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 2022-06-01 to 2026-06-01.)
ArticleCitations
FoveaSPAD: Exploiting Depth Priors for Adaptive and Efficient Single-Photon 3D Imaging156
Material Identification From Radiographs Without Energy Resolution80
Fast and Robust Single Particle Reconstruction in 3D Fluorescence Microscopy76
Ptychography Using Blind Multi-Mode PMACE69
The Secrets of Non-Blind Poisson Deconvolution67
Low-Rank Decomposition and Polarization-Driven Transmittance Synergy for Underwater Descattering With Cross-Domain Generalization48
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction46
Convergent Primal-Dual Plug-and-Play Image Restoration: A General Algorithm and Applications42
An Adaptive Photon Count Reconstruction Algorithm for Sparse Count and Strong Noise Count Data With Low Signal Background Ratio41
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction40
Laser Protection via Jointly Learned Defocus and Image Reconstruction34
MD-GraphFormer: A Model-Driven Graph Transformer for Fast Multi-Contrast MR Imaging33
Robust Cardiac Cine MRI Reconstruction With Spatiotemporal Diffusion Model33
Representation-Aligned Atmospheric Light Decoupling for Stable Single-Image Dehazing33
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography32
HoloMamba: Physics-Aligned State-Space Network for High-Fidelity Single-Shot Holographic Reconstruction30
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information29
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution29
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging27
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions27
HoloFormer: Contrastive Regularization Based Transformer for Holographic Image Reconstruction26
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part I: A Matrix-Completion Framework26
PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening25
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization24
VTVC: Vignetting Correction Based on Variant Transformer and Spatial Self Attention22
Learned Discrepancy Reconstruction and Benchmark Dataset for Magnetic Particle Imaging21
Deep Learned Non-Linear Propagation Model Regularizer for Compressive Spectral Imaging21
Real-Time Reconstruction of 3D Videos From Single-Photon LiDaR Data in the Presence of Obscurants21
A Hybrid Polarization Image Demosaicking Algorithm Based on Inter-Channel Correlation20
High-Resolution Vortex Electromagnetic Wave Radar Sparse Imaging Using Efficient 2D-SLIM20
DPD-DEMD: Denoising Prior Guided Weakly Supervised Image Domain Dual-Energy Material Decomposition20
Multispectral and Hyperspectral Image Fusion With Spectrally Varying Blurs and MM Algorithm20
Learning Degradation-Aware Diffusion Prior for Hyperspectral Reconstruction From RGB Image20
Iterative Approach to Reconstructing Neural Disparity Fields From Light-Field Data19
Deep Lightweight Unrolled Network for High Dynamic Range Modulo Imaging19
Dual-Stream Adaptive Convergent Low-Light Image Enhancement Network Based on Frequency Perception18
Multi-Frequency Neural Born Iterative Method for Solving 2-D Inverse Scattering Problems18
High Resolution LED-Based Snapshot Compressive Spectral Video Imaging With Deep Neural Networks18
Batch-FPM: Random Batch-Update Multi-Parameter Physical Fourier Ptychography Neural Network17
Estimation-Denoising Integration Network Architecture With Updated Parameter for MRI Reconstruction17
Constrained Conditional Denoising Diffusion for Hyperspectral-Multispectral Fusion17
DANG: Data Augmentation Based on NIR-II Guided Diffusion Model for Fluorescence Molecular Tomography16
Simultaneous Multifrequency Demodulation for Single-Shot Multiple-Path ToF Imaging16
Scan-Adaptive MRI Undersampling Using Neighbor-Based Optimization (SUNO)16
Clip-Driven Universal Model for Multi-Material Decomposition in Dual-Energy CT16
Deep Motion Regularizer for Video Snapshot Compressive Imaging15
Multilevel Plug-and-Play Image Restoration15
Provable Probabilistic Imaging Using Score-Based Generative Priors15
Light Field Reflection and Background Separation Network Based on Adaptive Focus Selection14
EgeFusion: Towards Edge Gradient Enhancement in Infrared and Visible Image Fusion With Multi-Scale Transform14
Full-Wave Simulations of Tomographic Optical Imaging Through Augmented Partial Factorization14
Robust Compressive Sensing Imaging for Quantization Bit Erasure14
Nest-DGIL: Nesterov-Optimized Deep Geometric Incremental Learning for CS Image Reconstruction13
Data-Driven Multi-keV Virtual Monoenergetic Images Generation From Single-Energy CT Guided by Image-Domain Material Decomposition13
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part II: A Filtering-Based Framework13
An Inverse-Problem Approach to the Estimation of Despeckled and Deconvolved Images From Radio-Frequency Signals in Pulse-Echo Ultrasound13
Enhanced Single Pixel Imaging by Using Adaptive Jointly Optimized Conditional Diffusion13
DROLL: Dual-Domain Reconstruction Network With a High-Fidelity Domain-Transform Operator Based on Learned Low-Rank Prior for Sparse-View CT Reconstruction13
Distributed Stochastic Optimization of a Neural Representation Network for Time-Space Tomography Reconstruction12
Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior12
Physics-Based Deep Learning for Imaging Neuronal Activity via Two-Photon and Light Field Microscopy12
Distilling Knowledge for Designing Computational Imaging Systems12
Robust Correspondence Imaging Against Random Disturbances With Single-Pixel Detection12
Introducing Nonuniform Sparse Proximal Averaging Network for Seismic Reflectivity Inversion12
Laser Ultrasonic Imaging Via the Time Domain Linear Sampling Method11
Interferometric Lensless Imaging: Rank-One Projections of Image Frequencies With Speckle Illuminations11
Feature Decoupling Through Random Sampling for High-Fidelity Flow Matching-Based Artifact Removal11
Deep Network Cascade for Dynamic Cardiac MRI Reconstruction With Motion Feature Incorporation and the Fourier Neural Attention11
List of Reviewers11
Extended Polar Format Algorithm for Non-Planar Target Imaging With DSM11
Statistical Stability of Correlation Based Imaging Algorithms10
Generalized Ray Tracing With Basis Functions for Tomographic Projections10
ADMMNet-Based Deep Unrolling Method for Ghost Imaging10
Deep Learning-Based Inpainting for Sparse Arrays in Ultrafast Ultrasound Imaging10
Enhanced Light Field Reconstruction by Combining Disparity and Texture Information in PSVs via Disparity-Guided Fusion10
MAFDE-Net: Multipath Attention-Fusion-Based Dual-Encoder Network for Undersampled MRI Segmentation10
Closed-Form Approximation of the Total Variation Proximal Operator10
Physics-Consistent Imaging Inverse Problem Solving Framework for Heterogeneous Systems via Latent Space Optimization10
Neuromorphic Imaging With Density-Based Spatiotemporal Denoising10
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer10
Hierarchical Edge Refinement Network for Guided Depth Map Super-Resolution10
High-Generalized Unfolding Model With Coupled Spatial-Spectral Transformer for Hyperspectral Image Reconstruction10
Sparse-View Cone Beam CT Reconstruction Using Data-Consistent Supervised and Adversarial Learning From Scarce Training Data10
Side Information-Assisted Low-Dose CT Reconstruction9
RIRO: From Retinex-Inspired Reconstruction Optimization Model to Deep Low-Light Image Enhancement Unfolding Network9
A Analytical Kernel-Based Stacked Pupil Shift Matrix Decomposition Method for Partially Coherent Imaging9
NAS Powered Deep Image Prior for Electrical Impedance Tomography9
Compact Representation of Light Field Data for Refocusing and Focal Stack Reconstruction Using Depth Adaptive Multi-CNN9
A Convergent Generalized Krylov Subspace Method for Compressed Sensing MRI Reconstruction With Gradient-Driven Denoisers9
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction9
Vignetting Correction Through Color-Intensity Map Entropy Optimization9
Modeling Real-World MPI System Matrices From Sparse Observations9
Interpretable Deep Attention Prior for Image Restoration and Enhancement9
Fast Adaptive Plug-and-Play ADMM Framework for Short-Range 3-D SAR Imaging8
Multi-Layered Surface Estimation for Low-Cost Optical Coherence Tomography8
Learning to Describe Scenes via Privacy-Aware Designed Optical Lens8
Learning Task-Specific Strategies for Accelerated MRI8
Learning Generalized Mapping Functions via Deep-Unrolling for PET Image Reconstruction8
PAH2T-Former: Paired-Attention Hybrid Hierarchical Transformer for Synergistically Enhanced FMT Reconstruction Quality and Efficiency8
Structure from Noise: Confirmation Bias in Particle Picking in Structural Biology7
Non-Sparse SAR Imaging From Quadrature Compressive Measurements Based on Magnitude-Phase Separation7
Multivariate Fields of Experts for Convergent Image Reconstruction7
A Computationally Light MUSIC Based Algorithm for Automotive RADARs7
Wavenumber Domain 2-D Separable Data Reformatting Algorithm for High Squint Spotlight SAR7
High Spatio-Temporal Imaging Reconstruction for Hybrid Spike-RGB Cameras7
Joint Translational Motion Compensation of ISAR Imaging for Uniformly Accelerated Motion Targets Based on MPD-TSLS Under Low SNR7
Spatially Varying Exposure With 2-by-2 Multiplexing: Optimality and Universality7
Left2Right: Self-Supervised Training Framework for Low-Dose Computed Tomography Imaging7
Stability of Image-Reconstruction Algorithms7
Zero-Shot Image Denoising for High-Resolution Electron Microscopy7
GAPMSF-Net: Generalized Alternating Projection With Multi-Stage Fusion Network for Snapshot Compressive Imaging7
Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging7
End-to-End Spectrally Driven Colorimetric Calibration Framework for Color Imaging Systems7
High Resolution Diffuse Optical Tomography via Neural Fields7
Sound Speed Estimation for Distributed Aberration Correction in Laterally Varying Media7
Single-View Fluorescence Molecular Tomography Based on Hyperspectral NIR-II Imaging6
Multi Person Localization and Breathing Rate Estimation Using Translational and Rotational Synthetic Aperture Radar6
EvTurb: Event Camera Guided Turbulence Removal6
Towards Robustness and Efficiency of Coherence-Guided Complex Convolutional Sparse Coding for Interferometric Phase Restoration6
XCloud-VIP: Virtual Peak Enables Highly Accelerated NMR Spectroscopy and Faithful Quantitative Measures6
Adapting the Learning Models of Single Image Super-Resolution Into Light-Field Imaging6
Single-Frame MIMO Radar Velocity Vector Estimation via Multi-Bounce Scattering6
Dynamic Scene Reconstruction for Color Spike Camera via Zero-Shot Learning6
Nonlocal Tensor Decomposition With Joint Low Rankness and Smoothness for Spectral CT Image Reconstruction6
IEEE Signal Processing Society Information6
Unsupervised Low-Dose CT Reconstruction With One-Way Conditional Normalizing Flows6
CLAMP: Majorized Plug-and-Play for Coherent 3D Lidar Imaging6
HEDU-Net: Improving Spectral Snapshot Compressive Imaging With Explicable Degradation Compensation6
Non-Confocal 3D Reconstruction in Volumetric Scattering Scenario6
Beam Cross Sections Create Mixtures: Improving Feature Localization in Secondary Electron Imaging6
Physics-based self-supervised learning of a deep network for single-shot in-line hologram reconstruction6
The Potential of Phase Constraints for Non-Fourier Radiofrequency-Encoded MRI6
An Efficient Approach with Theoretical Guarantees to Simultaneously Reconstruct Activity and Attenuation Sinogram for TOF-PET6
2D Ultrasound Elasticity Imaging of Abdominal Aortic Aneurysms Using Deep Neural Networks6
Sub-Pixel Dispersion Model for Coded Aperture Snapshot Spectral Imaging6
MISD: Model-Informed Stable Diffusion Model for Limited Noisy Data CT Reconstruction6
DER-GAN: Dual-Energy Recovery GAN for Conebeam CT6
A Unifying Approach to Inverse Problems of Ultrasound Beamforming and Deconvolution6
Dual-Feature Frequency Component Compression Method for Accelerating Reconstruction in Magnetic Particle Imaging6
Differentiable Uncalibrated Imaging5
Arbitrary-Scale Image Super-Resolution via Degradation Perception5
Multi-Interactive Enhanced for Defocus Blur Estimation5
Prior Image Constrained Total Variation-Stokes for Cerebral Perfusion CT Imaging5
Wavenumber Spectrum Reconstruction Method for Microwave Computational Imaging With Re-Programmable Metasurface5
Extended Depth-of-Field Lensless Imaging Using an Optimized Radial Mask5
Local-Global Dynamic Filtering Network for Video Super-Resolution5
Fourier Analysis of Interference Scanning Optical Probe Microscopy5
Deep Regularized Compound Gaussian Network for Solving Linear Inverse Problems5
Matrix-Free Gauss-Newton Method for Large-Scale Electrical Impedance Tomography5
Noise-Disentangled Single-Pixel Imaging Under Photon-Limited Conditions5
Light Field-Based Underwater 3D Reconstruction via Angular Re-Sampling5
Spectral Memory-Enhanced Network With Local Non-Local and Low-Rank Priors for Hyperspectral Image Compressive Imaging5
Depth Estimation From a Single Optical Encoded Image Using a Learned Colored-Coded Aperture5
Quick Unsupervised Hyperspectral Dimensionality Reduction for Earth Observation: A Comparison5
Decoupling Image Deblurring Into Twofold: A Hierarchical Model for Defocus Deblurring5
SLBL-PU: Shadow-Based Layer-By-Layer Phase Unwrapping for Efficient 3D Measurement5
OpEnCam: Lensless Optical Encryption Camera5
Using Randomized Nyström Preconditioners to Accelerate Variational Image Reconstruction5
Memory-Efficient Model-Based Deep Learning With Convergence and Robustness Guarantees5
A Single-Pixel Imaging Based Stereo Deflectometry for 3D Reconstruction of Free-Form Transparent Objects With Parasitic Reflections5
SFTNet: Strip Fourier Transform Network for Motion Deblurring5
Computational Imaging for Machine Perception: Transferring Semantic Segmentation Beyond Aberrations5
Deep Unfolding of the DBFB Algorithm With Application to ROI CT Imaging With Limited Angular Density4
Time-Resolved Reconstruction of Motion, Force, and Stiffness Using Spectro-Dynamic MRI4
Application of Kirchhoff Migration Principle for Hardware-Efficient Near-Field Radar Imaging4
Fast Non-Line-of-Sight Imaging With Hybrid Super-Resolution Network Over 18 m4
DAMMER: Direct Adaptive Multi-Resolution MEsh Reconstruction From X-Ray Measurements4
Fast Hyperspectral Neutron Tomography4
Net-BDR: Untrained Neural Networks Embedded Background Douglas Rachford Method for Fourier Phase Retrieval4
Score-Based Generative Model With Conditional Null-Space Learning for Limited-Angle Tomographic Reconstruction in Medical Imaging4
Maximum Likelihood Based Phase-Retrieval Using Fresnel Propagation Forward Models With Optional Constraints4
TIF-Net: Self-Supervised Net via Tuy's Inversion Formula for Limited Angle Reconstruction4
Towards Multi-Source Illumination Color Constancy Through Physics-Based Rendering and Spectral Power Distribution Embedding4
Toward Robust Quantitative Photoacoustic Tomography via Learned Iterative Methods4
Accelerated SPIRiT Parallel MR Image Reconstruction Based on Joint Sparsity and Sparsifying Transform Learning4
Hybrid Spatial and Frequency Network for Light Field Image Restoration4
Breaking the Resolution Barrier in Microscopic Imaging: An Optics-Preserving Super-Resolution System Combining Motion Modulation and Deep Learning4
Double-Branched and Multi-Magnetic Directions Feature Fusion Network (DB&MDF2-Net) for the Accurate Reconstruction of Magnetic Particle Imaging4
Limitations of Data-Driven Spectral Reconstruction: An Optics-Aware Analysis4
Improving Spectral CT Image Quality Based on Channel Correlation and Self-Supervised Learning4
KAN-KT-Unet: Keystone Transform-Based Method for ISAR Range Migration Compensation and Auto-Focusing4
Fast ISAR Imaging Algorithm for Azimuth Gapped Data Based on Structured Toeplitz Matrix4
Depth Estimation and Image Restoration by Deep Learning From Defocused Images4
From Patch to Pixel: A Transformer-Based Hierarchical Framework for Compressive Image Sensing4
Implicit Neural Networks With Fourier-Feature Inputs for Free-Breathing Cardiac MRI Reconstruction4
PRNet: Pyramid Restoration Network for RAW Image Super-Resolution4
Channel-Spatial Attention Guided CycleGAN for CBCT-Based Synthetic CT Generation to Enable Adaptive Radiotherapy4
DD-DCSR: Image Denoising for Low-Dose CT via Dual-Dictionary Deep Convolutional Sparse Representation4
ICSD-NeRF: Independent Canonical Spaces for Enhanced Dynamic Scene Modeling in Neural Radiance Fields4
Image Denoising for Low-Dose CT via Convolutional Dictionary Learning and Neural Network4
Boosting Light Field Spatial Super-Resolution via Masked Light Field Modeling4
Sign-Coded Exposure Sensing for Noise-Robust High-Speed Imaging3
An Efficient Algorithm for Spatial-Spectral Partial Volume Compartment Mapping With Applications to Multicomponent Diffusion and Relaxation MRI3
High-Speed Time-Domain Diffuse Optical Tomography With a Sensitivity Equation-Based Neural Network3
PINQI: An End-to-End Physics-Informed Approach to Learned Quantitative MRI Reconstruction3
Multi-Step Adaptive Deconvolution via Multi-View for Image Enhancement in Scattering Media3
Graph Attention-Driven Bayesian Deep Unrolling for Dual-Peak Single-Photon Lidar Imaging3
Unsupervised Coordinate-Based Neural Network for Electrical Impedance Tomography3
Full Matrix Wavefield Migration for Layered Photoacoustic Imaging3
Learning-Based Probabilistic Subarray Switching for Robust Low-Cost Interferometric Imaging3
HDD-Net: Haar Dual Domain Network for Ring Artifacts Correction3
Dual-Constraint Deep Unfolding with Range-Null Decomposition for Enhanced Lensless Imaging3
Recurrent Cross-Modality Fusion for Time-of-Flight Depth Denoising3
Convergence-Guaranteed Spectral CT Reconstruction via Internal and External Prior Mining3
A Multi-Stage Progressive Network for Hyperspectral Image Demosaicing and Denoising3
Domain Expansion via Network Adaptation for Solving Inverse Problems3
Learning-Based Approaches for Reconstructions With Inexact Operators in nanoCT Applications3
Annealed Score-Based Diffusion Model for MR Motion Artifact Reduction3
High-Fidelity MRI Reconstruction Using Adaptive Spatial Attention Selection and Deep Data Consistency Prior3
Analysis and Correction of Spatial Variation in Complex MEO-Airborne Bistatic SAR Configurations3
3D Helical CT Reconstruction With a Memory Efficient Learned Primal-Dual Architecture3
CMEFusion: Cross-Modal Enhancement and Fusion of FIR and Visible Images3
G2L-Stereo: Global to Local Two-Stage Real-Time Stereo Matching Network3
Structured Illumination Microscopy With Uncertainty-Guided Deep Learning3
MVMS-RCN: A Dual-Domain Unified CT Reconstruction With Multi-Sparse-View and Multi-Scale Refinement-Correction3
Distribution-Adaptive Hierarchical Quantization Enhanced Binary Networks for Spectral Compressive Imaging3
Model-Based Reconstruction for Multi-Frequency Collimated Beam Ultrasound Systems3
Fast and Robust Phase Retrieval via Deep Expectation-Consistent Approximation3
Spectral Extension of Hyperspectral Images with Convolutional Sparse Representation3
Sub-DM: Subspace Diffusion Model With Orthogonal Decomposition for MRI Reconstruction3
Fixed-Point Convergence of Multi-Block PnP ADMM and Its Application to Hyperspectral Image Restoration3
PGIUN: Physics-Guided Implicit Unrolling Network for Accelerated MRI3
Learn Stable MRI Under-Sampling Pattern With Decoupled Sampling Preference3
Spatial-Frequency Multi-Scale Transformer for Deblurring and Shape-Preserving Reconstruction in Magnetic Particle Imaging3
Multi-Slice Knowledge-Driven System Matrix Calibration in Magnetic Particle Imaging3
Compressive Radio-Interferometric Sensing With Random Beamforming as Rank-One Signal Covariance Projections3
Fast Low Rank Column-Wise Compressive Sensing for Accelerated Dynamic MRI3
A Helical Reconstruction Network for Multi-Source Static CT3
INF3: Implicit Neural Feature Fusion Function for Multispectral and Hyperspectral Image Fusion3
High Temporal-Lateral Resolution Photoacoustic Microscopy Imaging With Dual Branch Graph Induced Fusion Network3
Robust Frequency Domain Full-Waveform Inversion via HV-Geometry3
Single-Pixel Compressive Terahertz 3D Imaging3
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