IEEE Transactions on Computational Imaging

Papers
(The median citation count of IEEE Transactions on Computational Imaging is 3. 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.)
ArticleCitations
Robust Deep Compressive Sensing With Recurrent-Residual Structural Constraints136
Fast and Robust Single Particle Reconstruction in 3D Fluorescence Microscopy83
FoveaSPAD: Exploiting Depth Priors for Adaptive and Efficient Single-Photon 3D Imaging69
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution61
The Secrets of Non-Blind Poisson Deconvolution60
Laser Protection via Jointly Learned Defocus and Image Reconstruction58
Robust Cardiac Cine MRI Reconstruction With Spatiotemporal Diffusion Model57
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction52
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information52
Material Identification From Radiographs Without Energy Resolution48
An Adaptive Photon Count Reconstruction Algorithm for Sparse Count and Strong Noise Count Data With Low Signal Background Ratio36
Towards Data-Informed Motion Artifact Reduction in Quantitative CT Using Piecewise Linear Interpolation35
Photon Limited Non-Blind Deblurring Using Algorithm Unrolling34
MD-GraphFormer: A Model-Driven Graph Transformer for Fast Multi-Contrast MR Imaging32
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography30
Ptychography Using Blind Multi-Mode PMACE30
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction30
Single-Pass Object-Adaptive Data Undersampling and Reconstruction for MRI29
HoloFormer: Contrastive Regularization Based Transformer for Holographic Image Reconstruction29
Online Beam Current Estimation in Particle Beam Microscopy28
SparseAlign: A Grid-Free Algorithm for Automatic Marker Localization and Deformation Estimation in Cryo-Electron Tomography28
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part I: A Matrix-Completion Framework27
Real-Time Reconstruction of 3D Videos From Single-Photon LiDaR Data in the Presence of Obscurants27
PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening26
Deep Learned Non-Linear Propagation Model Regularizer for Compressive Spectral Imaging26
A Hybrid Polarization Image Demosaicking Algorithm Based on Inter-Channel Correlation25
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions24
Deep Hyperspectral Image Fusion Network With Iterative Spatio-Spectral Regularization24
Learned Discrepancy Reconstruction and Benchmark Dataset for Magnetic Particle Imaging24
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization24
Iterative Approach to Reconstructing Neural Disparity Fields From Light-Field Data23
Inverse Multislice Ptychography by Layer-Wise Optimisation and Sparse Matrix Decomposition23
SRInpaintor: When Super-Resolution Meets Transformer for Image Inpainting23
Compressive Spectral X-Ray CT Reconstruction via Deep Learning21
Multi-Frequency Neural Born Iterative Method for Solving 2-D Inverse Scattering Problems21
High Resolution LED-Based Snapshot Compressive Spectral Video Imaging With Deep Neural Networks20
Dual-Stream Adaptive Convergent Low-Light Image Enhancement Network Based on Frequency Perception20
Deep Motion Regularizer for Video Snapshot Compressive Imaging20
Multispectral and Hyperspectral Image Fusion With Spectrally Varying Blurs and MM Algorithm20
dO: A Differentiable Engine for Deep Lens Design of Computational Imaging Systems20
Compressive Synthetic Aperture Radar Imaging and Autofocusing by Augmented Lagrangian Methods20
Estimation-Denoising Integration Network Architecture With Updated Parameter for MRI Reconstruction19
Region-of-Interest Prioritised Sampling for Constrained Autonomous Exploration Systems19
Simultaneous Multifrequency Demodulation for Single-Shot Multiple-Path ToF Imaging19
Provable Probabilistic Imaging Using Score-Based Generative Priors18
Batch-FPM: Random Batch-Update Multi-Parameter Physical Fourier Ptychography Neural Network18
Clip-Driven Universal Model for Multi-Material Decomposition in Dual-Energy CT18
Kernel Regression Imputation in Manifolds Via Bi-Linear Modeling: The Dynamic-MRI Case17
Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior17
EgeFusion: Towards Edge Gradient Enhancement in Infrared and Visible Image Fusion With Multi-Scale Transform17
Light Field Reflection and Background Separation Network Based on Adaptive Focus Selection17
AIVUS: Guidewire Artifacts Inpainting for Intravascular Ultrasound Imaging With United Spatiotemporal Aggregation Learning17
Full-Wave Simulations of Tomographic Optical Imaging Through Augmented Partial Factorization16
Nest-DGIL: Nesterov-Optimized Deep Geometric Incremental Learning for CS Image Reconstruction16
Introducing Nonuniform Sparse Proximal Averaging Network for Seismic Reflectivity Inversion16
Robust Correspondence Imaging Against Random Disturbances With Single-Pixel Detection16
Distributed Stochastic Optimization of a Neural Representation Network for Time-Space Tomography Reconstruction16
Deep Learning for TOF Extraction in Bone Ultrasound Tomography16
Spatial-Angular Versatile Convolution for Light Field Reconstruction15
DROLL: Dual-Domain Reconstruction Network With a High-Fidelity Domain-Transform Operator Based on Learned Low-Rank Prior for Sparse-View CT Reconstruction15
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part II: A Filtering-Based Framework15
Physics-Based Deep Learning for Imaging Neuronal Activity via Two-Photon and Light Field Microscopy15
Enhanced Single Pixel Imaging by Using Adaptive Jointly Optimized Conditional Diffusion15
List of Reviewers15
Distilling Knowledge for Designing Computational Imaging Systems15
An Inverse-Problem Approach to the Estimation of Despeckled and Deconvolved Images From Radio-Frequency Signals in Pulse-Echo Ultrasound15
High-Generalized Unfolding Model With Coupled Spatial-Spectral Transformer for Hyperspectral Image Reconstruction14
Extended Polar Format Algorithm for Non-Planar Target Imaging With DSM14
Sparse-View Cone Beam CT Reconstruction Using Data-Consistent Supervised and Adversarial Learning From Scarce Training Data14
ADMMNet-Based Deep Unrolling Method for Ghost Imaging13
Neuromorphic Imaging With Density-Based Spatiotemporal Denoising13
Laser Ultrasonic Imaging Via the Time Domain Linear Sampling Method13
Truncated Residual Based Plug-and-Play ADMM Algorithm for MRI Reconstruction12
Closed-Form Approximation of the Total Variation Proximal Operator12
Interferometric Lensless Imaging: Rank-One Projections of Image Frequencies With Speckle Illuminations12
Deep Network Cascade for Dynamic Cardiac MRI Reconstruction With Motion Feature Incorporation and the Fourier Neural Attention12
NAS Powered Deep Image Prior for Electrical Impedance Tomography11
Statistical Stability of Correlation Based Imaging Algorithms11
Enhanced Light Field Reconstruction by Combining Disparity and Texture Information in PSVs via Disparity-Guided Fusion11
Vignetting Correction Through Color-Intensity Map Entropy Optimization10
RIRO: From Retinex-Inspired Reconstruction Optimization Model to Deep Low-Light Image Enhancement Unfolding Network10
MAFDE-Net: Multipath Attention-Fusion-Based Dual-Encoder Network for Undersampled MRI Segmentation10
Quantitative Phase and Absorption Contrast Imaging10
Hierarchical Edge Refinement Network for Guided Depth Map Super-Resolution10
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer10
Side Information-Assisted Low-Dose CT Reconstruction10
Generalized Ray Tracing With Basis Functions for Tomographic Projections10
High-Accuracy Image Formation Model for Coded Aperture Snapshot Spectral Imaging9
Compact Representation of Light Field Data for Refocusing and Focal Stack Reconstruction Using Depth Adaptive Multi-CNN9
Modeling Real-World MPI System Matrices From Sparse Observations9
Fast Adaptive Plug-and-Play ADMM Framework for Short-Range 3-D SAR Imaging9
High Resolution Diffuse Optical Tomography via Neural Fields9
Uncertainty Quantification for Deep Unrolling-Based Computational Imaging9
Spatially Varying Exposure With 2-by-2 Multiplexing: Optimality and Universality9
A Analytical Kernel-Based Stacked Pupil Shift Matrix Decomposition Method for Partially Coherent Imaging9
PAH2T-Former: Paired-Attention Hybrid Hierarchical Transformer for Synergistically Enhanced FMT Reconstruction Quality and Efficiency9
Learning Multiscale Convolutional Dictionaries for Image Reconstruction9
Injected Infrared and Visible Image Fusion via $L_{1}$ Decomposition Model and Guided Filtering9
Learning to Describe Scenes via Privacy-Aware Designed Optical Lens9
A Computationally Light MUSIC Based Algorithm for Automotive RADARs9
Learning Task-Specific Strategies for Accelerated MRI9
Interpretable Deep Attention Prior for Image Restoration and Enhancement9
Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging9
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction9
Multi-Layered Surface Estimation for Low-Cost Optical Coherence Tomography9
Non-Sparse SAR Imaging From Quadrature Compressive Measurements Based on Magnitude-Phase Separation8
High Spatio-Temporal Imaging Reconstruction for Hybrid Spike-RGB Cameras8
Zero-Shot Image Denoising for High-Resolution Electron Microscopy8
IEEE Signal Processing Society Information8
Wavenumber Domain 2-D Separable Data Reformatting Algorithm for High Squint Spotlight SAR8
GAPMSF-Net: Generalized Alternating Projection With Multi-Stage Fusion Network for Snapshot Compressive Imaging8
Single-View Fluorescence Molecular Tomography Based on Hyperspectral NIR-II Imaging8
The Potential of Phase Constraints for Non-Fourier Radiofrequency-Encoded MRI8
Sound Speed Estimation for Distributed Aberration Correction in Laterally Varying Media8
Stability of Image-Reconstruction Algorithms8
Single-Frame MIMO Radar Velocity Vector Estimation via Multi-Bounce Scattering8
Super-Resolution Hyperspectral Reconstruction With Majorization-Minimization Algorithm and Low-Rank Approximation8
Nonlocal Tensor Decomposition With Joint Low Rankness and Smoothness for Spectral CT Image Reconstruction7
3D Location and Trajectory Reconstruction of a Moving Object Behind Scattering Media7
DER-GAN: Dual-Energy Recovery GAN for Conebeam CT7
Using Randomized Nyström Preconditioners to Accelerate Variational Image Reconstruction7
Adapting the Learning Models of Single Image Super-Resolution Into Light-Field Imaging7
3D Imaging Method Based on Digital Coding Metasurface With Unknown Mutual Coupling7
Dual-Feature Frequency Component Compression Method for Accelerating Reconstruction in Magnetic Particle Imaging7
Guided Nonlocal Patch Regularization and Efficient Filtering-Based Inversion for Multiband Fusion7
Towards Robustness and Efficiency of Coherence-Guided Complex Convolutional Sparse Coding for Interferometric Phase Restoration7
Multi-Interactive Enhanced for Defocus Blur Estimation7
Dynamic Scene Reconstruction for Color Spike Camera via Zero-Shot Learning7
A Unifying Approach to Inverse Problems of Ultrasound Beamforming and Deconvolution7
Unsupervised Low-Dose CT Reconstruction With One-Way Conditional Normalizing Flows7
MISD: Model-Informed Stable Diffusion Model for Limited Noisy Data CT Reconstruction7
XCloud-VIP: Virtual Peak Enables Highly Accelerated NMR Spectroscopy and Faithful Quantitative Measures7
Non-Confocal 3D Reconstruction in Volumetric Scattering Scenario7
Inferring Objects From Lensless Imaging Measurements7
A Deep Unfolding Method for Satellite Super Resolution6
OpEnCam: Lensless Optical Encryption Camera6
Light Field-Based Underwater 3D Reconstruction via Angular Re-Sampling6
Noise-Disentangled Single-Pixel Imaging Under Photon-Limited Conditions6
Sub-Pixel Dispersion Model for Coded Aperture Snapshot Spectral Imaging6
Depth Estimation From a Single Optical Encoded Image Using a Learned Colored-Coded Aperture6
Quick Unsupervised Hyperspectral Dimensionality Reduction for Earth Observation: A Comparison6
A Single-Pixel Imaging Based Stereo Deflectometry for 3D Reconstruction of Free-Form Transparent Objects With Parasitic Reflections6
HEDU-Net: Improving Spectral Snapshot Compressive Imaging with Explicable Degradation Compensation6
Adaptive and Progressive Multispectral Image Demosaicking6
CLAMP: Majorized Plug-and-Play for Coherent 3D Lidar Imaging6
TOP-CT: Trajectory With Overlapping Projections X-Ray Computed Tomography6
Exposure-Referred Signal-to-Noise Ratio for Digital Image Sensors6
Extended Depth-of-Field Lensless Imaging Using an Optimized Radial Mask6
Deep Regularized Compound Gaussian Network for Solving Linear Inverse Problems6
Local-Global Dynamic Filtering Network for Video Super-Resolution6
Arbitrary-Scale Image Super-Resolution via Degradation Perception6
Parallel Block Compressive LiDAR Imaging6
SLBL-PU: Shadow-Based Layer-By-Layer Phase Unwrapping for Efficient 3D Measurement6
Craniofacial Volumetric Image Estimation From a Lateral Cephalogram Using Cross-Dimensional Discrete Embedding Mapping6
Spectral Memory-Enhanced Network With Local Non-Local and Low-Rank Priors for Hyperspectral Image Compressive Imaging6
Memory-Efficient Model-Based Deep Learning With Convergence and Robustness Guarantees6
Differentiable Uncalibrated Imaging6
Computational Imaging for Machine Perception: Transferring Semantic Segmentation Beyond Aberrations6
Multistatic Uniform Diffraction Tomography Derived Structural-Prior in Bayesian Inversion Framework for Microwave Tomography5
Photon-Efficient Non-Line-of-Sight Imaging5
PRNet: Pyramid Restoration Network for RAW Image Super-Resolution5
Prior Image Constrained Total Variation-Stokes for Cerebral Perfusion CT Imaging5
Channel-Spatial Attention Guided CycleGAN for CBCT-Based Synthetic CT Generation to Enable Adaptive Radiotherapy5
From Patch to Pixel: A Transformer-Based Hierarchical Framework for Compressive Image Sensing5
Time-Resolved Reconstruction of Motion, Force, and Stiffness Using Spectro-Dynamic MRI5
Fast Task-Based Adaptive Sampling for 3D Single-Photon Multispectral Lidar Data5
Decoupling Image Deblurring Into Twofold: A Hierarchical Model for Defocus Deblurring5
Fourier Analysis of Interference Scanning Optical Probe Microscopy5
Hybrid Spatial and Frequency Network for Light Field Image Restoration5
DD-DCSR: Image Denoising for Low-Dose CT via Dual-Dictionary Deep Convolutional Sparse Representation5
Spatial Information Regularized Tensor Decomposition Framework for Super-Resolution Reconstruction of Medical MRI and Radiographs5
DAMMER: Direct Adaptive Multi-Resolution MEsh Reconstruction From X-Ray Measurements5
Wavenumber Spectrum Reconstruction Method for Microwave Computational Imaging With Re-Programmable Metasurface5
Light Field Reconstruction Using Efficient Pseudo 4D Epipolar-Aware Structure5
Constrained Predictive Filters for Single Image Bokeh Rendering5
Fast Non-Line-of-Sight Imaging With Hybrid Super-Resolution Network Over 18 m5
Application of Kirchhoff Migration Principle for Hardware-Efficient Near-Field Radar Imaging5
Deep Unfolding of the DBFB Algorithm With Application to ROI CT Imaging With Limited Angular Density5
Double-Branched and Multi-Magnetic Directions Feature Fusion Network (DB&MDF2-Net) for the Accurate Reconstruction of Magnetic Particle Imaging4
Maximum Likelihood Based Phase-Retrieval Using Fresnel Propagation Forward Models With Optional Constraints4
A Multi-Stage Progressive Network for Hyperspectral Image Demosaicing and Denoising4
Unsupervised Coordinate-Based Neural Network for Electrical Impedance Tomography4
Sign-Coded Exposure Sensing for Noise-Robust High-Speed Imaging4
Improving Spectral CT Image Quality Based on Channel Correlation and Self-Supervised Learning4
Learning-Based Approaches for Reconstructions With Inexact Operators in nanoCT Applications4
Wasserstein Patch Prior for Image Superresolution4
TIF-Net: Self-Supervised Net Via Tuy's Inversion Formula for Limited Angle Reconstruction4
Implicit Neural Networks With Fourier-Feature Inputs for Free-Breathing Cardiac MRI Reconstruction4
Fast Hyperspectral Neutron Tomography4
Limitations of Data-Driven Spectral Reconstruction: An Optics-Aware Analysis4
COCOA: Combining Color Constancy Algorithms for Images and Videos4
Fast and Robust Phase Retrieval via Deep Expectation-Consistent Approximation4
Recurrent Cross-Modality Fusion for Time-of-Flight Depth Denoising4
List of Reviewers4
Score-Based Generative Model With Conditional Null-Space Learning for Limited-Angle Tomographic Reconstruction in Medical Imaging4
Accelerated SPIRiT Parallel MR Image Reconstruction Based on Joint Sparsity and Sparsifying Transform Learning4
Fast ISAR Imaging Algorithm for Azimuth Gapped Data Based on Structured Toeplitz Matrix4
High-Speed Time-Domain Diffuse Optical Tomography With a Sensitivity Equation-Based Neural Network4
Photon-Counting CT Reconstruction With a Learned Forward Operator4
Spectral Analysis With a Piecewise Separation Occlusion Model for Image-Based Rendering4
Annealed Score-Based Diffusion Model for MR Motion Artifact Reduction4
Boosting Light Field Spatial Super-Resolution via Masked Light Field Modeling4
Shift-Invariant-Subspace Discretization and Volume Reconstruction for Light Field Microscopy4
Image Denoising for Low-Dose CT via Convolutional Dictionary Learning and Neural Network4
Lightweight Deep Learning Architecture for MPI Correction and Transient Reconstruction4
Fixed-Point Convergence of Multi-Block PnP ADMM and Its Application to Hyperspectral Image Restoration4
Depth Estimation and Image Restoration by Deep Learning From Defocused Images4
Towards Multi-Source Illumination Color Constancy Through Physics-Based Rendering and Spectral Power Distribution Embedding4
Physics-Guided Loss Functions Improve Deep Learning Performance in Inverse Scattering4
HDD-Net: Haar Dual Domain Network for Ring Artifacts Correction3
An Efficient Algorithm for Spatial-Spectral Partial Volume Compartment Mapping With Applications to Multicomponent Diffusion and Relaxation MRI3
A Helical Reconstruction Network for Multi-Source Static CT3
Resolution Enhancement of Under-Sampled Photoacoustic Microscopy Images Using Neural Representation3
Reduced-Space Relevance Vector Machine for Adaptive Electrical Capacitance Volume Tomography3
Spatial-Frequency Multi-Scale Transformer for Deblurring and Shape-Preserving Reconstruction in Magnetic Particle Imaging3
Compressive Radio-Interferometric Sensing With Random Beamforming as Rank-One Signal Covariance Projections3
INF3: Implicit Neural Feature Fusion Function for Multispectral and Hyperspectral Image Fusion3
Deep Unfolding Network for Spatiospectral Image Super-Resolution3
Full Matrix Wavefield Migration for Layered Photoacoustic Imaging3
MVMS-RCN: A Dual-Domain Unified CT Reconstruction With Multi-Sparse-View and Multi-Scale Refinement-Correction3
Structured Illumination Microscopy With Uncertainty-Guided Deep Learning3
IEEE Signal Processing Society Information3
FgC2F-UDiff: Frequency-Guided and Coarse-to-Fine Unified Diffusion Model for Multi-Modality Missing MRI Synthesis3
Real-Time Dense Field Phase-to-Space Simulation of Imaging Through Atmospheric Turbulence3
High-Fidelity MRI Reconstruction Using Adaptive Spatial Attention Selection and Deep Data Consistency Prior3
Robust Frequency Domain Full-Waveform Inversion via HV-Geometry3
Domain Expansion via Network Adaptation for Solving Inverse Problems3
PINQI: An End-to-End Physics-Informed Approach to Learned Quantitative MRI Reconstruction3
Fast Low Rank Column-Wise Compressive Sensing for Accelerated Dynamic MRI3
Single-Pixel Compressive Terahertz 3D Imaging3
3D Helical CT Reconstruction With a Memory Efficient Learned Primal-Dual Architecture3
Graph Attention-Driven Bayesian Deep Unrolling for Dual-Peak Single-Photon Lidar Imaging3
Successive Optimization of Optics and Post-Processing With Differentiable Coherent PSF Operator and Field Information3
Model-Based Reconstruction for Multi-Frequency Collimated Beam Ultrasound Systems3
Learn Stable MRI Under-Sampling Pattern With Decoupled Sampling Preference3
EVA$^{2}$: Event-Assisted Video Frame Interpolation via Cross-Modal Alignment and Aggregation3
CMEFusion: Cross-Modal Enhancement and Fusion of FIR and Visible Images3
PGIUN: Physics-Guided Implicit Unrolling Network for Accelerated MRI3
G2L-Stereo: Global to Local Two-Stage Real-Time Stereo Matching Network3
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