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 2021-11-01 to 2025-11-01.)

Article	Citations
Robust Deep Compressive Sensing With Recurrent-Residual Structural Constraints	136
Fast and Robust Single Particle Reconstruction in 3D Fluorescence Microscopy	83
FoveaSPAD: Exploiting Depth Priors for Adaptive and Efficient Single-Photon 3D Imaging	69
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution	61
The Secrets of Non-Blind Poisson Deconvolution	60
Laser Protection via Jointly Learned Defocus and Image Reconstruction	58
Robust Cardiac Cine MRI Reconstruction With Spatiotemporal Diffusion Model	57
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction	52
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information	52
Material Identification From Radiographs Without Energy Resolution	48
An Adaptive Photon Count Reconstruction Algorithm for Sparse Count and Strong Noise Count Data With Low Signal Background Ratio	36
Towards Data-Informed Motion Artifact Reduction in Quantitative CT Using Piecewise Linear Interpolation	35
Photon Limited Non-Blind Deblurring Using Algorithm Unrolling	34
MD-GraphFormer: A Model-Driven Graph Transformer for Fast Multi-Contrast MR Imaging	32
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction	30
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography	30
Ptychography Using Blind Multi-Mode PMACE	30
HoloFormer: Contrastive Regularization Based Transformer for Holographic Image Reconstruction	29
Single-Pass Object-Adaptive Data Undersampling and Reconstruction for MRI	29
Online Beam Current Estimation in Particle Beam Microscopy	28
SparseAlign: A Grid-Free Algorithm for Automatic Marker Localization and Deformation Estimation in Cryo-Electron Tomography	28
Real-Time Reconstruction of 3D Videos From Single-Photon LiDaR Data in the Presence of Obscurants	27
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part I: A Matrix-Completion Framework	27
Deep Learned Non-Linear Propagation Model Regularizer for Compressive Spectral Imaging	26
PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening	26

A Hybrid Polarization Image Demosaicking Algorithm Based on Inter-Channel Correlation	25
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization	24
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions	24
Deep Hyperspectral Image Fusion Network With Iterative Spatio-Spectral Regularization	24
Learned Discrepancy Reconstruction and Benchmark Dataset for Magnetic Particle Imaging	24
SRInpaintor: When Super-Resolution Meets Transformer for Image Inpainting	23
Iterative Approach to Reconstructing Neural Disparity Fields From Light-Field Data	23
Inverse Multislice Ptychography by Layer-Wise Optimisation and Sparse Matrix Decomposition	23
Multi-Frequency Neural Born Iterative Method for Solving 2-D Inverse Scattering Problems	21
Compressive Spectral X-Ray CT Reconstruction via Deep Learning	21
Multispectral and Hyperspectral Image Fusion With Spectrally Varying Blurs and MM Algorithm	20
dO: A Differentiable Engine for Deep Lens Design of Computational Imaging Systems	20
Compressive Synthetic Aperture Radar Imaging and Autofocusing by Augmented Lagrangian Methods	20
High Resolution LED-Based Snapshot Compressive Spectral Video Imaging With Deep Neural Networks	20
Dual-Stream Adaptive Convergent Low-Light Image Enhancement Network Based on Frequency Perception	20
Deep Motion Regularizer for Video Snapshot Compressive Imaging	20
Simultaneous Multifrequency Demodulation for Single-Shot Multiple-Path ToF Imaging	19
Estimation-Denoising Integration Network Architecture With Updated Parameter for MRI Reconstruction	19
Region-of-Interest Prioritised Sampling for Constrained Autonomous Exploration Systems	19
Clip-Driven Universal Model for Multi-Material Decomposition in Dual-Energy CT	18
Provable Probabilistic Imaging Using Score-Based Generative Priors	18
Batch-FPM: Random Batch-Update Multi-Parameter Physical Fourier Ptychography Neural Network	18
Light Field Reflection and Background Separation Network Based on Adaptive Focus Selection	17
AIVUS: Guidewire Artifacts Inpainting for Intravascular Ultrasound Imaging With United Spatiotemporal Aggregation Learning	17
Kernel Regression Imputation in Manifolds Via Bi-Linear Modeling: The Dynamic-MRI Case	17
Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior	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	16
Deep Learning for TOF Extraction in Bone Ultrasound Tomography	16
Full-Wave Simulations of Tomographic Optical Imaging Through Augmented Partial Factorization	16
Nest-DGIL: Nesterov-Optimized Deep Geometric Incremental Learning for CS Image Reconstruction	16
Introducing Nonuniform Sparse Proximal Averaging Network for Seismic Reflectivity Inversion	16
Robust Correspondence Imaging Against Random Disturbances With Single-Pixel Detection	16
List of Reviewers	15
Distilling Knowledge for Designing Computational Imaging Systems	15
An Inverse-Problem Approach to the Estimation of Despeckled and Deconvolved Images From Radio-Frequency Signals in Pulse-Echo Ultrasound	15
Spatial-Angular Versatile Convolution for Light Field Reconstruction	15
DROLL: Dual-Domain Reconstruction Network With a High-Fidelity Domain-Transform Operator Based on Learned Low-Rank Prior for Sparse-View CT Reconstruction	15
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part II: A Filtering-Based Framework	15
Physics-Based Deep Learning for Imaging Neuronal Activity via Two-Photon and Light Field Microscopy	15
Enhanced Single Pixel Imaging by Using Adaptive Jointly Optimized Conditional Diffusion	15
Extended Polar Format Algorithm for Non-Planar Target Imaging With DSM	14
Sparse-View Cone Beam CT Reconstruction Using Data-Consistent Supervised and Adversarial Learning From Scarce Training Data	14
High-Generalized Unfolding Model With Coupled Spatial-Spectral Transformer for Hyperspectral Image Reconstruction	14
Laser Ultrasonic Imaging Via the Time Domain Linear Sampling Method	13
ADMMNet-Based Deep Unrolling Method for Ghost Imaging	13
Neuromorphic Imaging With Density-Based Spatiotemporal Denoising	13
Deep Network Cascade for Dynamic Cardiac MRI Reconstruction With Motion Feature Incorporation and the Fourier Neural Attention	12
Truncated Residual Based Plug-and-Play ADMM Algorithm for MRI Reconstruction	12
Closed-Form Approximation of the Total Variation Proximal Operator	12

Interferometric Lensless Imaging: Rank-One Projections of Image Frequencies With Speckle Illuminations	12
Enhanced Light Field Reconstruction by Combining Disparity and Texture Information in PSVs via Disparity-Guided Fusion	11
NAS Powered Deep Image Prior for Electrical Impedance Tomography	11
Statistical Stability of Correlation Based Imaging Algorithms	11
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer	10
Side Information-Assisted Low-Dose CT Reconstruction	10
Generalized Ray Tracing With Basis Functions for Tomographic Projections	10
Vignetting Correction Through Color-Intensity Map Entropy Optimization	10
RIRO: From Retinex-Inspired Reconstruction Optimization Model to Deep Low-Light Image Enhancement Unfolding Network	10
MAFDE-Net: Multipath Attention-Fusion-Based Dual-Encoder Network for Undersampled MRI Segmentation	10
Quantitative Phase and Absorption Contrast Imaging	10
Hierarchical Edge Refinement Network for Guided Depth Map Super-Resolution	10
Modeling Real-World MPI System Matrices From Sparse Observations	9
High Resolution Diffuse Optical Tomography via Neural Fields	9
Uncertainty Quantification for Deep Unrolling-Based Computational Imaging	9
Spatially Varying Exposure With 2-by-2 Multiplexing: Optimality and Universality	9
A Analytical Kernel-Based Stacked Pupil Shift Matrix Decomposition Method for Partially Coherent Imaging	9
PAH2T-Former: Paired-Attention Hybrid Hierarchical Transformer for Synergistically Enhanced FMT Reconstruction Quality and Efficiency	9
Learning Multiscale Convolutional Dictionaries for Image Reconstruction	9
Fast Adaptive Plug-and-Play ADMM Framework for Short-Range 3-D SAR Imaging	9
Injected Infrared and Visible Image Fusion via $L_{1}$ Decomposition Model and Guided Filtering	9
Learning to Describe Scenes via Privacy-Aware Designed Optical Lens	9
A Computationally Light MUSIC Based Algorithm for Automotive RADARs	9
Learning Task-Specific Strategies for Accelerated MRI	9
Interpretable Deep Attention Prior for Image Restoration and Enhancement	9
Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging	9
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction	9
Multi-Layered Surface Estimation for Low-Cost Optical Coherence Tomography	9
High-Accuracy Image Formation Model for Coded Aperture Snapshot Spectral Imaging	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	8
High Spatio-Temporal Imaging Reconstruction for Hybrid Spike-RGB Cameras	8
Zero-Shot Image Denoising for High-Resolution Electron Microscopy	8
IEEE Signal Processing Society Information	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
Single-View Fluorescence Molecular Tomography Based on Hyperspectral NIR-II Imaging	8
The Potential of Phase Constraints for Non-Fourier Radiofrequency-Encoded MRI	8
Sound Speed Estimation for Distributed Aberration Correction in Laterally Varying Media	8
Stability of Image-Reconstruction Algorithms	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