining Disparity and Texture Information in PSVs via Disparity-Guided Fusion	12
Deep Learning-Based Inpainting for Sparse Arrays in Ultrafast Ultrasound Imaging	11
Statistical Stability of Correlation Based Imaging Algorithms	11
Quantitative Phase and Absorption Contrast Imaging	11
Truncated Residual Based Plug-and-Play ADMM Algorithm for MRI Reconstruction	11
Sparse-View Cone Beam CT Reconstruction Using Data-Consistent Supervised and Adversarial Learning From Scarce Training Data	11
MAFDE-Net: Multipath Attention-Fusion-Based Dual-Encoder Network for Undersampled MRI Segmentation	11
Hierarchical Edge Refinement Network for Guided Depth Map Super-Resolution	11
High-Generalized Unfolding Model With Coupled Spatial-Spectral Transformer for Hyperspectral Image Reconstruction	11
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer	11
Neuromorphic Imaging With Density-Based Spatiotemporal Denoising	11
High-Accuracy Image Formation Model for Coded Aperture Snapshot Spectral Imaging	10
Uncertainty Quantification for Deep Unrolling-Based Computational Imaging	10
Injected Infrared and Visible Image Fusion via $L_{1}$ Decomposition Model and Guided Filtering	10
Vignetting Correction Through Color-Intensity Map Entropy Optimization	10
Side Information-Assisted Low-Dose CT Reconstruction	10
RIRO: From Retinex-Inspired Reconstruction Optimization Model to Deep Low-Light Image Enhancement Unfolding Network	10
A Analytical Kernel-Based Stacked Pupil Shift Matrix Decomposition Method for Partially Coherent Imaging	10
Generalized Ray Tracing With Basis Functions for Tomographic Projections	10
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction	10
NAS Powered Deep Image Prior for Electrical Impedance Tomography	10
Modeling Real-World MPI System Matrices From Sparse Observations	9
Fast Adaptive Plug-and-Play ADMM Framework for Short-Range 3-D SAR Imaging	9
High Resolution Diffuse Optical Tomography via Neural Fields	9
A Computationally Light MUSIC Based Algorithm for Automotive RADARs	9
Multi-Layered Surface Estimation for Low-Cost Optical Coherence Tomography	9
Learning Task-Specific Strategies for Accelerated MRI	9
Learning to Describe Scenes via Privacy-Aware Designed Optical Lens	9
Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging	9
Interpretable Deep Attention Prior for Image Restoration and Enhancement	9
Compact Representation of Light Field Data for Refocusing and Focal Stack Reconstruction Using Depth Adaptive Multi-CNN	9
Non-Sparse SAR Imaging From Quadrature Compressive Measurements Based on Magnitude-Phase Separation	9
Spatially Varying Exposure With 2-by-2 Multiplexing: Optimality and Universality	9
Learning Generalized Mapping Functions via Deep-Unrolling for PET Image Reconstruction	9
Learning Multiscale Convolutional Dictionaries for Image Reconstruction	9
PAH2T-Former: Paired-Attention Hybrid Hierarchical Transformer for Synergistically Enhanced FMT Reconstruction Quality and Efficiency	9
High Spatio-Temporal Imaging Reconstruction for Hybrid Spike-RGB Cameras	9
Nonlocal Tensor Decomposition With Joint Low Rankness and Smoothness for Spectral CT Image Reconstruction	8
Single-View Fluorescence Molecular Tomography Based on Hyperspectral NIR-II Imaging	8
Wavenumber Domain 2-D Separable Data Reformatting Algorithm for High Squint Spotlight SAR	8
GAPMSF-Net: Generalized Alternating Projection With Multi-Stage Fusion Network for Snapshot Compressive Imaging	8
IEEE Signal Processing Society Information	8
MISD: Model-Informed Stable Diffusion Model for Limited Noisy Data CT Reconstruction	8
3D Imaging Method Based on Digital Coding Metasurface With Unknown Mutual Coupling	8
Dynamic Scene Reconstruction for Color Spike Camera via Zero-Shot Learning	8
Dual-Feature Frequency Component Compression Method for Accelerating Reconstruction in Magnetic Particle Imaging	8
A Unifying Approach to Inverse Problems of Ultrasound Beamforming and Deconvolution	8
Zero-Shot Image Denoising for High-Resolution Electron Microscopy	8
The Potential of Phase Constraints for Non-Fourier Radiofrequency-Encoded MRI	8
Non-Confocal 3D Reconstruction in Volumetric Scattering Scenario	8
Adapting the Learning Models of Single Image Super-Resolution Into Light-Field Imaging	8
Single-Frame MIMO Radar Velocity Vector Estimation via Multi-Bounce Scattering	8
Super-Resolution Hyperspectral Reconstruction With Majorization-Minimization Algorithm and Low-Rank Approximation	8
Stability of Image-Reconstruction Algorithms	8
Sound Speed Estimation for Distributed Aberration Correction in Laterally Varying Media	8
Inferring Objects From Lensless Imaging Measurements	8
Unsupervised Low-Dose CT Reconstruction With One-Way Conditional Normalizing Flows	8