OOIR: Observatory of International Research

Papers

(The TQCC of IEEE Transactions on Computational Imaging is 6. 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 2022-05-01 to 2026-05-01.)

Article	Citations
FoveaSPAD: Exploiting Depth Priors for Adaptive and Efficient Single-Photon 3D Imaging	152
Material Identification From Radiographs Without Energy Resolution	78
Fast and Robust Single Particle Reconstruction in 3D Fluorescence Microscopy	76
Ptychography Using Blind Multi-Mode PMACE	68
The Secrets of Non-Blind Poisson Deconvolution	65
Low-Rank Decomposition and Polarization-Driven Transmittance Synergy for Underwater Descattering With Cross-Domain Generalization	44
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction	44
MD-GraphFormer: A Model-Driven Graph Transformer for Fast Multi-Contrast MR Imaging	41
Laser Protection via Jointly Learned Defocus and Image Reconstruction	39
An Adaptive Photon Count Reconstruction Algorithm for Sparse Count and Strong Noise Count Data With Low Signal Background Ratio	38
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography	33
Robust Cardiac Cine MRI Reconstruction With Spatiotemporal Diffusion Model	33
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction	32
Convergent Primal-Dual Plug-and-Play Image Restoration: A General Algorithm and Applications	31
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions	29
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information	29
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging	29
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution	29
VTVC: Vignetting Correction Based on Variant Transformer and Spatial Self Attention	27
HoloFormer: Contrastive Regularization Based Transformer for Holographic Image Reconstruction	26
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part I: A Matrix-Completion Framework	26
DPD-DEMD: Denoising Prior Guided Weakly Supervised Image Domain Dual-Energy Material Decomposition	25
Learning Degradation-Aware Diffusion Prior for Hyperspectral Reconstruction From RGB Image	24
A Hybrid Polarization Image Demosaicking Algorithm Based on Inter-Channel Correlation	22
Deep Learned Non-Linear Propagation Model Regularizer for Compressive Spectral Imaging	21

Multi-Frequency Neural Born Iterative Method for Solving 2-D Inverse Scattering Problems	20
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization	20
PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening	20
Real-Time Reconstruction of 3D Videos From Single-Photon LiDaR Data in the Presence of Obscurants	20
Learned Discrepancy Reconstruction and Benchmark Dataset for Magnetic Particle Imaging	20
Dual-Stream Adaptive Convergent Low-Light Image Enhancement Network Based on Frequency Perception	19
Iterative Approach to Reconstructing Neural Disparity Fields From Light-Field Data	19
Deep Lightweight Unrolled Network for High Dynamic Range Modulo Imaging	19
Multispectral and Hyperspectral Image Fusion With Spectrally Varying Blurs and MM Algorithm	19
High-Resolution Vortex Electromagnetic Wave Radar Sparse Imaging Using Efficient 2D-SLIM	19
Constrained Conditional Denoising Diffusion for Hyperspectral-Multispectral Fusion	18
Scan-Adaptive MRI Undersampling Using Neighbor-Based Optimization (SUNO)	18
High Resolution LED-Based Snapshot Compressive Spectral Video Imaging With Deep Neural Networks	18
Estimation-Denoising Integration Network Architecture With Updated Parameter for MRI Reconstruction	16
Multilevel Plug-and-Play Image Restoration	15
Robust Compressive Sensing Imaging for Quantization Bit Erasure	15
DANG: Data Augmentation Based on NIR-II Guided Diffusion Model for Fluorescence Molecular Tomography	15
Batch-FPM: Random Batch-Update Multi-Parameter Physical Fourier Ptychography Neural Network	15
Clip-Driven Universal Model for Multi-Material Decomposition in Dual-Energy CT	14
Deep Motion Regularizer for Video Snapshot Compressive Imaging	14
Simultaneous Multifrequency Demodulation for Single-Shot Multiple-Path ToF Imaging	14
EgeFusion: Towards Edge Gradient Enhancement in Infrared and Visible Image Fusion With Multi-Scale Transform	14
Light Field Reflection and Background Separation Network Based on Adaptive Focus Selection	13
DROLL: Dual-Domain Reconstruction Network With a High-Fidelity Domain-Transform Operator Based on Learned Low-Rank Prior for Sparse-View CT Reconstruction	13
Provable Probabilistic Imaging Using Score-Based Generative Priors	13
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part II: A Filtering-Based Framework	13
Full-Wave Simulations of Tomographic Optical Imaging Through Augmented Partial Factorization	13
Data-Driven Multi-keV Virtual Monoenergetic Images Generation From Single-Energy CT Guided by Image-Domain Material Decomposition	13
Distributed Stochastic Optimization of a Neural Representation Network for Time-Space Tomography Reconstruction	13
Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior	12
Physics-Based Deep Learning for Imaging Neuronal Activity via Two-Photon and Light Field Microscopy	12
An Inverse-Problem Approach to the Estimation of Despeckled and Deconvolved Images From Radio-Frequency Signals in Pulse-Echo Ultrasound	12
Distilling Knowledge for Designing Computational Imaging Systems	12
Robust Correspondence Imaging Against Random Disturbances With Single-Pixel Detection	12
Nest-DGIL: Nesterov-Optimized Deep Geometric Incremental Learning for CS Image Reconstruction	12
Enhanced Single Pixel Imaging by Using Adaptive Jointly Optimized Conditional Diffusion	12
Extended Polar Format Algorithm for Non-Planar Target Imaging With DSM	11
List of Reviewers	11
Laser Ultrasonic Imaging Via the Time Domain Linear Sampling Method	11
Introducing Nonuniform Sparse Proximal Averaging Network for Seismic Reflectivity Inversion	11
Neuromorphic Imaging With Density-Based Spatiotemporal Denoising	10
Feature Decoupling Through Random Sampling for High-Fidelity Flow Matching-Based Artifact Removal	10
Enhanced Light Field Reconstruction by Combining Disparity and Texture Information in PSVs via Disparity-Guided Fusion	10
MAFDE-Net: Multipath Attention-Fusion-Based Dual-Encoder Network for Undersampled MRI Segmentation	10
Interferometric Lensless Imaging: Rank-One Projections of Image Frequencies With Speckle Illuminations	10
Deep Learning-Based Inpainting for Sparse Arrays in Ultrafast Ultrasound Imaging	10
Physics-Consistent Imaging Inverse Problem Solving Framework for Heterogeneous Systems via Latent Space Optimization	10
Closed-Form Approximation of the Total Variation Proximal Operator	10
High-Generalized Unfolding Model With Coupled Spatial-Spectral Transformer for Hyperspectral Image Reconstruction	10
Deep Network Cascade for Dynamic Cardiac MRI Reconstruction With Motion Feature Incorporation and the Fourier Neural Attention	10

ADMMNet-Based Deep Unrolling Method for Ghost Imaging	10
Statistical Stability of Correlation Based Imaging Algorithms	10
Sparse-View Cone Beam CT Reconstruction Using Data-Consistent Supervised and Adversarial Learning From Scarce Training Data	10
Hierarchical Edge Refinement Network for Guided Depth Map Super-Resolution	9
RIRO: From Retinex-Inspired Reconstruction Optimization Model to Deep Low-Light Image Enhancement Unfolding Network	9
Vignetting Correction Through Color-Intensity Map Entropy Optimization	9
Generalized Ray Tracing With Basis Functions for Tomographic Projections	9
NAS Powered Deep Image Prior for Electrical Impedance Tomography	9
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer	9
Side Information-Assisted Low-Dose CT Reconstruction	9
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction	9
Spatially Varying Exposure With 2-by-2 Multiplexing: Optimality and Universality	8
Multi-Layered Surface Estimation for Low-Cost Optical Coherence Tomography	8
Learning to Describe Scenes via Privacy-Aware Designed Optical Lens	8
A Analytical Kernel-Based Stacked Pupil Shift Matrix Decomposition Method for Partially Coherent Imaging	8
Modeling Real-World MPI System Matrices From Sparse Observations	8
PAH2T-Former: Paired-Attention Hybrid Hierarchical Transformer for Synergistically Enhanced FMT Reconstruction Quality and Efficiency	8
High Resolution Diffuse Optical Tomography via Neural Fields	8
Interpretable Deep Attention Prior for Image Restoration and Enhancement	8
Learning Task-Specific Strategies for Accelerated MRI	8
Compact Representation of Light Field Data for Refocusing and Focal Stack Reconstruction Using Depth Adaptive Multi-CNN	8
Learning Generalized Mapping Functions via Deep-Unrolling for PET Image Reconstruction	7
A Computationally Light MUSIC Based Algorithm for Automotive RADARs	7
Stability of Image-Reconstruction Algorithms	7
Wavenumber Domain 2-D Separable Data Reformatting Algorithm for High Squint Spotlight SAR	7
Fast Adaptive Plug-and-Play ADMM Framework for Short-Range 3-D SAR Imaging	7
Non-Sparse SAR Imaging From Quadrature Compressive Measurements Based on Magnitude-Phase Separation	7
Joint Translational Motion Compensation of ISAR Imaging for Uniformly Accelerated Motion Targets Based on MPD-TSLS Under Low SNR	7
High Spatio-Temporal Imaging Reconstruction for Hybrid Spike-RGB Cameras	7
A Convergent Generalized Krylov Subspace Method for Compressed Sensing MRI Reconstruction With Gradient-Driven Denoisers	7
Multivariate Fields of Experts for Convergent Image Reconstruction	7
Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging	7
GAPMSF-Net: Generalized Alternating Projection With Multi-Stage Fusion Network for Snapshot Compressive Imaging	7
Single-Frame MIMO Radar Velocity Vector Estimation via Multi-Bounce Scattering	6
The Potential of Phase Constraints for Non-Fourier Radiofrequency-Encoded MRI	6
Sound Speed Estimation for Distributed Aberration Correction in Laterally Varying Media	6
Unsupervised Low-Dose CT Reconstruction With One-Way Conditional Normalizing Flows	6
Multi-Interactive Enhanced for Defocus Blur Estimation	6
HEDU-Net: Improving Spectral Snapshot Compressive Imaging With Explicable Degradation Compensation	6
Sub-Pixel Dispersion Model for Coded Aperture Snapshot Spectral Imaging	6
CLAMP: Majorized Plug-and-Play for Coherent 3D Lidar Imaging	6
Single-View Fluorescence Molecular Tomography Based on Hyperspectral NIR-II Imaging	6
Beam Cross Sections Create Mixtures: Improving Feature Localization in Secondary Electron Imaging	6
Dynamic Scene Reconstruction for Color Spike Camera via Zero-Shot Learning	6
Zero-Shot Image Denoising for High-Resolution Electron Microscopy	6
Non-Confocal 3D Reconstruction in Volumetric Scattering Scenario	6
Adapting the Learning Models of Single Image Super-Resolution Into Light-Field Imaging	6
Towards Robustness and Efficiency of Coherence-Guided Complex Convolutional Sparse Coding for Interferometric Phase Restoration	6
XCloud-VIP: Virtual Peak Enables Highly Accelerated NMR Spectroscopy and Faithful Quantitative Measures	6
A Unifying Approach to Inverse Problems of Ultrasound Beamforming and Deconvolution	6
Dual-Feature Frequency Component Compression Method for Accelerating Reconstruction in Magnetic Particle Imaging	6
IEEE Signal Processing Society Information	6
Nonlocal Tensor Decomposition With Joint Low Rankness and Smoothness for Spectral CT Image Reconstruction	6
MISD: Model-Informed Stable Diffusion Model for Limited Noisy Data CT Reconstruction	6
Using Randomized Nyström Preconditioners to Accelerate Variational Image Reconstruction	6
Noise-Disentangled Single-Pixel Imaging Under Photon-Limited Conditions	6
DER-GAN: Dual-Energy Recovery GAN for Conebeam CT	6