OOIR: Observatory of International Research

Papers

(The TQCC of IEEE Transactions on Computational Imaging is 7. 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 2022-08-01 to 2026-08-01.)

Article	Citations
FoveaSPAD: Exploiting Depth Priors for Adaptive and Efficient Single-Photon 3D Imaging	165
Material Identification From Radiographs Without Energy Resolution	93
Fast and Robust Single Particle Reconstruction in 3D Fluorescence Microscopy	79
Ptychography Using Blind Multi-Mode PMACE	73
Low-Rank Decomposition and Polarization-Driven Transmittance Synergy for Underwater Descattering With Cross-Domain Generalization	70
Convergent Primal-Dual Plug-and-Play Image Restoration: A General Algorithm and Applications	53
An Adaptive Photon Count Reconstruction Algorithm for Sparse Count and Strong Noise Count Data With Low Signal Background Ratio	52
Laser Protection via Jointly Learned Defocus and Image Reconstruction	46
HoloMamba: Physics-Aligned State-Space Network for High-Fidelity Single-Shot Holographic Reconstruction	45
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography	43
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution	38
Robust Cardiac Cine MRI Reconstruction With Spatiotemporal Diffusion Model	35
MD-GraphFormer: A Model-Driven Graph Transformer for Fast Multi-Contrast MR Imaging	35
Representation-Aligned Atmospheric Light Decoupling for Stable Single-Image Dehazing	34
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction	34
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction	34
The Secrets of Non-Blind Poisson Deconvolution	33
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information	32
VDIP-TGV: Blind Image Deconvolution via Variational Deep Image Prior Empowered by Total Generalized Variation	31
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part I: A Matrix-Completion Framework	30
Multi-view Large Kernel Attention Network for Multi-contrast MRI Volumetric Super-resolution	30
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization	28
VTVC: Vignetting Correction Based on Variant Transformer and Spatial Self Attention	27
Learned Discrepancy Reconstruction and Benchmark Dataset for Magnetic Particle Imaging	26
Deep Learned Non-Linear Propagation Model Regularizer for Compressive Spectral Imaging	25

PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening	24
Learning Degradation-Aware Diffusion Prior for Hyperspectral Reconstruction From RGB Image	24
Real-Time Reconstruction of 3D Videos From Single-Photon LiDaR Data in the Presence of Obscurants	24
HoloFormer: Contrastive Regularization Based Transformer for Holographic Image Reconstruction	23
A Hybrid Polarization Image Demosaicking Algorithm Based on Inter-Channel Correlation	23
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions	21
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging	21
Multispectral and Hyperspectral Image Fusion With Spectrally Varying Blurs and MM Algorithm	21
DPD-DEMD: Denoising Prior Guided Weakly Supervised Image Domain Dual-Energy Material Decomposition	21
Hyperspectral Unmixing Under Endmember Variability: A Variational Inference Framework	20
Dual-Stream Adaptive Convergent Low-Light Image Enhancement Network Based on Frequency Perception	20
Multi-Frequency Neural Born Iterative Method for Solving 2-D Inverse Scattering Problems	20
Deep Lightweight Unrolled Network for High Dynamic Range Modulo Imaging	20
High-Resolution Vortex Electromagnetic Wave Radar Sparse Imaging Using Efficient 2D-SLIM	19
Constrained Conditional Denoising Diffusion for Hyperspectral-Multispectral Fusion	19
Iterative Approach to Reconstructing Neural Disparity Fields From Light-Field Data	19
Multilevel Plug-and-Play Image Restoration	18
Estimation-Denoising Integration Network Architecture With Updated Parameter for MRI Reconstruction	18
Scan-Adaptive MRI Undersampling Using Neighbor-Based Optimization (SUNO)	18
Clip-Driven Universal Model for Multi-Material Decomposition in Dual-Energy CT	17
Simultaneous Multifrequency Demodulation for Single-Shot Multiple-Path ToF Imaging	17
Deep Motion Regularizer for Video Snapshot Compressive Imaging	16
High Resolution LED-Based Snapshot Compressive Spectral Video Imaging With Deep Neural Networks	16
EgeFusion: Towards Edge Gradient Enhancement in Infrared and Visible Image Fusion With Multi-Scale Transform	16
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
Provable Probabilistic Imaging Using Score-Based Generative Priors	15
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part II: A Filtering-Based Framework	14
Nest-DGIL: Nesterov-Optimized Deep Geometric Incremental Learning for CS Image Reconstruction	14
Distributed Stochastic Optimization of a Neural Representation Network for Time-Space Tomography Reconstruction	14
Full-Wave Simulations of Tomographic Optical Imaging Through Augmented Partial Factorization	14
An Inverse-Problem Approach to the Estimation of Despeckled and Deconvolved Images From Radio-Frequency Signals in Pulse-Echo Ultrasound	14
Robust Correspondence Imaging Against Random Disturbances With Single-Pixel Detection	14
Light Field Reflection and Background Separation Network Based on Adaptive Focus Selection	14
Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior	14
Distilling Knowledge for Designing Computational Imaging Systems	14
Iterative Diffusion-Refined Neural Attenuation Fields for Multi-Source Stationary CT Reconstruction: NAF Meets Diffusion Model	13
Data-Driven Multi-keV Virtual Monoenergetic Images Generation From Single-Energy CT Guided by Image-Domain Material Decomposition	13
Enhanced Single Pixel Imaging by Using Adaptive Jointly Optimized Conditional Diffusion	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
Extended Polar Format Algorithm for Non-Planar Target Imaging With DSM	12
Introducing Nonuniform Sparse Proximal Averaging Network for Seismic Reflectivity Inversion	12
List of Reviewers	12
GR-Gaussian: Graph-Based Radiative Gaussian Splatting for Sparse-View Tomographic Reconstruction	12
Physics-Based Deep Learning for Imaging Neuronal Activity via Two-Photon and Light Field Microscopy	12
Laser Ultrasonic Imaging Via the Time Domain Linear Sampling Method	11
Closed-Form Approximation of the Total Variation Proximal Operator	11
Physics-Consistent Imaging Inverse Problem Solving Framework for Heterogeneous Systems via Latent Space Optimization	11
Feature Decoupling Through Random Sampling for High-Fidelity Flow Matching-Based Artifact Removal	11

Neuromorphic Imaging With Density-Based Spatiotemporal Denoising	11
Deep Learning-Based Inpainting for Sparse Arrays in Ultrafast Ultrasound Imaging	11
Interferometric Lensless Imaging: Rank-One Projections of Image Frequencies With Speckle Illuminations	11
Deep Network Cascade for Dynamic Cardiac MRI Reconstruction With Motion Feature Incorporation and the Fourier Neural Attention	11
MAFDE-Net: Multipath Attention-Fusion-Based Dual-Encoder Network for Undersampled MRI Segmentation	10
ADMMNet-Based Deep Unrolling Method for Ghost Imaging	10
Efficient 3-D Near-Field SAR Microwave Imaging Based on Sampling Adaptive Matrix Completion Network	10
Nonasymptotic Convergence Rates for Plug-and-Play Methods With MMSE Denoisers	10
Enhanced Light Field Reconstruction by Combining Disparity and Texture Information in PSVs via Disparity-Guided Fusion	10
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer	10
High-Generalized Unfolding Model With Coupled Spatial-Spectral Transformer for Hyperspectral Image Reconstruction	10
Statistical Stability of Correlation Based Imaging Algorithms	10
Generalized Ray Tracing With Basis Functions for Tomographic Projections	10
Sparse-View Cone Beam CT Reconstruction Using Data-Consistent Supervised and Adversarial Learning From Scarce Training Data	10
NAS Powered Deep Image Prior for Electrical Impedance Tomography	9
Hierarchical Edge Refinement Network for Guided Depth Map Super-Resolution	9
Multi-Layered Surface Estimation for Low-Cost Optical Coherence Tomography	9
Learning Generalized Mapping Functions via Deep-Unrolling for PET Image Reconstruction	9
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction	9
A Analytical Kernel-Based Stacked Pupil Shift Matrix Decomposition Method for Partially Coherent Imaging	9
Compact Representation of Light Field Data for Refocusing and Focal Stack Reconstruction Using Depth Adaptive Multi-CNN	9
Fast Adaptive Plug-and-Play ADMM Framework for Short-Range 3-D SAR Imaging	9
Vignetting Correction Through Color-Intensity Map Entropy Optimization	9
RIRO: From Retinex-Inspired Reconstruction Optimization Model to Deep Low-Light Image Enhancement Unfolding Network	9
Side Information-Assisted Low-Dose CT Reconstruction	9
Learning to Describe Scenes via Privacy-Aware Designed Optical Lens	9
Interpretable Deep Attention Prior for Image Restoration and Enhancement	9
A Convergent Generalized Krylov Subspace Method for Compressed Sensing MRI Reconstruction With Gradient-Driven Denoisers	8
Left2Right: Self-Supervised Training Framework for Low-Dose Computed Tomography Imaging	8
High Resolution Diffuse Optical Tomography via Neural Fields	8
Modeling Real-World MPI System Matrices From Sparse Observations	8
A Computationally Light MUSIC Based Algorithm for Automotive RADARs	8
End-to-End Spectrally Driven Colorimetric Calibration Framework for Color Imaging Systems	8
PAH2T-Former: Paired-Attention Hybrid Hierarchical Transformer for Synergistically Enhanced FMT Reconstruction Quality and Efficiency	8
Learning Task-Specific Strategies for Accelerated MRI	8
Spatially Varying Exposure With 2-by-2 Multiplexing: Optimality and Universality	8
Multivariate Fields of Experts for Convergent Image Reconstruction	8
Deep Learning Approach for Microwave Imaging Based on Deep Convolutional Asymmetric Encoder-Decoder Structure and Physics-Induced Loss	8
Multi Person Localization and Breathing Rate Estimation Using Translational and Rotational Synthetic Aperture Radar	7
GAPMSF-Net: Generalized Alternating Projection With Multi-Stage Fusion Network for Snapshot Compressive Imaging	7
Stability of Image-Reconstruction Algorithms	7
Structured Random Models for Phase Retrieval With Optical Diffusers	7
The Potential of Phase Constraints for Non-Fourier Radiofrequency-Encoded MRI	7
Single-Frame MIMO Radar Velocity Vector Estimation via Multi-Bounce Scattering	7
High Spatio-Temporal Imaging Reconstruction for Hybrid Spike-RGB Cameras	7
Non-Sparse SAR Imaging From Quadrature Compressive Measurements Based on Magnitude-Phase Separation	7
Structure From Noise: Confirmation Bias in Particle Picking in Structural Biology	7
Zero-Shot Image Denoising for High-Resolution Electron Microscopy	7
IEEE Signal Processing Society Information	7
Sound Speed Estimation for Distributed Aberration Correction in Laterally Varying Media	7
Joint Translational Motion Compensation of ISAR Imaging for Uniformly Accelerated Motion Targets Based on MPD-TSLS Under Low SNR	7
Wavenumber Domain 2-D Separable Data Reformatting Algorithm for High Squint Spotlight SAR	7
Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging	7
Super-Resolution SAR-GMTI via Atomic Norm Minimization	7
Physics-Based Self-Supervised Learning of a Deep Network for Single-Shot In-Line Hologram Reconstruction	7
Dynamic Scene Reconstruction for Color Spike Camera via Zero-Shot Learning	7