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 2022-08-01 to 2026-08-01.)
ArticleCitations
FoveaSPAD: Exploiting Depth Priors for Adaptive and Efficient Single-Photon 3D Imaging165
Material Identification From Radiographs Without Energy Resolution93
Fast and Robust Single Particle Reconstruction in 3D Fluorescence Microscopy79
Ptychography Using Blind Multi-Mode PMACE73
Low-Rank Decomposition and Polarization-Driven Transmittance Synergy for Underwater Descattering With Cross-Domain Generalization70
Convergent Primal-Dual Plug-and-Play Image Restoration: A General Algorithm and Applications53
An Adaptive Photon Count Reconstruction Algorithm for Sparse Count and Strong Noise Count Data With Low Signal Background Ratio52
Laser Protection via Jointly Learned Defocus and Image Reconstruction46
HoloMamba: Physics-Aligned State-Space Network for High-Fidelity Single-Shot Holographic Reconstruction45
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography43
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution38
MD-GraphFormer: A Model-Driven Graph Transformer for Fast Multi-Contrast MR Imaging35
Robust Cardiac Cine MRI Reconstruction With Spatiotemporal Diffusion Model35
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction34
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction34
Representation-Aligned Atmospheric Light Decoupling for Stable Single-Image Dehazing34
The Secrets of Non-Blind Poisson Deconvolution33
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information32
VDIP-TGV: Blind Image Deconvolution via Variational Deep Image Prior Empowered by Total Generalized Variation31
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part I: A Matrix-Completion Framework30
Multi-view Large Kernel Attention Network for Multi-contrast MRI Volumetric Super-resolution30
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization28
VTVC: Vignetting Correction Based on Variant Transformer and Spatial Self Attention27
Learned Discrepancy Reconstruction and Benchmark Dataset for Magnetic Particle Imaging26
Deep Learned Non-Linear Propagation Model Regularizer for Compressive Spectral Imaging25
PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening24
Learning Degradation-Aware Diffusion Prior for Hyperspectral Reconstruction From RGB Image24
Real-Time Reconstruction of 3D Videos From Single-Photon LiDaR Data in the Presence of Obscurants24
HoloFormer: Contrastive Regularization Based Transformer for Holographic Image Reconstruction23
A Hybrid Polarization Image Demosaicking Algorithm Based on Inter-Channel Correlation23
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions21
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging21
Multispectral and Hyperspectral Image Fusion With Spectrally Varying Blurs and MM Algorithm21
DPD-DEMD: Denoising Prior Guided Weakly Supervised Image Domain Dual-Energy Material Decomposition21
Dual-Stream Adaptive Convergent Low-Light Image Enhancement Network Based on Frequency Perception20
Multi-Frequency Neural Born Iterative Method for Solving 2-D Inverse Scattering Problems20
Deep Lightweight Unrolled Network for High Dynamic Range Modulo Imaging20
Hyperspectral Unmixing Under Endmember Variability: A Variational Inference Framework20
Constrained Conditional Denoising Diffusion for Hyperspectral-Multispectral Fusion19
Iterative Approach to Reconstructing Neural Disparity Fields From Light-Field Data19
High-Resolution Vortex Electromagnetic Wave Radar Sparse Imaging Using Efficient 2D-SLIM19
Estimation-Denoising Integration Network Architecture With Updated Parameter for MRI Reconstruction18
Scan-Adaptive MRI Undersampling Using Neighbor-Based Optimization (SUNO)18
Multilevel Plug-and-Play Image Restoration18
Simultaneous Multifrequency Demodulation for Single-Shot Multiple-Path ToF Imaging17
Clip-Driven Universal Model for Multi-Material Decomposition in Dual-Energy CT17
High Resolution LED-Based Snapshot Compressive Spectral Video Imaging With Deep Neural Networks16
EgeFusion: Towards Edge Gradient Enhancement in Infrared and Visible Image Fusion With Multi-Scale Transform16
Deep Motion Regularizer for Video Snapshot Compressive Imaging16
DANG: Data Augmentation Based on NIR-II Guided Diffusion Model for Fluorescence Molecular Tomography15
Batch-FPM: Random Batch-Update Multi-Parameter Physical Fourier Ptychography Neural Network15
Provable Probabilistic Imaging Using Score-Based Generative Priors15
Robust Compressive Sensing Imaging for Quantization Bit Erasure15
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part II: A Filtering-Based Framework14
Nest-DGIL: Nesterov-Optimized Deep Geometric Incremental Learning for CS Image Reconstruction14
Distributed Stochastic Optimization of a Neural Representation Network for Time-Space Tomography Reconstruction14
Full-Wave Simulations of Tomographic Optical Imaging Through Augmented Partial Factorization14
An Inverse-Problem Approach to the Estimation of Despeckled and Deconvolved Images From Radio-Frequency Signals in Pulse-Echo Ultrasound14
Robust Correspondence Imaging Against Random Disturbances With Single-Pixel Detection14
Light Field Reflection and Background Separation Network Based on Adaptive Focus Selection14
Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior14
Distilling Knowledge for Designing Computational Imaging Systems14
Iterative Diffusion-Refined Neural Attenuation Fields for Multi-Source Stationary CT Reconstruction: NAF Meets Diffusion Model13
Data-Driven Multi-keV Virtual Monoenergetic Images Generation From Single-Energy CT Guided by Image-Domain Material Decomposition13
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
List of Reviewers12
GR-Gaussian: Graph-Based Radiative Gaussian Splatting for Sparse-View Tomographic Reconstruction12
Physics-Based Deep Learning for Imaging Neuronal Activity via Two-Photon and Light Field Microscopy12
Extended Polar Format Algorithm for Non-Planar Target Imaging With DSM12
Introducing Nonuniform Sparse Proximal Averaging Network for Seismic Reflectivity Inversion12
Physics-Consistent Imaging Inverse Problem Solving Framework for Heterogeneous Systems via Latent Space Optimization11
Feature Decoupling Through Random Sampling for High-Fidelity Flow Matching-Based Artifact Removal11
Neuromorphic Imaging With Density-Based Spatiotemporal Denoising11
Deep Learning-Based Inpainting for Sparse Arrays in Ultrafast Ultrasound Imaging11
Interferometric Lensless Imaging: Rank-One Projections of Image Frequencies With Speckle Illuminations11
Deep Network Cascade for Dynamic Cardiac MRI Reconstruction With Motion Feature Incorporation and the Fourier Neural Attention11
Laser Ultrasonic Imaging Via the Time Domain Linear Sampling Method11
Closed-Form Approximation of the Total Variation Proximal Operator11
Nonasymptotic Convergence Rates for Plug-and-Play Methods With MMSE Denoisers10
Enhanced Light Field Reconstruction by Combining Disparity and Texture Information in PSVs via Disparity-Guided Fusion10
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer10
High-Generalized Unfolding Model With Coupled Spatial-Spectral Transformer for Hyperspectral Image Reconstruction10
Statistical Stability of Correlation Based Imaging Algorithms10
Generalized Ray Tracing With Basis Functions for Tomographic Projections10
Sparse-View Cone Beam CT Reconstruction Using Data-Consistent Supervised and Adversarial Learning From Scarce Training Data10
Efficient 3-D Near-Field SAR Microwave Imaging Based on Sampling Adaptive Matrix Completion Network10
MAFDE-Net: Multipath Attention-Fusion-Based Dual-Encoder Network for Undersampled MRI Segmentation10
ADMMNet-Based Deep Unrolling Method for Ghost Imaging10
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction9
A Analytical Kernel-Based Stacked Pupil Shift Matrix Decomposition Method for Partially Coherent Imaging9
Compact Representation of Light Field Data for Refocusing and Focal Stack Reconstruction Using Depth Adaptive Multi-CNN9
Fast Adaptive Plug-and-Play ADMM Framework for Short-Range 3-D SAR Imaging9
Vignetting Correction Through Color-Intensity Map Entropy Optimization9
RIRO: From Retinex-Inspired Reconstruction Optimization Model to Deep Low-Light Image Enhancement Unfolding Network9
Side Information-Assisted Low-Dose CT Reconstruction9
Learning to Describe Scenes via Privacy-Aware Designed Optical Lens9
Interpretable Deep Attention Prior for Image Restoration and Enhancement9
NAS Powered Deep Image Prior for Electrical Impedance Tomography9
Hierarchical Edge Refinement Network for Guided Depth Map Super-Resolution9
Multi-Layered Surface Estimation for Low-Cost Optical Coherence Tomography9
Learning Generalized Mapping Functions via Deep-Unrolling for PET Image Reconstruction9
Learning Task-Specific Strategies for Accelerated MRI8
Spatially Varying Exposure With 2-by-2 Multiplexing: Optimality and Universality8
Multivariate Fields of Experts for Convergent Image Reconstruction8
Deep Learning Approach for Microwave Imaging Based on Deep Convolutional Asymmetric Encoder-Decoder Structure and Physics-Induced Loss8
A Convergent Generalized Krylov Subspace Method for Compressed Sensing MRI Reconstruction With Gradient-Driven Denoisers8
Left2Right: Self-Supervised Training Framework for Low-Dose Computed Tomography Imaging8
High Resolution Diffuse Optical Tomography via Neural Fields8
Modeling Real-World MPI System Matrices From Sparse Observations8
A Computationally Light MUSIC Based Algorithm for Automotive RADARs8
End-to-End Spectrally Driven Colorimetric Calibration Framework for Color Imaging Systems8
PAH2T-Former: Paired-Attention Hybrid Hierarchical Transformer for Synergistically Enhanced FMT Reconstruction Quality and Efficiency8
High Spatio-Temporal Imaging Reconstruction for Hybrid Spike-RGB Cameras7
Non-Sparse SAR Imaging From Quadrature Compressive Measurements Based on Magnitude-Phase Separation7
Structure From Noise: Confirmation Bias in Particle Picking in Structural Biology7
Zero-Shot Image Denoising for High-Resolution Electron Microscopy7
IEEE Signal Processing Society Information7
Sound Speed Estimation for Distributed Aberration Correction in Laterally Varying Media7
Joint Translational Motion Compensation of ISAR Imaging for Uniformly Accelerated Motion Targets Based on MPD-TSLS Under Low SNR7
Wavenumber Domain 2-D Separable Data Reformatting Algorithm for High Squint Spotlight SAR7
Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging7
Super-Resolution SAR-GMTI via Atomic Norm Minimization7
Physics-Based Self-Supervised Learning of a Deep Network for Single-Shot In-Line Hologram Reconstruction7
Dynamic Scene Reconstruction for Color Spike Camera via Zero-Shot Learning7
Multi Person Localization and Breathing Rate Estimation Using Translational and Rotational Synthetic Aperture Radar7
GAPMSF-Net: Generalized Alternating Projection With Multi-Stage Fusion Network for Snapshot Compressive Imaging7
Stability of Image-Reconstruction Algorithms7
Structured Random Models for Phase Retrieval With Optical Diffusers7
The Potential of Phase Constraints for Non-Fourier Radiofrequency-Encoded MRI7
Single-Frame MIMO Radar Velocity Vector Estimation via Multi-Bounce Scattering7
OpEnCam: Lensless Optical Encryption Camera6
XCloud-VIP: Virtual Peak Enables Highly Accelerated NMR Spectroscopy and Faithful Quantitative Measures6
Unsupervised Low-Dose CT Reconstruction With One-Way Conditional Normalizing Flows6
Nonlocal Tensor Decomposition With Joint Low Rankness and Smoothness for Spectral CT Image Reconstruction6
Dual-Feature Frequency Component Compression Method for Accelerating Reconstruction in Magnetic Particle Imaging6
Non-Confocal 3D Reconstruction in Volumetric Scattering Scenario6
CLAMP: Majorized Plug-and-Play for Coherent 3D Lidar Imaging6
Using Randomized Nyström Preconditioners to Accelerate Variational Image Reconstruction6
DER-GAN: Dual-Energy Recovery GAN for Conebeam CT6
MISD: Model-Informed Stable Diffusion Model for Limited Noisy Data CT Reconstruction6
A Unifying Approach to Inverse Problems of Ultrasound Beamforming and Deconvolution6
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
Adapting the Learning Models of Single Image Super-Resolution Into Light-Field Imaging6
Towards Robustness and Efficiency of Coherence-Guided Complex Convolutional Sparse Coding for Interferometric Phase Restoration6
Matrix-Free Gauss-Newton Method for Large-Scale Electrical Impedance Tomography6
NormalMVS: Learning Efficient Geometry-Aware Multiview Stereo With Surface Normal Priors6
RNSplat: Radar Neural Splatting for 3D Reconstruction and Novel View Synthesis From ISAR Image Sequences6
Single-View Fluorescence Molecular Tomography Based on Hyperspectral NIR-II Imaging6
Beam Cross Sections Create Mixtures: Improving Feature Localization in Secondary Electron Imaging6
EvTurb: Event Camera Guided Turbulence Removal6
Sub-Pixel Dispersion Model for Coded Aperture Snapshot Spectral Imaging6
HEDU-Net: Improving Spectral Snapshot Compressive Imaging With Explicable Degradation Compensation6
Wavenumber Spectrum Reconstruction Method for Microwave Computational Imaging With Re-Programmable Metasurface5
Local-Global Dynamic Filtering Network for Video Super-Resolution5
Quick Unsupervised Hyperspectral Dimensionality Reduction for Earth Observation: A Comparison5
DAMMER: Direct Adaptive Multi-Resolution MEsh Reconstruction From X-Ray Measurements5
Extended Depth-of-Field Lensless Imaging Using an Optimized Radial Mask5
Differentiable Uncalibrated Imaging5
Multi-Interactive Enhanced for Defocus Blur Estimation5
Depth Estimation From a Single Optical Encoded Image Using a Learned Colored-Coded Aperture5
Fourier Analysis of Interference Scanning Optical Probe Microscopy5
Deep Regularized Compound Gaussian Network for Solving Linear Inverse Problems5
Computational Imaging for Machine Perception: Transferring Semantic Segmentation Beyond Aberrations5
Spectral Memory-Enhanced Network With Local Non-Local and Low-Rank Priors for Hyperspectral Image Compressive Imaging5
Fast Non-Line-of-Sight Imaging With Hybrid Super-Resolution Network Over 18 m5
SLBL-PU: Shadow-Based Layer-By-Layer Phase Unwrapping for Efficient 3D Measurement5
Spectral–Angular Material Identification in Scattering Media Under Fixed Acquisition Geometry via Contrastive Simulation-to-Measurement Alignment5
Arbitrary-Scale Image Super-Resolution via Degradation Perception5
Decoupling Image Deblurring Into Twofold: A Hierarchical Model for Defocus Deblurring5
SFTNet: Strip Fourier Transform Network for Motion Deblurring5
A Single-Pixel Imaging Based Stereo Deflectometry for 3D Reconstruction of Free-Form Transparent Objects With Parasitic Reflections5
Memory-Efficient Model-Based Deep Learning With Convergence and Robustness Guarantees5
PRNet: Pyramid Restoration Network for RAW Image Super-Resolution5
Prior Image Constrained Total Variation-Stokes for Cerebral Perfusion CT Imaging5
Noise-Disentangled Single-Pixel Imaging Under Photon-Limited Conditions5
Light Field-Based Underwater 3D Reconstruction via Angular Re-Sampling5
KAN-KT-Unet: Keystone Transform-Based Method for ISAR Range Migration Compensation and Auto-Focusing4
Maximum Likelihood Based Phase-Retrieval Using Fresnel Propagation Forward Models With Optional Constraints4
FDMamba-FMT: Physical Consistency-Guided Feature-Decoupled Mamba for Fluorescence Molecular Tomography4
Fast ISAR Imaging Algorithm for Azimuth Gapped Data Based on Structured Toeplitz Matrix4
DD-DCSR: Image Denoising for Low-Dose CT via Dual-Dictionary Deep Convolutional Sparse Representation4
Toward Robust Quantitative Photoacoustic Tomography via Learned Iterative Methods4
From Patch to Pixel: A Transformer-Based Hierarchical Framework for Compressive Image Sensing4
Accelerated SPIRiT Parallel MR Image Reconstruction Based on Joint Sparsity and Sparsifying Transform Learning4
Implicit Neural Networks With Fourier-Feature Inputs for Free-Breathing Cardiac MRI Reconstruction4
Fixed-Point Convergence of Multi-Block PnP ADMM and Its Application to Hyperspectral Image Restoration4
Image Denoising for Low-Dose CT via Convolutional Dictionary Learning and Neural Network4
Depth Estimation and Image Restoration by Deep Learning From Defocused Images4
Time-Resolved Reconstruction of Motion, Force, and Stiffness Using Spectro-Dynamic MRI4
Fast Hyperspectral Neutron Tomography4
Application of Kirchhoff Migration Principle for Hardware-Efficient Near-Field Radar Imaging4
Breaking the Resolution Barrier in Microscopic Imaging: An Optics-Preserving Super-Resolution System Combining Motion Modulation and Deep Learning4
Net-BDR: Untrained Neural Networks Embedded Background Douglas Rachford Method for Fourier Phase Retrieval4
Towards Multi-Source Illumination Color Constancy Through Physics-Based Rendering and Spectral Power Distribution Embedding4
Score-Based Generative Model With Conditional Null-Space Learning for Limited-Angle Tomographic Reconstruction in Medical Imaging4
Improving Spectral CT Image Quality Based on Channel Correlation and Self-Supervised Learning4
Boosting Light Field Spatial Super-Resolution via Masked Light Field Modeling4
Limitations of Data-Driven Spectral Reconstruction: An Optics-Aware Analysis4
ICSD-NeRF: Independent Canonical Spaces for Enhanced Dynamic Scene Modeling in Neural Radiance Fields4
Double-Branched and Multi-Magnetic Directions Feature Fusion Network (DB&MDF2-Net) for the Accurate Reconstruction of Magnetic Particle Imaging4
Hybrid Spatial and Frequency Network for Light Field Image Restoration4
Channel-Spatial Attention Guided CycleGAN for CBCT-Based Synthetic CT Generation to Enable Adaptive Radiotherapy4
Deep Unfolding of the DBFB Algorithm With Application to ROI CT Imaging With Limited Angular Density4
TIF-Net: Self-Supervised Net via Tuy's Inversion Formula for Limited Angle Reconstruction4
High-Speed Time-Domain Diffuse Optical Tomography With a Sensitivity Equation-Based Neural Network4
Learning-Based Probabilistic Subarray Switching for Robust Low-Cost Interferometric Imaging3
Single-Pixel Compressive Terahertz 3D Imaging3
Analysis and Correction of Spatial Variation in Complex MEO-Airborne Bistatic SAR Configurations3
Unsupervised Coordinate-Based Neural Network for Electrical Impedance Tomography3
Learn Stable MRI Under-Sampling Pattern With Decoupled Sampling Preference3
MVMS-RCN: A Dual-Domain Unified CT Reconstruction With Multi-Sparse-View and Multi-Scale Refinement-Correction3
Recurrent Cross-Modality Fusion for Time-of-Flight Depth Denoising3
Full Matrix Wavefield Migration for Layered Photoacoustic Imaging3
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
SwinCCIR: An End-to-End Deep Network for Compton Camera Image Reconstruction3
Multi-Slice Knowledge-Driven System Matrix Calibration in Magnetic Particle Imaging3
Spatial-Frequency Multi-Scale Transformer for Deblurring and Shape-Preserving Reconstruction in Magnetic Particle Imaging3
3D Helical CT Reconstruction With a Memory Efficient Learned Primal-Dual Architecture3
Model-Based Reconstruction for Multi-Frequency Collimated Beam Ultrasound Systems3
Learning-Based Approaches for Reconstructions With Inexact Operators in nanoCT Applications3
Distribution-Adaptive Hierarchical Quantization Enhanced Binary Networks for Spectral Compressive Imaging3
Robust Frequency Domain Full-Waveform Inversion via HV-Geometry3
PINQI: An End-to-End Physics-Informed Approach to Learned Quantitative MRI Reconstruction3
HDD-Net: Haar Dual Domain Network for Ring Artifacts Correction3
Fast and Robust Phase Retrieval via Deep Expectation-Consistent Approximation3
Domain Expansion via Network Adaptation for Solving Inverse Problems3
Spectral Extension of Hyperspectral Images With Convolutional Sparse Representation3
High Temporal-Lateral Resolution Photoacoustic Microscopy Imaging With Dual Branch Graph Induced Fusion Network3
Structured Illumination Microscopy With Uncertainty-Guided Deep Learning3
CMEFusion: Cross-Modal Enhancement and Fusion of FIR and Visible Images3
Graph Attention-Driven Bayesian Deep Unrolling for Dual-Peak Single-Photon Lidar Imaging3
G2L-Stereo: Global to Local Two-Stage Real-Time Stereo Matching Network3
Dual-Constraint Deep Unfolding With Range-Null Decomposition for Enhanced Lensless Imaging3
INF3: Implicit Neural Feature Fusion Function for Multispectral and Hyperspectral Image Fusion3
Convergence-Guaranteed Spectral CT Reconstruction via Internal and External Prior Mining3
Compressive Radio-Interferometric Sensing With Random Beamforming as Rank-One Signal Covariance Projections3
Annealed Score-Based Diffusion Model for MR Motion Artifact Reduction3
PGIUN: Physics-Guided Implicit Unrolling Network for Accelerated MRI3
A Multi-Stage Progressive Network for Hyperspectral Image Demosaicing and Denoising3
Sub-DM: Subspace Diffusion Model With Orthogonal Decomposition for MRI Reconstruction3
Fast Low Rank Column-Wise Compressive Sensing for Accelerated Dynamic MRI3
Multi-Step Adaptive Deconvolution via Multi-View for Image Enhancement in Scattering Media3
A New k-Space Model for Non-Cartesian Fourier Imaging3
High-Fidelity MRI Reconstruction Using Adaptive Spatial Attention Selection and Deep Data Consistency Prior3
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