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 2021-08-01 to 2025-08-01.)

Article	Citations
Robust Deep Compressive Sensing With Recurrent-Residual Structural Constraints	125
Fast and Robust Single Particle Reconstruction in 3D Fluorescence Microscopy	73
The Secrets of Non-Blind Poisson Deconvolution	60
FoveaSPAD: Exploiting Depth Priors for Adaptive and Efficient Single-Photon 3D Imaging	58
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution	53
Material Identification From Radiographs Without Energy Resolution	48
MD-GraphFormer: A Model-Driven Graph Transformer for Fast Multi-Contrast MR Imaging	48
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction	47
Towards Data-Informed Motion Artifact Reduction in Quantitative CT Using Piecewise Linear Interpolation	37
An Adaptive Photon Count Reconstruction Algorithm for Sparse Count and Strong Noise Count Data With Low Signal Background Ratio	36
Laser Protection via Jointly Learned Defocus and Image Reconstruction	33
Photon Limited Non-Blind Deblurring Using Algorithm Unrolling	31
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information	30
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction	30
PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening	28
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography	28
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization	27
Online Beam Current Estimation in Particle Beam Microscopy	25
SparseAlign: A Grid-Free Algorithm for Automatic Marker Localization and Deformation Estimation in Cryo-Electron Tomography	25
Single-Pass Object-Adaptive Data Undersampling and Reconstruction for MRI	25
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part I: A Matrix-Completion Framework	25
Learned Discrepancy Reconstruction and Benchmark Dataset for Magnetic Particle Imaging	24
HoloFormer: Contrastive Regularization Based Transformer for Holographic Image Reconstruction	24
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions	24
A Hybrid Polarization Image Demosaicking Algorithm Based on Inter-Channel Correlation	24

Deep Hyperspectral Image Fusion Network With Iterative Spatio-Spectral Regularization	23
Deep Learned Non-Linear Propagation Model Regularizer for Compressive Spectral Imaging	22
Real-Time Reconstruction of 3D Videos From Single-Photon LiDaR Data in the Presence of Obscurants	22
Compressive Spectral X-Ray CT Reconstruction via Deep Learning	21
Inverse Multislice Ptychography by Layer-Wise Optimisation and Sparse Matrix Decomposition	21
dO: A Differentiable Engine for Deep Lens Design of Computational Imaging Systems	20
Multispectral and Hyperspectral Image Fusion With Spectrally Varying Blurs and MM Algorithm	20
Dual-Stream Adaptive Convergent Low-Light Image Enhancement Network Based on Frequency Perception	20
Iterative Approach to Reconstructing Neural Disparity Fields From Light-Field Data	20
SRInpaintor: When Super-Resolution Meets Transformer for Image Inpainting	20
Compressive Synthetic Aperture Radar Imaging and Autofocusing by Augmented Lagrangian Methods	20
Simultaneous Multifrequency Demodulation for Single-Shot Multiple-Path ToF Imaging	19
Deep Motion Regularizer for Video Snapshot Compressive Imaging	18
Region-of-Interest Prioritised Sampling for Constrained Autonomous Exploration Systems	18
Estimation-Denoising Integration Network Architecture With Updated Parameter for MRI Reconstruction	17
Provable Probabilistic Imaging Using Score-Based Generative Priors	17
High Resolution LED-Based Snapshot Compressive Spectral Video Imaging With Deep Neural Networks	17
EgeFusion: Towards Edge Gradient Enhancement in Infrared and Visible Image Fusion With Multi-Scale Transform	17
AIVUS: Guidewire Artifacts Inpainting for Intravascular Ultrasound Imaging With United Spatiotemporal Aggregation Learning	17
Batch-FPM: Random Batch-Update Multi-Parameter Physical Fourier Ptychography Neural Network	17
Clip-Driven Universal Model for Multi-Material Decomposition in Dual-Energy CT	17
Kernel Regression Imputation in Manifolds Via Bi-Linear Modeling: The Dynamic-MRI Case	16
Full-Wave Simulations of Tomographic Optical Imaging Through Augmented Partial Factorization	16
Light Field Reflection and Background Separation Network Based on Adaptive Focus Selection	15
Spatial-Angular Versatile Convolution for Light Field Reconstruction	15
An Inverse-Problem Approach to the Estimation of Despeckled and Deconvolved Images From Radio-Frequency Signals in Pulse-Echo Ultrasound	15
Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior	15
Introducing Nonuniform Sparse Proximal Averaging Network for Seismic Reflectivity Inversion	15
Interferometric Lensless Imaging: Rank-One Projections of Image Frequencies With Speckle Illuminations	14
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part II: A Filtering-Based Framework	14
Robust Correspondence Imaging Against Random Disturbances With Single-Pixel Detection	14
Nest-DGIL: Nesterov-Optimized Deep Geometric Incremental Learning for CS Image Reconstruction	14
Deep Learning for TOF Extraction in Bone Ultrasound Tomography	14
Distributed Stochastic Optimization of a Neural Representation Network for Time-Space Tomography Reconstruction	14
Extended Polar Format Algorithm for Non-Planar Target Imaging With DSM	14
Physics-Based Deep Learning for Imaging Neuronal Activity via Two-Photon and Light Field Microscopy	14
Enhanced Single Pixel Imaging by Using Adaptive Jointly Optimized Conditional Diffusion	14
List of Reviewers	13
Deep Network Cascade for Dynamic Cardiac MRI Reconstruction With Motion Feature Incorporation and the Fourier Neural Attention	13
High-Generalized Unfolding Model With Coupled Spatial-Spectral Transformer for Hyperspectral Image Reconstruction	12
Laser Ultrasonic Imaging Via the Time Domain Linear Sampling Method	12
Sparse-View Cone Beam CT Reconstruction Using Data-Consistent Supervised and Adversarial Learning From Scarce Training Data	11
Neuromorphic Imaging With Density-Based Spatiotemporal Denoising	11
ADMMNet-Based Deep Unrolling Method for Ghost Imaging	11
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer	10
Statistical Stability of Correlation Based Imaging Algorithms	10
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction	10
Truncated Residual Based Plug-and-Play ADMM Algorithm for MRI Reconstruction	10
Uncertainty Quantification for Deep Unrolling-Based Computational Imaging	10
Hierarchical Edge Refinement Network for Guided Depth Map Super-Resolution	10

Enhanced Light Field Reconstruction by Combining Disparity and Texture Information in PSVs via Disparity-Guided Fusion	10
Injected Infrared and Visible Image Fusion via $L_{1}$ Decomposition Model and Guided Filtering	9
MAFDE-Net: Multipath Attention-Fusion-based Dual-Encoder Network for Undersampled MRI Segmentation	9
Quantitative Phase and Absorption Contrast Imaging	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
High-Accuracy Image Formation Model for Coded Aperture Snapshot Spectral Imaging	9
Side Information-Assisted Low-Dose CT Reconstruction	9
NAS Powered Deep Image Prior for Electrical Impedance Tomography	9
Learning to Describe Scenes via Privacy-Aware Designed Optical Lens	8
Learning Multiscale Convolutional Dictionaries for Image Reconstruction	8
Fast Adaptive Plug-and-Play ADMM Framework for Short-Range 3-D SAR Imaging	8
Compact Representation of Light Field Data for Refocusing and Focal Stack Reconstruction Using Depth Adaptive Multi-CNN	8
A Analytical Kernel-Based Stacked Pupil Shift Matrix Decomposition Method for Partially Coherent Imaging	8
High Resolution Diffuse Optical Tomography via Neural Fields	8
Learning Task-Specific Strategies for Accelerated MRI	8
PAH2T-Former: Paired-Attention Hybrid Hierarchical Transformer for Synergistically Enhanced FMT Reconstruction Quality and Efficiency	8
A Computationally Light MUSIC Based Algorithm for Automotive RADARs	8
Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging	8
GAPMSF-Net: Generalized Alternating Projection With Multi-Stage Fusion Network for Snapshot Compressive Imaging	7
Non-Sparse SAR Imaging From Quadrature Compressive Measurements Based on Magnitude-Phase Separation	7
Interpretable Deep Attention Prior for Image Restoration and Enhancement	7
Multi-Layered Surface Estimation for Low-Cost Optical Coherence Tomography	7
3D Imaging Method Based on Digital Coding Metasurface With Unknown Mutual Coupling	7
Dual-Feature Frequency Component Compression Method for Accelerating Reconstruction in Magnetic Particle Imaging	7
A Unifying Approach to Inverse Problems of Ultrasound Beamforming and Deconvolution	7
Wavenumber Domain 2-D Separable Data Reformatting Algorithm for High Squint Spotlight SAR	7
Zero-Shot Image Denoising for High-Resolution Electron Microscopy	7
Sound Speed Estimation for Distributed Aberration Correction in Laterally Varying Media	7
The Potential of Phase Constraints for Non-Fourier Radiofrequency-Encoded MRI	7
IEEE Signal Processing Society Information	7
Dynamic Scene Reconstruction for Color Spike Camera via Zero-Shot Learning	7
High Spatio-Temporal Imaging Reconstruction for Hybrid Spike-RGB Cameras	7
Spatially Varying Exposure With 2-by-2 Multiplexing: Optimality and Universality	7
Stability of Image-Reconstruction Algorithms	7
Nonlocal Tensor Decomposition With Joint Low Rankness and Smoothness for Spectral CT Image Reconstruction	7
Super-Resolution Hyperspectral Reconstruction With Majorization-Minimization Algorithm and Low-Rank Approximation	7
Inferring Objects From Lensless Imaging Measurements	7