IEEE Transactions on Computational Imaging

Article	Citations
Robust Deep Compressive Sensing With Recurrent-Residual Structural Constraints	131
Fast and Robust Single Particle Reconstruction in 3D Fluorescence Microscopy	78
FoveaSPAD: Exploiting Depth Priors for Adaptive and Efficient Single-Photon 3D Imaging	60
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction	60
MD-GraphFormer: A Model-Driven Graph Transformer for Fast Multi-Contrast MR Imaging	53
Photon Limited Non-Blind Deblurring Using Algorithm Unrolling	51
Towards Data-Informed Motion Artifact Reduction in Quantitative CT Using Piecewise Linear Interpolation	49
An Adaptive Photon Count Reconstruction Algorithm for Sparse Count and Strong Noise Count Data With Low Signal Background Ratio	48
Material Identification From Radiographs Without Energy Resolution	42
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography	39
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction	33
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution	32
Laser Protection via Jointly Learned Defocus and Image Reconstruction	32
Robust Cardiac Cine MRI Reconstruction with Spatiotemporal Diffusion Model	31
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information	28
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part I: A Matrix-Completion Framework	28
The Secrets of Non-Blind Poisson Deconvolution	28
Deep Hyperspectral Image Fusion Network With Iterative Spatio-Spectral Regularization	27
A Hybrid Polarization Image Demosaicking Algorithm Based on Inter-Channel Correlation	27
Real-Time Reconstruction of 3D Videos From Single-Photon LiDaR Data in the Presence of Obscurants	27
PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening	27
SparseAlign: A Grid-Free Algorithm for Automatic Marker Localization and Deformation Estimation in Cryo-Electron Tomography	26
Online Beam Current Estimation in Particle Beam Microscopy	26
Single-Pass Object-Adaptive Data Undersampling and Reconstruction for MRI	24
HoloFormer: Contrastive Regularization Based Transformer for Holographic Image Reconstruction	24

Deep Learned Non-Linear Propagation Model Regularizer for Compressive Spectral Imaging	24
Learned Discrepancy Reconstruction and Benchmark Dataset for Magnetic Particle Imaging	23
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions	23
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization	22
Compressive Spectral X-Ray CT Reconstruction via Deep Learning	21
Iterative Approach to Reconstructing Neural Disparity Fields From Light-Field Data	21
Multispectral and Hyperspectral Image Fusion With Spectrally Varying Blurs and MM Algorithm	21
Inverse Multislice Ptychography by Layer-Wise Optimisation and Sparse Matrix Decomposition	21
SRInpaintor: When Super-Resolution Meets Transformer for Image Inpainting	20
Compressive Synthetic Aperture Radar Imaging and Autofocusing by Augmented Lagrangian Methods	20
Dual-Stream Adaptive Convergent Low-Light Image Enhancement Network Based on Frequency Perception	20
dO: A Differentiable Engine for Deep Lens Design of Computational Imaging Systems	20
Deep Motion Regularizer for Video Snapshot Compressive Imaging	19
Region-of-Interest Prioritised Sampling for Constrained Autonomous Exploration Systems	19
Clip-Driven Universal Model for Multi-Material Decomposition in Dual-Energy CT	18
High Resolution LED-Based Snapshot Compressive Spectral Video Imaging With Deep Neural Networks	18
AIVUS: Guidewire Artifacts Inpainting for Intravascular Ultrasound Imaging With United Spatiotemporal Aggregation Learning	18
Batch-FPM: Random Batch-Update Multi-Parameter Physical Fourier Ptychography Neural Network	17
Kernel Regression Imputation in Manifolds Via Bi-Linear Modeling: The Dynamic-MRI Case	17
Provable Probabilistic Imaging Using Score-Based Generative Priors	17
EgeFusion: Towards Edge Gradient Enhancement in Infrared and Visible Image Fusion With Multi-Scale Transform	17
Simultaneous Multifrequency Demodulation for Single-Shot Multiple-Path ToF Imaging	17
Estimation-Denoising Integration Network Architecture With Updated Parameter for MRI Reconstruction	17
Full-Wave Simulations of Tomographic Optical Imaging Through Augmented Partial Factorization	17
Introducing Nonuniform Sparse Proximal Averaging Network for Seismic Reflectivity Inversion	16
Light Field Reflection and Background Separation Network Based on Adaptive Focus Selection	16
An Inverse-Problem Approach to the Estimation of Despeckled and Deconvolved Images From Radio-Frequency Signals in Pulse-Echo Ultrasound	16
Distributed Stochastic Optimization of a Neural Representation Network for Time-Space Tomography Reconstruction	16
Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior	16
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part II: A Filtering-Based Framework	15
Nest-DGIL: Nesterov-Optimized Deep Geometric Incremental Learning for CS Image Reconstruction	15
Spatial-Angular Versatile Convolution for Light Field Reconstruction	15
Deep Learning for TOF Extraction in Bone Ultrasound Tomography	15
Physics-Based Deep Learning for Imaging Neuronal Activity via Two-Photon and Light Field Microscopy	14
Extended Polar Format Algorithm for Non-Planar Target Imaging With DSM	14
Enhanced Single Pixel Imaging by Using Adaptive Jointly Optimized Conditional Diffusion	14
Interferometric Lensless Imaging: Rank-One Projections of Image Frequencies With Speckle Illuminations	14
Robust Correspondence Imaging Against Random Disturbances With Single-Pixel Detection	14
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
Truncated Residual Based Plug-and-Play ADMM Algorithm for MRI Reconstruction	12
List of Reviewers	12
Laser Ultrasonic Imaging Via the Time Domain Linear Sampling Method	11
ADMMNet-Based Deep Unrolling Method for Ghost Imaging	11
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
Enhanced Light Field Reconstruction by Combining Disparity and Texture Information in PSVs via Disparity-Guided Fusion	11
Closed-Form Approximation of the Total Variation Proximal Operator	11
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer	10
Vignetting Correction Through Color-Intensity Map Entropy Optimization	10

Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction	10
Hierarchical Edge Refinement Network for Guided Depth Map Super-Resolution	10
NAS Powered Deep Image Prior for Electrical Impedance Tomography	10
Statistical Stability of Correlation Based Imaging Algorithms	10
Side Information-Assisted Low-Dose CT Reconstruction	9
PAH2T-Former: Paired-Attention Hybrid Hierarchical Transformer for Synergistically Enhanced FMT Reconstruction Quality and Efficiency	9
Injected Infrared and Visible Image Fusion via $L_{1}$ Decomposition Model and Guided Filtering	9
Learning to Describe Scenes via Privacy-Aware Designed Optical Lens	9
Fast Adaptive Plug-and-Play ADMM Framework for Short-Range 3-D SAR Imaging	9
Uncertainty Quantification for Deep Unrolling-Based Computational Imaging	9
MAFDE-Net: Multipath Attention-Fusion-Based Dual-Encoder Network for Undersampled MRI Segmentation	9
Compact Representation of Light Field Data for Refocusing and Focal Stack Reconstruction Using Depth Adaptive Multi-CNN	9
RIRO: From Retinex-Inspired Reconstruction Optimization Model to Deep Low-Light Image Enhancement Unfolding Network	9
Quantitative Phase and Absorption Contrast Imaging	9
High-Accuracy Image Formation Model for Coded Aperture Snapshot Spectral Imaging	9
A Computationally Light MUSIC Based Algorithm for Automotive RADARs	8
Spatially Varying Exposure With 2-by-2 Multiplexing: Optimality and Universality	8
Learning Multiscale Convolutional Dictionaries for Image Reconstruction	8
High Resolution Diffuse Optical Tomography via Neural Fields	8
Multi-Layered Surface Estimation for Low-Cost Optical Coherence Tomography	8
A Analytical Kernel-Based Stacked Pupil Shift Matrix Decomposition Method for Partially Coherent Imaging	8
Wavenumber Domain 2-D Separable Data Reformatting Algorithm for High Squint Spotlight SAR	8
Non-Sparse SAR Imaging From Quadrature Compressive Measurements Based on Magnitude-Phase Separation	8
Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging	8
Interpretable Deep Attention Prior for Image Restoration and Enhancement	8
Learning Task-Specific Strategies for Accelerated MRI	8
Zero-Shot Image Denoising for High-Resolution Electron Microscopy	8
Single-Frame MIMO Radar Velocity Vector Estimation via Multi-Bounce Scattering	7
Non-Confocal 3D Reconstruction in Volumetric Scattering Scenario	7
Super-Resolution Hyperspectral Reconstruction With Majorization-Minimization Algorithm and Low-Rank Approximation	7
3D Imaging Method Based on Digital Coding Metasurface With Unknown Mutual Coupling	7
A Unifying Approach to Inverse Problems of Ultrasound Beamforming and Deconvolution	7
Stability of Image-Reconstruction Algorithms	7
Inferring Objects From Lensless Imaging Measurements	7
Single-view fluorescence molecular tomography based on hyperspectral NIR-II imaging	7
Adapting the Learning Models of Single Image Super-Resolution Into Light-Field Imaging	7
Nonlocal Tensor Decomposition With Joint Low Rankness and Smoothness for Spectral CT Image Reconstruction	7
High Spatio-Temporal Imaging Reconstruction for Hybrid Spike-RGB Cameras	7
Sound Speed Estimation for Distributed Aberration Correction in Laterally Varying Media	7
Dual-Feature Frequency Component Compression Method for Accelerating Reconstruction in Magnetic Particle Imaging	7
Dynamic Scene Reconstruction for Color Spike Camera via Zero-Shot Learning	7
3D Location and Trajectory Reconstruction of a Moving Object Behind Scattering Media	7
The Potential of Phase Constraints for Non-Fourier Radiofrequency-Encoded MRI	7
GAPMSF-Net: Generalized Alternating Projection With Multi-Stage Fusion Network for Snapshot Compressive Imaging	7
IEEE Signal Processing Society Information	7
Guided Nonlocal Patch Regularization and Efficient Filtering-Based Inversion for Multiband Fusion	6
Multi-Interactive Enhanced for Defocus Blur Estimation	6
DER-GAN: Dual-Energy Recovery GAN for Conebeam CT	6
Noise-Disentangled Single-Pixel Imaging Under Photon-Limited Conditions	6
A Deep Unfolding Method for Satellite Super Resolution	6
CLAMP: Majorized Plug-and-Play for Coherent 3D Lidar Imaging	6
Towards Robustness and Efficiency of Coherence-Guided Complex Convolutional Sparse Coding for Interferometric Phase Restoration	6
Parallel Block Compressive LiDAR Imaging	6
Arbitrary-Scale Image Super-Resolution via Degradation Perception	6
Sub-Pixel Dispersion Model for Coded Aperture Snapshot Spectral Imaging	6
Depth Estimation From a Single Optical Encoded Image Using a Learned Colored-Coded Aperture	6
Unsupervised Low-Dose CT Reconstruction With One-Way Conditional Normalizing Flows	6
TOP-CT: Trajectory With Overlapping Projections X-Ray Computed Tomography	6
OpEnCam: Lensless Optical Encryption Camera	6
Light Field-Based Underwater 3D Reconstruction via Angular Re-Sampling	6
Adaptive and Progressive Multispectral Image Demosaicking	6
XCloud-VIP: Virtual Peak Enables Highly Accelerated NMR Spectroscopy and Faithful Quantitative Measures	6
Decoupling Image Deblurring Into Twofold: A Hierarchical Model for Defocus Deblurring	5
DD-DCSR: Image Denoising for Low-Dose CT via Dual-Dictionary Deep Convolutional Sparse Representation	5
Differentiable Uncalibrated Imaging	5
Computational Imaging for Machine Perception: Transferring Semantic Segmentation Beyond Aberrations	5
SLBL-PU: Shadow-Based Layer-By-Layer Phase Unwrapping for Efficient 3D Measurement	5
Spectral Memory-Enhanced Network With Local Non-Local and Low-Rank Priors for Hyperspectral Image Compressive Imaging	5
A Single-Pixel Imaging Based Stereo Deflectometry for 3D Reconstruction of Free-Form Transparent Objects With Parasitic Reflections	5
Fast Task-Based Adaptive Sampling for 3D Single-Photon Multispectral Lidar Data	5
Fast Non-Line-of-Sight Imaging With Hybrid Super-Resolution Network Over 18 m	5
Constrained Predictive Filters for Single Image Bokeh Rendering	5
Deep Regularized Compound Gaussian Network for Solving Linear Inverse Problems	5
Memory-Efficient Model-Based Deep Learning With Convergence and Robustness Guarantees	5
Extended Depth-of-Field Lensless Imaging Using an Optimized Radial Mask	5
Quick Unsupervised Hyperspectral Dimensionality Reduction for Earth Observation: A Comparison	5
Photon-Efficient Non-Line-of-Sight Imaging	5
Application of Kirchhoff Migration Principle for Hardware-Efficient Near-Field Radar Imaging	5
Channel-Spatial Attention Guided CycleGAN for CBCT-Based Synthetic CT Generation to Enable Adaptive Radiotherapy	5
Light Field Reconstruction Using Efficient Pseudo 4D Epipolar-Aware Structure	5

Local-Global Dynamic Filtering Network for Video Super-Resolution	5
Wavenumber Spectrum Reconstruction Method for Microwave Computational Imaging With Re-Programmable Metasurface	5
Craniofacial Volumetric Image Estimation From a Lateral Cephalogram Using Cross-Dimensional Discrete Embedding Mapping	5
Exposure-Referred Signal-to-Noise Ratio for Digital Image Sensors	5
Deep Unfolding of the DBFB Algorithm With Application to ROI CT Imaging With Limited Angular Density	5
DAMMER: Direct Adaptive Multi-Resolution MEsh Reconstruction From X-Ray Measurements	5
Multistatic Uniform Diffraction Tomography Derived Structural-Prior in Bayesian Inversion Framework for Microwave Tomography	4
Double-Branched and Multi-Magnetic Directions Feature Fusion Network (DB&MDF2-Net) for the Accurate Reconstruction of Magnetic Particle Imaging	4
From Patch to Pixel: A Transformer-Based Hierarchical Framework for Compressive Image Sensing	4
Spectral Analysis With a Piecewise Separation Occlusion Model for Image-Based Rendering	4
Score-Based Generative Model With Conditional Null-Space Learning for Limited-Angle Tomographic Reconstruction in Medical Imaging	4
Maximum Likelihood Based Phase-Retrieval Using Fresnel Propagation Forward Models With Optional Constraints	4
Physics-Guided Loss Functions Improve Deep Learning Performance in Inverse Scattering	4
Spatial Information Regularized Tensor Decomposition Framework for Super-Resolution Reconstruction of Medical MRI and Radiographs	4
Fourier Analysis of Interference Scanning Optical Probe Microscopy	4
Boosting Light Field Spatial Super-Resolution via Masked Light Field Modeling	4
Hybrid Spatial and Frequency Network for Light Field Image Restoration	4
Improving Spectral CT Image Quality Based on Channel Correlation and Self-Supervised Learning	4
COCOA: Combining Color Constancy Algorithms for Images and Videos	4
Image Denoising for Low-Dose CT via Convolutional Dictionary Learning and Neural Network	4
Photon-Counting CT Reconstruction With a Learned Forward Operator	4
Time-Resolved Reconstruction of Motion, Force, and Stiffness Using Spectro-Dynamic MRI	4
Accelerated SPIRiT Parallel MR Image Reconstruction Based on Joint Sparsity and Sparsifying Transform Learning	4
PRNet: Pyramid Restoration Network for RAW Image Super-Resolution	4
Depth Estimation and Image Restoration by Deep Learning From Defocused Images	4
Fixed-Point Convergence of Multi-Block PnP ADMM and Its Application to Hyperspectral Image Restoration	4
High-Speed Time-Domain Diffuse Optical Tomography With a Sensitivity Equation-Based Neural Network	4
Implicit Neural Networks With Fourier-Feature Inputs for Free-Breathing Cardiac MRI Reconstruction	4
Towards Multi-Source Illumination Color Constancy through Physics-Based Rendering and Spectral Power Distribution Embedding	4
Fast Hyperspectral Neutron Tomography	4
HDD-Net: Haar Dual Domain Network for Ring Artifacts Correction	3
Full Matrix Wavefield Migration for Layered Photoacoustic Imaging	3
List of Reviewers	3
INF3: Implicit Neural Feature Fusion Function for Multispectral and Hyperspectral Image Fusion	3
Real-Time Dense Field Phase-to-Space Simulation of Imaging Through Atmospheric Turbulence	3
Learn Stable MRI Under-Sampling Pattern With Decoupled Sampling Preference	3
Spatial-Frequency Multi-Scale Transformer for Deblurring and Shape-Preserving Reconstruction in Magnetic Particle Imaging	3
Annealed Score-Based Diffusion Model for MR Motion Artifact Reduction	3
Deep Unfolding Network for Spatiospectral Image Super-Resolution	3
FgC2F-UDiff: Frequency-Guided and Coarse-to-Fine Unified Diffusion Model for Multi-Modality Missing MRI Synthesis	3
Single-Pixel Compressive Terahertz 3D Imaging	3
G2L-Stereo: Global to Local Two-Stage Real-Time Stereo Matching Network	3
Recurrent Cross-Modality Fusion for Time-of-Flight Depth Denoising	3
Lightweight Deep Learning Architecture for MPI Correction and Transient Reconstruction	3
Sign-Coded Exposure Sensing for Noise-Robust High-Speed Imaging	3
MVMS-RCN: A Dual-Domain Unified CT Reconstruction With Multi-Sparse-View and Multi-Scale Refinement-Correction	3
3D Helical CT Reconstruction With a Memory Efficient Learned Primal-Dual Architecture	3
High-Fidelity MRI Reconstruction Using Adaptive Spatial Attention Selection and Deep Data Consistency Prior	3
Reduced-Space Relevance Vector Machine for Adaptive Electrical Capacitance Volume Tomography	3
PGIUN: Physics-Guided Implicit Unrolling Network for Accelerated MRI	3
Shift-Invariant-Subspace Discretization and Volume Reconstruction for Light Field Microscopy	3
A Multi-Stage Progressive Network for Hyperspectral Image Demosaicing and Denoising	3
Domain Expansion via Network Adaptation for Solving Inverse Problems	3
Fast and Robust Phase Retrieval via Deep Expectation-Consistent Approximation	3
Wasserstein Patch Prior for Image Superresolution	3
Learning-Based Approaches for Reconstructions With Inexact Operators in nanoCT Applications	3
Compressive radio-interferometric sensing with random beamforming as rank-one signal covariance projections	3
Structured Illumination Microscopy With Uncertainty-Guided Deep Learning	3
CMEFusion: Cross-Modal Enhancement and Fusion of FIR and Visible Images	3
PINQI: An End-to-End Physics-Informed Approach to Learned Quantitative MRI Reconstruction	3
Fast Low Rank Column-Wise Compressive Sensing for Accelerated Dynamic MRI	3
Unsupervised Coordinate-Based Neural Network for Electrical Impedance Tomography	3