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 2021-05-01 to 2025-05-01.)

Article	Citations
Photon Limited Non-Blind Deblurring Using Algorithm Unrolling	108
Robust Deep Compressive Sensing With Recurrent-Residual Structural Constraints	59
Fast and Robust Single Particle Reconstruction in 3D Fluorescence Microscopy	53
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction	51
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution	47
The Secrets of Non-Blind Poisson Deconvolution	45
FoveaSPAD: Exploiting Depth Priors for Adaptive and Efficient Single-Photon 3D Imaging	42
An Adaptive Photon Count Reconstruction Algorithm for Sparse Count and Strong Noise Count Data With Low Signal Background Ratio	40
Material Identification From Radiographs Without Energy Resolution	31
MD-GraphFormer: A Model-Driven Graph Transformer for Fast Multi-Contrast MR Imaging	28
Towards Data-Informed Motion Artifact Reduction in Quantitative CT Using Piecewise Linear Interpolation	28
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography	28
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction	28
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information	25
Deep Hyperspectral Image Fusion Network With Iterative Spatio-Spectral Regularization	24
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization	24
Online Beam Current Estimation in Particle Beam Microscopy	23
SparseAlign: A Grid-Free Algorithm for Automatic Marker Localization and Deformation Estimation in Cryo-Electron Tomography	23
HoloFormer: Contrastive Regularization Based Transformer for Holographic Image Reconstruction	23
Deep Learned Non-Linear Propagation Model Regularizer for Compressive Spectral Imaging	22
Single-Pass Object-Adaptive Data Undersampling and Reconstruction for MRI	21
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions	21
A Hybrid Polarization Image Demosaicking Algorithm Based on Inter-Channel Correlation	20
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part I: A Matrix-Completion Framework	19
PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening	19

Iterative Approach to Reconstructing Neural Disparity Fields From Light-Field Data	18
Real-Time Reconstruction of 3D Videos From Single-Photon LiDaR Data in the Presence of Obscurants	18
SRInpaintor: When Super-Resolution Meets Transformer for Image Inpainting	18
Compressive Synthetic Aperture Radar Imaging and Autofocusing by Augmented Lagrangian Methods	18
Multispectral and Hyperspectral Image Fusion with Spectrally Varying Blurs and MM Algorithm	17
Dual-Stream Adaptive Convergent Low-Light Image Enhancement Network Based on Frequency Perception	17
Simultaneous Multifrequency Demodulation for Single-Shot Multiple-Path ToF Imaging	17
Inverse Multislice Ptychography by Layer-Wise Optimisation and Sparse Matrix Decomposition	17
dO: A Differentiable Engine for Deep Lens Design of Computational Imaging Systems	17
Compressive Spectral X-Ray CT Reconstruction via Deep Learning	17
Region-of-Interest Prioritised Sampling for Constrained Autonomous Exploration Systems	16
Deep Motion Regularizer for Video Snapshot Compressive Imaging	16
Provable Probabilistic Imaging Using Score-Based Generative Priors	16
AIVUS: Guidewire Artifacts Inpainting for Intravascular Ultrasound Imaging With United Spatiotemporal Aggregation Learning	16
Full-Wave Simulations of Tomographic Optical Imaging Through Augmented Partial Factorization	15
High Resolution LED-Based Snapshot Compressive Spectral Video Imaging With Deep Neural Networks	15
EgeFusion: Towards Edge Gradient Enhancement in Infrared and Visible Image Fusion With Multi-Scale Transform	15
Estimation-Denoising Integration Network Architecture With Updated Parameter for MRI Reconstruction	15
Kernel Regression Imputation in Manifolds Via Bi-Linear Modeling: The Dynamic-MRI Case	15
Clip-Driven Universal Model for Multi-Material Decomposition in Dual-Energy CT	15
Light Field Reflection and Background Separation Network Based on Adaptive Focus Selection	14
Nest-DGIL: Nesterov-Optimized Deep Geometric Incremental Learning for CS Image Reconstruction	14
Introducing Nonuniform Sparse Proximal Averaging Network for Seismic Reflectivity Inversion	14
Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior	14
Enhanced Single Pixel Imaging by Using Adaptive Jointly Optimized Conditional Diffusion	13
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part II: A Filtering-Based Framework	13
Deep Learning for TOF Extraction in Bone Ultrasound Tomography	13
Distributed Stochastic Optimization of a Neural Representation Network for Time-Space Tomography Reconstruction	13
Physics-Based Deep Learning for Imaging Neuronal Activity via Two-Photon and Light Field Microscopy	13
An Inverse-Problem Approach to the Estimation of Despeckled and Deconvolved Images From Radio-Frequency Signals in Pulse-Echo Ultrasound	13
Spatial-Angular Versatile Convolution for Light Field Reconstruction	12
Sparse-View Cone Beam CT Reconstruction Using Data-Consistent Supervised and Adversarial Learning From Scarce Training Data	12
Interferometric Lensless Imaging: Rank-One Projections of Image Frequencies With Speckle Illuminations	11
ADMMNet-Based Deep Unrolling Method for Ghost Imaging	11
Extended Polar Format Algorithm for Non-Planar Target Imaging With DSM	11
Truncated Residual Based Plug-and-Play ADMM Algorithm for MRI Reconstruction	10
Statistical Stability of Correlation Based Imaging Algorithms	10
List of Reviewers	10
Deep Network Cascade for Dynamic Cardiac MRI Reconstruction With Motion Feature Incorporation and the Fourier Neural Attention	10
High-generalized Unfolding Model with Coupled Spatial-Spectral Transformer for Hyperspectral Image Reconstruction	10
Neuromorphic Imaging With Density-Based Spatiotemporal Denoising	10
Enhanced Light Field Reconstruction by Combining Disparity and Texture Information in PSVs via Disparity-Guided Fusion	10
Uncertainty Quantification for Deep Unrolling-Based Computational Imaging	9
Quantitative Phase and Absorption Contrast Imaging	9
RIRO: From Retinex-Inspired Reconstruction Optimization Model to Deep Low-Light Image Enhancement Unfolding Network	8
Injected Infrared and Visible Image Fusion via $L_{1}$ Decomposition Model and Guided Filtering	8
High-Accuracy Image Formation Model for Coded Aperture Snapshot Spectral Imaging	8
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction	8
Side Information-Assisted Low-Dose CT Reconstruction	8
NAS Powered Deep Image Prior for Electrical Impedance Tomography	8

A Computationally Light MUSIC Based Algorithm for Automotive RADARs	8
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer	8
Hierarchical Edge Refinement Network for Guided Depth Map Super-Resolution	8
High Resolution Diffuse Optical Tomography via Neural Fields	8
Learning Task-Specific Strategies for Accelerated MRI	7
Interpretable Deep Attention Prior for Image Restoration and Enhancement	7
Multi-Layered Surface Estimation for Low-Cost Optical Coherence Tomography	7
Compact Representation of Light Field Data for Refocusing and Focal Stack Reconstruction Using Depth Adaptive Multi-CNN	7
Spatially Varying Exposure With 2-by-2 Multiplexing: Optimality and Universality	7
Learning to Describe Scenes via Privacy-Aware Designed Optical Lens	7
Learning Multiscale Convolutional Dictionaries for Image Reconstruction	7
Nonlocal Tensor Decomposition With Joint Low Rankness and Smoothness for Spectral CT Image Reconstruction	6
Sound Speed Estimation for Distributed Aberration Correction in Laterally Varying Media	6
Zero-Shot Image Denoising for High-Resolution Electron Microscopy	6
A Unifying Approach to Inverse Problems of Ultrasound Beamforming and Deconvolution	6
GAPMSF-Net: Generalized Alternating Projection With Multi-Stage Fusion Network for Snapshot Compressive Imaging	6
Wavenumber Domain 2-D Separable Data Reformatting Algorithm for High Squint Spotlight SAR	6
Stability of Image-Reconstruction Algorithms	6
Non-Sparse SAR Imaging From Quadrature Compressive Measurements Based on Magnitude-Phase Separation	6
Dual-Feature Frequency Component Compression Method for Accelerating Reconstruction in Magnetic Particle Imaging	6
PAH2T-Former: Paired-Attention Hybrid Hierarchical Transformer for Synergistically Enhanced FMT Reconstruction Quality and Efficiency	6
Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging	6
Inferring Objects From Lensless Imaging Measurements	6
The Potential of Phase Constraints for Non-Fourier Radiofrequency-Encoded MRI	6