IEEE Transactions on Computational Imaging

Article	Citations
Robust Deep Compressive Sensing With Recurrent-Residual Structural Constraints	142
Fast and Robust Single Particle Reconstruction in 3D Fluorescence Microscopy	89
FoveaSPAD: Exploiting Depth Priors for Adaptive and Efficient Single-Photon 3D Imaging	78
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution	67
Photon Limited Non-Blind Deblurring Using Algorithm Unrolling	63
Ptychography Using Blind Multi-Mode PMACE	63
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction	63
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography	60
The Secrets of Non-Blind Poisson Deconvolution	54
Laser Protection via Jointly Learned Defocus and Image Reconstruction	53
Robust Cardiac Cine MRI Reconstruction With Spatiotemporal Diffusion Model	39
Material Identification From Radiographs Without Energy Resolution	38
Towards Data-Informed Motion Artifact Reduction in Quantitative CT Using Piecewise Linear Interpolation	36
An Adaptive Photon Count Reconstruction Algorithm for Sparse Count and Strong Noise Count Data With Low Signal Background Ratio	36
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction	33
Low-Rank Decomposition and Polarization-Driven Transmittance Synergy for Underwater Descattering With Cross-Domain Generalization	31
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information	31
Convergent Primal-Dual Plug-and-Play Image Restoration: A General Algorithm and Applications	31
SparseAlign: A Grid-Free Algorithm for Automatic Marker Localization and Deformation Estimation in Cryo-Electron Tomography	30
MD-GraphFormer: A Model-Driven Graph Transformer for Fast Multi-Contrast MR Imaging	30
Online Beam Current Estimation in Particle Beam Microscopy	30
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions	29
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization	29
Learned Discrepancy Reconstruction and Benchmark Dataset for Magnetic Particle Imaging	28
A Hybrid Polarization Image Demosaicking Algorithm Based on Inter-Channel Correlation	26

Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part I: A Matrix-Completion Framework	26
Deep Learned Non-Linear Propagation Model Regularizer for Compressive Spectral Imaging	26
Real-Time Reconstruction of 3D Videos From Single-Photon LiDaR Data in the Presence of Obscurants	26
PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening	25
Deep Hyperspectral Image Fusion Network With Iterative Spatio-Spectral Regularization	25
HoloFormer: Contrastive Regularization Based Transformer for Holographic Image Reconstruction	24
Learning Degradation-Aware Diffusion Prior for Hyperspectral Reconstruction from RGB Image	23
Single-Pass Object-Adaptive Data Undersampling and Reconstruction for MRI	23
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging	23
Multi-Frequency Neural Born Iterative Method for Solving 2-D Inverse Scattering Problems	22
Dual-Stream Adaptive Convergent Low-Light Image Enhancement Network Based on Frequency Perception	21
SRInpaintor: When Super-Resolution Meets Transformer for Image Inpainting	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
dO: A Differentiable Engine for Deep Lens Design of Computational Imaging Systems	21
Inverse Multislice Ptychography by Layer-Wise Optimisation and Sparse Matrix Decomposition	21
Compressive Synthetic Aperture Radar Imaging and Autofocusing by Augmented Lagrangian Methods	21
Region-of-Interest Prioritised Sampling for Constrained Autonomous Exploration Systems	20
Compressive Spectral X-Ray CT Reconstruction via Deep Learning	20
High Resolution LED-Based Snapshot Compressive Spectral Video Imaging With Deep Neural Networks	20
Deep Motion Regularizer for Video Snapshot Compressive Imaging	20
Estimation-Denoising Integration Network Architecture With Updated Parameter for MRI Reconstruction	19
Clip-Driven Universal Model for Multi-Material Decomposition in Dual-Energy CT	19
Multilevel Plug-and-Play Image Restoration	19
Batch-FPM: Random Batch-Update Multi-Parameter Physical Fourier Ptychography Neural Network	19
Simultaneous Multifrequency Demodulation for Single-Shot Multiple-Path ToF Imaging	19
Constrained Conditional Denoising Diffusion for Hyperspectral-Multispectral Fusion	18
Provable Probabilistic Imaging Using Score-Based Generative Priors	18
DANG: Data Augmentation Based on NIR-II Guided Diffusion Model for Fluorescence Molecular Tomography	18
AIVUS: Guidewire Artifacts Inpainting for Intravascular Ultrasound Imaging With United Spatiotemporal Aggregation Learning	18
Distributed Stochastic Optimization of a Neural Representation Network for Time-Space Tomography Reconstruction	17
Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior	17
Introducing Nonuniform Sparse Proximal Averaging Network for Seismic Reflectivity Inversion	17
Light Field Reflection and Background Separation Network Based on Adaptive Focus Selection	17
Full-Wave Simulations of Tomographic Optical Imaging Through Augmented Partial Factorization	17
EgeFusion: Towards Edge Gradient Enhancement in Infrared and Visible Image Fusion With Multi-Scale Transform	17
Physics-Based Deep Learning for Imaging Neuronal Activity via Two-Photon and Light Field Microscopy	16
Nest-DGIL: Nesterov-Optimized Deep Geometric Incremental Learning for CS Image Reconstruction	16
Distilling Knowledge for Designing Computational Imaging Systems	16
Deep Learning for TOF Extraction in Bone Ultrasound Tomography	16
Enhanced Single Pixel Imaging by Using Adaptive Jointly Optimized Conditional Diffusion	16
Robust Correspondence Imaging Against Random Disturbances With Single-Pixel Detection	16
DROLL: Dual-Domain Reconstruction Network With a High-Fidelity Domain-Transform Operator Based on Learned Low-Rank Prior for Sparse-View CT Reconstruction	15
An Inverse-Problem Approach to the Estimation of Despeckled and Deconvolved Images From Radio-Frequency Signals in Pulse-Echo Ultrasound	15
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part II: A Filtering-Based Framework	15
Spatial-Angular Versatile Convolution for Light Field Reconstruction	14
Kernel Regression Imputation in Manifolds Via Bi-Linear Modeling: The Dynamic-MRI Case	14
List of Reviewers	13
ADMMNet-Based Deep Unrolling Method for Ghost Imaging	13
Extended Polar Format Algorithm for Non-Planar Target Imaging With DSM	13

Interferometric Lensless Imaging: Rank-One Projections of Image Frequencies With Speckle Illuminations	12
Laser Ultrasonic Imaging Via the Time Domain Linear Sampling Method	12
Enhanced Light Field Reconstruction by Combining Disparity and Texture Information in PSVs via Disparity-Guided Fusion	12
Deep Network Cascade for Dynamic Cardiac MRI Reconstruction With Motion Feature Incorporation and the Fourier Neural Attention	12
Closed-Form Approximation of the Total Variation Proximal Operator	12
Sparse-View Cone Beam CT Reconstruction Using Data-Consistent Supervised and Adversarial Learning From Scarce Training Data	11
MAFDE-Net: Multipath Attention-Fusion-Based Dual-Encoder Network for Undersampled MRI Segmentation	11
Hierarchical Edge Refinement Network for Guided Depth Map Super-Resolution	11
Truncated Residual Based Plug-and-Play ADMM Algorithm for MRI Reconstruction	11
High-Generalized Unfolding Model With Coupled Spatial-Spectral Transformer for Hyperspectral Image Reconstruction	11
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer	11
Deep Learning-Based Inpainting for Sparse Arrays in Ultrafast Ultrasound Imaging	11
Statistical Stability of Correlation Based Imaging Algorithms	11
Quantitative Phase and Absorption Contrast Imaging	11
Neuromorphic Imaging With Density-Based Spatiotemporal Denoising	11
High-Accuracy Image Formation Model for Coded Aperture Snapshot Spectral Imaging	10
Uncertainty Quantification for Deep Unrolling-Based Computational Imaging	10
Injected Infrared and Visible Image Fusion via $L_{1}$ Decomposition Model and Guided Filtering	10
Vignetting Correction Through Color-Intensity Map Entropy Optimization	10
Side Information-Assisted Low-Dose CT Reconstruction	10
RIRO: From Retinex-Inspired Reconstruction Optimization Model to Deep Low-Light Image Enhancement Unfolding Network	10
A Analytical Kernel-Based Stacked Pupil Shift Matrix Decomposition Method for Partially Coherent Imaging	10
Generalized Ray Tracing With Basis Functions for Tomographic Projections	10
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction	10
NAS Powered Deep Image Prior for Electrical Impedance Tomography	10
Modeling Real-World MPI System Matrices From Sparse Observations	9
Fast Adaptive Plug-and-Play ADMM Framework for Short-Range 3-D SAR Imaging	9
High Resolution Diffuse Optical Tomography via Neural Fields	9
A Computationally Light MUSIC Based Algorithm for Automotive RADARs	9
Multi-Layered Surface Estimation for Low-Cost Optical Coherence Tomography	9
Learning Task-Specific Strategies for Accelerated MRI	9
Learning to Describe Scenes via Privacy-Aware Designed Optical Lens	9
Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging	9
Interpretable Deep Attention Prior for Image Restoration and Enhancement	9
Compact Representation of Light Field Data for Refocusing and Focal Stack Reconstruction Using Depth Adaptive Multi-CNN	9
Non-Sparse SAR Imaging From Quadrature Compressive Measurements Based on Magnitude-Phase Separation	9
Spatially Varying Exposure With 2-by-2 Multiplexing: Optimality and Universality	9
Learning Generalized Mapping Functions via Deep-Unrolling for PET Image Reconstruction	9
Learning Multiscale Convolutional Dictionaries for Image Reconstruction	9
PAH2T-Former: Paired-Attention Hybrid Hierarchical Transformer for Synergistically Enhanced FMT Reconstruction Quality and Efficiency	9
High Spatio-Temporal Imaging Reconstruction for Hybrid Spike-RGB Cameras	9
Nonlocal Tensor Decomposition With Joint Low Rankness and Smoothness for Spectral CT Image Reconstruction	8
Single-View Fluorescence Molecular Tomography Based on Hyperspectral NIR-II Imaging	8
Wavenumber Domain 2-D Separable Data Reformatting Algorithm for High Squint Spotlight SAR	8
GAPMSF-Net: Generalized Alternating Projection With Multi-Stage Fusion Network for Snapshot Compressive Imaging	8
IEEE Signal Processing Society Information	8
MISD: Model-Informed Stable Diffusion Model for Limited Noisy Data CT Reconstruction	8
3D Imaging Method Based on Digital Coding Metasurface With Unknown Mutual Coupling	8
Dynamic Scene Reconstruction for Color Spike Camera via Zero-Shot Learning	8
Dual-Feature Frequency Component Compression Method for Accelerating Reconstruction in Magnetic Particle Imaging	8
A Unifying Approach to Inverse Problems of Ultrasound Beamforming and Deconvolution	8
Zero-Shot Image Denoising for High-Resolution Electron Microscopy	8
The Potential of Phase Constraints for Non-Fourier Radiofrequency-Encoded MRI	8
Non-Confocal 3D Reconstruction in Volumetric Scattering Scenario	8
Adapting the Learning Models of Single Image Super-Resolution Into Light-Field Imaging	8
Single-Frame MIMO Radar Velocity Vector Estimation via Multi-Bounce Scattering	8
Super-Resolution Hyperspectral Reconstruction With Majorization-Minimization Algorithm and Low-Rank Approximation	8
Stability of Image-Reconstruction Algorithms	8
Sound Speed Estimation for Distributed Aberration Correction in Laterally Varying Media	8
Inferring Objects From Lensless Imaging Measurements	8
Unsupervised Low-Dose CT Reconstruction With One-Way Conditional Normalizing Flows	8
TOP-CT: Trajectory With Overlapping Projections X-Ray Computed Tomography	7
Multi-Interactive Enhanced for Defocus Blur Estimation	7
HEDU-Net: Improving Spectral Snapshot Compressive Imaging with Explicable Degradation Compensation	7
Adaptive and Progressive Multispectral Image Demosaicking	7
A Deep Unfolding Method for Satellite Super Resolution	7
Noise-Disentangled Single-Pixel Imaging Under Photon-Limited Conditions	7
DER-GAN: Dual-Energy Recovery GAN for Conebeam CT	7
Sub-Pixel Dispersion Model for Coded Aperture Snapshot Spectral Imaging	7
Parallel Block Compressive LiDAR Imaging	7
XCloud-VIP: Virtual Peak Enables Highly Accelerated NMR Spectroscopy and Faithful Quantitative Measures	7
Arbitrary-Scale Image Super-Resolution via Degradation Perception	7
Craniofacial Volumetric Image Estimation From a Lateral Cephalogram Using Cross-Dimensional Discrete Embedding Mapping	7
3D Location and Trajectory Reconstruction of a Moving Object Behind Scattering Media	7
Towards Robustness and Efficiency of Coherence-Guided Complex Convolutional Sparse Coding for Interferometric Phase Restoration	7
OpEnCam: Lensless Optical Encryption Camera	7
SLBL-PU: Shadow-Based Layer-By-Layer Phase Unwrapping for Efficient 3D Measurement	7
Using Randomized Nyström Preconditioners to Accelerate Variational Image Reconstruction	7
Light Field-Based Underwater 3D Reconstruction via Angular Re-Sampling	7
CLAMP: Majorized Plug-and-Play for Coherent 3D Lidar Imaging	7

Guided Nonlocal Patch Regularization and Efficient Filtering-Based Inversion for Multiband Fusion	7
Quick Unsupervised Hyperspectral Dimensionality Reduction for Earth Observation: A Comparison	6
Exposure-Referred Signal-to-Noise Ratio for Digital Image Sensors	6
Local-Global Dynamic Filtering Network for Video Super-Resolution	6
Prior Image Constrained Total Variation-Stokes for Cerebral Perfusion CT Imaging	6
Wavenumber Spectrum Reconstruction Method for Microwave Computational Imaging With Re-Programmable Metasurface	6
Computational Imaging for Machine Perception: Transferring Semantic Segmentation Beyond Aberrations	6
Decoupling Image Deblurring Into Twofold: A Hierarchical Model for Defocus Deblurring	6
Memory-Efficient Model-Based Deep Learning With Convergence and Robustness Guarantees	6
Depth Estimation From a Single Optical Encoded Image Using a Learned Colored-Coded Aperture	6
Extended Depth-of-Field Lensless Imaging Using an Optimized Radial Mask	6
Deep Regularized Compound Gaussian Network for Solving Linear Inverse Problems	6
Constrained Predictive Filters for Single Image Bokeh Rendering	6
Light Field Reconstruction Using Efficient Pseudo 4D Epipolar-Aware Structure	6
A Single-Pixel Imaging Based Stereo Deflectometry for 3D Reconstruction of Free-Form Transparent Objects With Parasitic Reflections	6
Channel-Spatial Attention Guided CycleGAN for CBCT-Based Synthetic CT Generation to Enable Adaptive Radiotherapy	5
Application of Kirchhoff Migration Principle for Hardware-Efficient Near-Field Radar Imaging	5
Spectral Memory-Enhanced Network With Local Non-Local and Low-Rank Priors for Hyperspectral Image Compressive Imaging	5
Differentiable Uncalibrated Imaging	5
Fast Hyperspectral Neutron Tomography	5
From Patch to Pixel: A Transformer-Based Hierarchical Framework for Compressive Image Sensing	5
Fast Task-Based Adaptive Sampling for 3D Single-Photon Multispectral Lidar Data	5
Time-Resolved Reconstruction of Motion, Force, and Stiffness Using Spectro-Dynamic MRI	5
TIF-Net: Self-Supervised Net via Tuy's Inversion Formula for Limited Angle Reconstruction	5
DAMMER: Direct Adaptive Multi-Resolution MEsh Reconstruction From X-Ray Measurements	5
Deep Unfolding of the DBFB Algorithm With Application to ROI CT Imaging With Limited Angular Density	5
SFTNet: Strip Fourier Transform Network for Motion Deblurring	5
Double-Branched and Multi-Magnetic Directions Feature Fusion Network (DB&MDF2-Net) for the Accurate Reconstruction of Magnetic Particle Imaging	5
Fourier Analysis of Interference Scanning Optical Probe Microscopy	5
Limitations of Data-Driven Spectral Reconstruction: An Optics-Aware Analysis	5
Towards Multi-Source Illumination Color Constancy Through Physics-Based Rendering and Spectral Power Distribution Embedding	5
Accelerated SPIRiT Parallel MR Image Reconstruction Based on Joint Sparsity and Sparsifying Transform Learning	5
PRNet: Pyramid Restoration Network for RAW Image Super-Resolution	5
Hybrid Spatial and Frequency Network for Light Field Image Restoration	5
Fast Non-Line-of-Sight Imaging With Hybrid Super-Resolution Network Over 18 m	5
Photon-Efficient Non-Line-of-Sight Imaging	5
Photon-Counting CT Reconstruction With a Learned Forward Operator	5
DD-DCSR: Image Denoising for Low-Dose CT via Dual-Dictionary Deep Convolutional Sparse Representation	5
Depth Estimation and Image Restoration by Deep Learning From Defocused Images	5
Multistatic Uniform Diffraction Tomography Derived Structural-Prior in Bayesian Inversion Framework for Microwave Tomography	5
Fast ISAR Imaging Algorithm for Azimuth Gapped Data Based on Structured Toeplitz Matrix	5
High-Speed Time-Domain Diffuse Optical Tomography With a Sensitivity Equation-Based Neural Network	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
ICSD-NeRF: Independent Canonical Spaces for Enhanced Dynamic Scene Modeling in Neural Radiance Fields	4
Image Denoising for Low-Dose CT via Convolutional Dictionary Learning and Neural Network	4
MVMS-RCN: A Dual-Domain Unified CT Reconstruction With Multi-Sparse-View and Multi-Scale Refinement-Correction	4
Shift-Invariant-Subspace Discretization and Volume Reconstruction for Light Field Microscopy	4
HDD-Net: Haar Dual Domain Network for Ring Artifacts Correction	4
INF3: Implicit Neural Feature Fusion Function for Multispectral and Hyperspectral Image Fusion	4
Domain Expansion via Network Adaptation for Solving Inverse Problems	4
Recurrent Cross-Modality Fusion for Time-of-Flight Depth Denoising	4
Fixed-Point Convergence of Multi-Block PnP ADMM and Its Application to Hyperspectral Image Restoration	4
COCOA: Combining Color Constancy Algorithms for Images and Videos	4
Score-Based Generative Model With Conditional Null-Space Learning for Limited-Angle Tomographic Reconstruction in Medical Imaging	4
Spatial Information Regularized Tensor Decomposition Framework for Super-Resolution Reconstruction of Medical MRI and Radiographs	4
Boosting Light Field Spatial Super-Resolution via Masked Light Field Modeling	4
Deep Unfolding Network for Spatiospectral Image Super-Resolution	4
Annealed Score-Based Diffusion Model for MR Motion Artifact Reduction	4
Fast and Robust Phase Retrieval via Deep Expectation-Consistent Approximation	4
Single-Pixel Compressive Terahertz 3D Imaging	4
Fast Low Rank Column-Wise Compressive Sensing for Accelerated Dynamic MRI	4
Lightweight Deep Learning Architecture for MPI Correction and Transient Reconstruction	4
Improving Spectral CT Image Quality Based on Channel Correlation and Self-Supervised Learning	4
Spectral Analysis With a Piecewise Separation Occlusion Model for Image-Based Rendering	4
Wasserstein Patch Prior for Image Superresolution	4
Implicit Neural Networks With Fourier-Feature Inputs for Free-Breathing Cardiac MRI Reconstruction	4
List of Reviewers	4
Unsupervised Coordinate-Based Neural Network for Electrical Impedance Tomography	4
A Multi-Stage Progressive Network for Hyperspectral Image Demosaicing and Denoising	4
PGIUN: Physics-Guided Implicit Unrolling Network for Accelerated MRI	4
Sign-Coded Exposure Sensing for Noise-Robust High-Speed Imaging	4
PINQI: An End-to-End Physics-Informed Approach to Learned Quantitative MRI Reconstruction	4
Learning-Based Approaches for Reconstructions With Inexact Operators in nanoCT Applications	3
High-Fidelity MRI Reconstruction Using Adaptive Spatial Attention Selection and Deep Data Consistency Prior	3
FgC2F-UDiff: Frequency-Guided and Coarse-to-Fine Unified Diffusion Model for Multi-Modality Missing MRI Synthesis	3
TMSST-RID: A Target-Oriented SAR-ISAR Imaging Method Based on Synchrosqueezing	3
Dual Bidirectional Feature Enhancement Network for Continuous Space-Time Video Super-Resolution	3
Disparity Computation With Low Intensity Quantization on Stereo Image Pairs	3
High Temporal-Lateral Resolution Photoacoustic Microscopy Imaging With Dual Branch Graph Induced Fusion Network	3
Real-Time Dense Field Phase-to-Space Simulation of Imaging Through Atmospheric Turbulence	3
An Efficient Algorithm for Spatial-Spectral Partial Volume Compartment Mapping With Applications to Multicomponent Diffusion and Relaxation MRI	3
Structured Illumination Microscopy With Uncertainty-Guided Deep Learning	3
Multi-Slice Knowledge-Driven System Matrix Calibration in Magnetic Particle Imaging	3
An Ultra-sparse View CT Imaging Method Based on X-ray2CTNet	3
IEEE Signal Processing Society Information	3
EVA$^{2}$: Event-Assisted Video Frame Interpolation via Cross-Modal Alignment and Aggregation	3
3D Helical CT Reconstruction With a Memory Efficient Learned Primal-Dual Architecture	3
G2L-Stereo: Global to Local Two-Stage Real-Time Stereo Matching Network	3
Model-Based Reconstruction for Multi-Frequency Collimated Beam Ultrasound Systems	3
An Efficient Method for Modelling Millimeter-Wave Scan for Security Screening of Humans	3
Axial Super-Resolution in Optical Coherence Tomography Images via Spectrum-Based Self-Supervised Training	3
Successive Optimization of Optics and Post-Processing With Differentiable Coherent PSF Operator and Field Information	3
Distribution-Adaptive Hierarchical Quantization Enhanced Binary Networks for Spectral Compressive Imaging	3
Convergence-Guaranteed Spectral CT Reconstruction via Internal and External Prior Mining	3