IEEE Transactions on Computational Imaging

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
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction	30
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information	30
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography	28
PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening	28
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization	27
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
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
A Hybrid Polarization Image Demosaicking Algorithm Based on Inter-Channel Correlation	24
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

Deep Hyperspectral Image Fusion Network With Iterative Spatio-Spectral Regularization	23
Real-Time Reconstruction of 3D Videos From Single-Photon LiDaR Data in the Presence of Obscurants	22
Deep Learned Non-Linear Propagation Model Regularizer for Compressive Spectral Imaging	22
Inverse Multislice Ptychography by Layer-Wise Optimisation and Sparse Matrix Decomposition	21
Compressive Spectral X-Ray CT Reconstruction via Deep Learning	21
SRInpaintor: When Super-Resolution Meets Transformer for Image Inpainting	20
Compressive Synthetic Aperture Radar Imaging and Autofocusing by Augmented Lagrangian Methods	20
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
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
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
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
Full-Wave Simulations of Tomographic Optical Imaging Through Augmented Partial Factorization	16
Kernel Regression Imputation in Manifolds Via Bi-Linear Modeling: The Dynamic-MRI Case	16
Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior	15
Introducing Nonuniform Sparse Proximal Averaging Network for Seismic Reflectivity Inversion	15
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
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
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
List of Reviewers	13
Deep Network Cascade for Dynamic Cardiac MRI Reconstruction With Motion Feature Incorporation and the Fourier Neural Attention	13
Laser Ultrasonic Imaging Via the Time Domain Linear Sampling Method	12
High-Generalized Unfolding Model With Coupled Spatial-Spectral Transformer for Hyperspectral Image Reconstruction	12
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
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
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer	10

Statistical Stability of Correlation Based Imaging Algorithms	10
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
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
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
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
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
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
Single-Frame MIMO Radar Velocity Vector Estimation via Multi-Bounce Scattering	6
3D Location and Trajectory Reconstruction of a Moving Object Behind Scattering Media	6
DER-GAN: Dual-Energy Recovery GAN for Conebeam CT	6
TOP-CT: Trajectory With Overlapping Projections X-Ray Computed Tomography	6
XCloud-VIP: Virtual Peak Enables Highly Accelerated NMR Spectroscopy and Faithful Quantitative Measures	6
Noise-Disentangled Single-Pixel Imaging Under Photon-Limited Conditions	6
Parallel Block Compressive LiDAR Imaging	6
Non-Confocal 3D Reconstruction in Volumetric Scattering Scenario	6
Unsupervised Low-Dose CT Reconstruction With One-Way Conditional Normalizing Flows	6
Towards Robustness and Efficiency of Coherence-Guided Complex Convolutional Sparse Coding for Interferometric Phase Restoration	6
CLAMP: Majorized Plug-and-Play for Coherent 3D Lidar Imaging	6
Arbitrary-Scale Image Super-Resolution via Degradation Perception	6
Light Field-Based Underwater 3D Reconstruction via Angular Re-Sampling	6
Adapting the Learning Models of Single Image Super-Resolution Into Light-Field Imaging	6
Guided Nonlocal Patch Regularization and Efficient Filtering-Based Inversion for Multiband Fusion	6
Multi-Interactive Enhanced for Defocus Blur Estimation	6
OpEnCam: Lensless Optical Encryption Camera	6
Sub-Pixel Dispersion Model for Coded Aperture Snapshot Spectral Imaging	6
Adaptive and Progressive Multispectral Image Demosaicking	6
Memory-Efficient Model-Based Deep Learning With Convergence and Robustness Guarantees	5
Quick Unsupervised Hyperspectral Dimensionality Reduction for Earth Observation: A Comparison	5
Constrained Predictive Filters for Single Image Bokeh Rendering	5
Craniofacial Volumetric Image Estimation From a Lateral Cephalogram Using Cross-Dimensional Discrete Embedding Mapping	5
Light Field Reconstruction Using Efficient Pseudo 4D Epipolar-Aware Structure	5
Photon-Efficient Non-Line-of-Sight Imaging	5
Deep Regularized Compound Gaussian Network for Solving Linear Inverse Problems	5
A Deep Unfolding Method for Satellite Super Resolution	5
SLBL-PU: Shadow-Based Layer-By-Layer Phase Unwrapping for Efficient 3D Measurement	5
Extended Depth-of-Field Lensless Imaging Using an Optimized Radial Mask	5
Exposure-Referred Signal-to-Noise Ratio for Digital Image Sensors	5
Differentiable Uncalibrated Imaging	5
Computational Imaging for Machine Perception: Transferring Semantic Segmentation Beyond Aberrations	5
Depth Estimation From a Single Optical Encoded Image Using a Learned Colored-Coded Aperture	5
Spectral Memory-Enhanced Network With Local Non-Local and Low-Rank Priors for Hyperspectral Image Compressive Imaging	5
Wavenumber Spectrum Reconstruction Method for Microwave Computational Imaging With Re-Programmable Metasurface	5
Decoupling Image Deblurring Into Twofold: A Hierarchical Model for Defocus Deblurring	5
Local-Global Dynamic Filtering Network for Video Super-Resolution	4
Multistatic Uniform Diffraction Tomography Derived Structural-Prior in Bayesian Inversion Framework for Microwave Tomography	4
Wasserstein Patch Prior for Image Superresolution	4
Score-Based Generative Model With Conditional Null-Space Learning for Limited-Angle Tomographic Reconstruction in Medical Imaging	4
COCOA: Combining Color Constancy Algorithms for Images and Videos	4
Depth Estimation and Image Restoration by Deep Learning From Defocused Images	4

Channel-Spatial Attention Guided CycleGAN for CBCT-Based Synthetic CT Generation to Enable Adaptive Radiotherapy	4
Fast Non-Line-of-Sight Imaging With Hybrid Super-Resolution Network Over 18 m	4
DD-DCSR: Image Denoising for Low-Dose CT via Dual-Dictionary Deep Convolutional Sparse Representation	4
Spatial Information Regularized Tensor Decomposition Framework for Super-Resolution Reconstruction of Medical MRI and Radiographs	4
Implicit Neural Networks With Fourier-Feature Inputs for Free-Breathing Cardiac MRI Reconstruction	4
High-Speed Time-Domain Diffuse Optical Tomography With a Sensitivity Equation-Based Neural Network	4
Fixed-Point Convergence of Multi-Block PnP ADMM and Its Application to Hyperspectral Image Restoration	4
Accelerated SPIRiT Parallel MR Image Reconstruction Based on Joint Sparsity and Sparsifying Transform Learning	4
Photon-Counting CT Reconstruction With a Learned Forward Operator	4
Application of Kirchhoff Migration Principle for Hardware-Efficient Near-Field Radar Imaging	4
PRNet: Pyramid Restoration Network for RAW Image Super-Resolution	4
A Single-Pixel Imaging Based Stereo Deflectometry for 3D Reconstruction of Free-Form Transparent Objects With Parasitic Reflections	4
Fast Task-Based Adaptive Sampling for 3D Single-Photon Multispectral Lidar Data	4
Physics-Guided Loss Functions Improve Deep Learning Performance in Inverse Scattering	4
Time-Resolved Reconstruction of Motion, Force, and Stiffness Using Spectro-Dynamic MRI	4
Improving Spectral CT Image Quality Based on Channel Correlation and Self-Supervised Learning	4
Fast Hyperspectral Neutron Tomography	4
Spectral Analysis With a Piecewise Separation Occlusion Model for Image-Based Rendering	4
Deep Unfolding of the DBFB Algorithm With Application to ROI CT Imaging With Limited Angular Density	4
From Patch to Pixel: A Transformer-Based Hierarchical Framework for Compressive Image Sensing	4
DAMMER: Direct Adaptive Multi-Resolution MEsh Reconstruction From X-Ray Measurements	4
Hybrid Spatial and Frequency Network for Light Field Image Restoration	4
Recurrent Cross-Modality Fusion for Time-of-Flight Depth Denoising	3
List of Reviewers	3
Lightweight Deep Learning Architecture for MPI Correction and Transient Reconstruction	3
Deep Unfolding Network for Spatiospectral Image Super-Resolution	3
Structured Illumination Microscopy With Uncertainty-Guided Deep Learning	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
PGIUN: Physics-Guided Implicit Unrolling Network for Accelerated MRI	3
Learning-Based Approaches for Reconstructions With Inexact Operators in nanoCT Applications	3
Single-Pixel Compressive Terahertz 3D Imaging	3
G2L-Stereo: Global to Local Two-Stage Real-Time Stereo Matching Network	3
Boosting Light Field Spatial Super-Resolution via Masked Light Field Modeling	3
Image Denoising for Low-Dose CT via Convolutional Dictionary Learning and Neural Network	3
Shift-Invariant-Subspace Discretization and Volume Reconstruction for Light Field Microscopy	3
3D Helical CT Reconstruction With a Memory Efficient Learned Primal-Dual Architecture	3
Spatial-Frequency Multi-Scale Transformer for Deblurring and Shape-Preserving Reconstruction in Magnetic Particle Imaging	3
EVA$^{2}$: Event-Assisted Video Frame Interpolation via Cross-Modal Alignment and Aggregation	3
Annealed Score-Based Diffusion Model for MR Motion Artifact Reduction	3
Unsupervised Coordinate-Based Neural Network for Electrical Impedance Tomography	3
Reduced-Space Relevance Vector Machine for Adaptive Electrical Capacitance Volume Tomography	3
Sign-Coded Exposure Sensing for Noise-Robust High-Speed Imaging	3
A Multi-Stage Progressive Network for Hyperspectral Image Demosaicing and Denoising	3
Domain Expansion via Network Adaptation for Solving Inverse Problems	3
Full Matrix Wavefield Migration for Layered Photoacoustic Imaging	3
Maximum Likelihood Based Phase-Retrieval Using Fresnel Propagation Forward Models With Optional Constraints	3
Fast and Robust Phase Retrieval via Deep Expectation-Consistent Approximation	3
PINQI: An End-to-End Physics-Informed Approach to Learned Quantitative MRI Reconstruction	3
Model-Based Reconstruction for Multi-Frequency Collimated Beam Ultrasound Systems	3
CMEFusion: Cross-Modal Enhancement and Fusion of FIR and Visible Images	3
MVMS-RCN: A Dual-Domain Unified CT Reconstruction With Multi-Sparse-View and Multi-Scale Refinement-Correction	3
Fast Low Rank Column-Wise Compressive Sensing for Accelerated Dynamic MRI	3
INF3: Implicit Neural Feature Fusion Function for Multispectral and Hyperspectral Image Fusion	3
HDD-Net: Haar Dual Domain Network for Ring Artifacts Correction	3