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 2022-05-01 to 2026-05-01.)
ArticleCitations
FoveaSPAD: Exploiting Depth Priors for Adaptive and Efficient Single-Photon 3D Imaging152
Material Identification From Radiographs Without Energy Resolution78
Fast and Robust Single Particle Reconstruction in 3D Fluorescence Microscopy76
Ptychography Using Blind Multi-Mode PMACE68
The Secrets of Non-Blind Poisson Deconvolution65
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction44
Low-Rank Decomposition and Polarization-Driven Transmittance Synergy for Underwater Descattering With Cross-Domain Generalization44
MD-GraphFormer: A Model-Driven Graph Transformer for Fast Multi-Contrast MR Imaging41
Laser Protection via Jointly Learned Defocus and Image Reconstruction39
An Adaptive Photon Count Reconstruction Algorithm for Sparse Count and Strong Noise Count Data With Low Signal Background Ratio38
Robust Cardiac Cine MRI Reconstruction With Spatiotemporal Diffusion Model33
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography33
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction32
Convergent Primal-Dual Plug-and-Play Image Restoration: A General Algorithm and Applications31
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging29
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution29
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions29
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information29
VTVC: Vignetting Correction Based on Variant Transformer and Spatial Self Attention27
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part I: A Matrix-Completion Framework26
HoloFormer: Contrastive Regularization Based Transformer for Holographic Image Reconstruction26
DPD-DEMD: Denoising Prior Guided Weakly Supervised Image Domain Dual-Energy Material Decomposition25
Learning Degradation-Aware Diffusion Prior for Hyperspectral Reconstruction From RGB Image24
A Hybrid Polarization Image Demosaicking Algorithm Based on Inter-Channel Correlation22
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 Obscurants20
Learned Discrepancy Reconstruction and Benchmark Dataset for Magnetic Particle Imaging20
Multi-Frequency Neural Born Iterative Method for Solving 2-D Inverse Scattering Problems20
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization20
PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening20
Deep Lightweight Unrolled Network for High Dynamic Range Modulo Imaging19
Multispectral and Hyperspectral Image Fusion With Spectrally Varying Blurs and MM Algorithm19
High-Resolution Vortex Electromagnetic Wave Radar Sparse Imaging Using Efficient 2D-SLIM19
Dual-Stream Adaptive Convergent Low-Light Image Enhancement Network Based on Frequency Perception19
Iterative Approach to Reconstructing Neural Disparity Fields From Light-Field Data19
Scan-Adaptive MRI Undersampling Using Neighbor-Based Optimization (SUNO)18
High Resolution LED-Based Snapshot Compressive Spectral Video Imaging With Deep Neural Networks18
Constrained Conditional Denoising Diffusion for Hyperspectral-Multispectral Fusion18
Estimation-Denoising Integration Network Architecture With Updated Parameter for MRI Reconstruction16
Robust Compressive Sensing Imaging for Quantization Bit Erasure15
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
Multilevel Plug-and-Play Image Restoration15
Simultaneous Multifrequency Demodulation for Single-Shot Multiple-Path ToF Imaging14
EgeFusion: Towards Edge Gradient Enhancement in Infrared and Visible Image Fusion With Multi-Scale Transform14
Clip-Driven Universal Model for Multi-Material Decomposition in Dual-Energy CT14
Deep Motion Regularizer for Video Snapshot Compressive Imaging14
Provable Probabilistic Imaging Using Score-Based Generative Priors13
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part II: A Filtering-Based Framework13
Full-Wave Simulations of Tomographic Optical Imaging Through Augmented Partial Factorization13
Data-Driven Multi-keV Virtual Monoenergetic Images Generation From Single-Energy CT Guided by Image-Domain Material Decomposition13
Distributed Stochastic Optimization of a Neural Representation Network for Time-Space Tomography Reconstruction13
Light Field Reflection and Background Separation Network Based on Adaptive Focus Selection13
DROLL: Dual-Domain Reconstruction Network With a High-Fidelity Domain-Transform Operator Based on Learned Low-Rank Prior for Sparse-View CT Reconstruction13
Robust Correspondence Imaging Against Random Disturbances With Single-Pixel Detection12
Nest-DGIL: Nesterov-Optimized Deep Geometric Incremental Learning for CS Image Reconstruction12
Enhanced Single Pixel Imaging by Using Adaptive Jointly Optimized Conditional Diffusion12
Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior12
Physics-Based Deep Learning for Imaging Neuronal Activity via Two-Photon and Light Field Microscopy12
An Inverse-Problem Approach to the Estimation of Despeckled and Deconvolved Images From Radio-Frequency Signals in Pulse-Echo Ultrasound12
Distilling Knowledge for Designing Computational Imaging Systems12
List of Reviewers11
Laser Ultrasonic Imaging Via the Time Domain Linear Sampling Method11
Introducing Nonuniform Sparse Proximal Averaging Network for Seismic Reflectivity Inversion11
Extended Polar Format Algorithm for Non-Planar Target Imaging With DSM11
Interferometric Lensless Imaging: Rank-One Projections of Image Frequencies With Speckle Illuminations10
Deep Learning-Based Inpainting for Sparse Arrays in Ultrafast Ultrasound Imaging10
Physics-Consistent Imaging Inverse Problem Solving Framework for Heterogeneous Systems via Latent Space Optimization10
Closed-Form Approximation of the Total Variation Proximal Operator10
High-Generalized Unfolding Model With Coupled Spatial-Spectral Transformer for Hyperspectral Image Reconstruction10
Deep Network Cascade for Dynamic Cardiac MRI Reconstruction With Motion Feature Incorporation and the Fourier Neural Attention10
ADMMNet-Based Deep Unrolling Method for Ghost Imaging10
Statistical Stability of Correlation Based Imaging Algorithms10
Sparse-View Cone Beam CT Reconstruction Using Data-Consistent Supervised and Adversarial Learning From Scarce Training Data10
Neuromorphic Imaging With Density-Based Spatiotemporal Denoising10
Feature Decoupling Through Random Sampling for High-Fidelity Flow Matching-Based Artifact Removal10
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
Generalized Ray Tracing With Basis Functions for Tomographic Projections9
NAS Powered Deep Image Prior for Electrical Impedance Tomography9
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer9
Side Information-Assisted Low-Dose CT Reconstruction9
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction9
Hierarchical Edge Refinement Network for Guided Depth Map Super-Resolution9
RIRO: From Retinex-Inspired Reconstruction Optimization Model to Deep Low-Light Image Enhancement Unfolding Network9
Vignetting Correction Through Color-Intensity Map Entropy Optimization9
Modeling Real-World MPI System Matrices From Sparse Observations8
Interpretable Deep Attention Prior for Image Restoration and Enhancement8
Learning Task-Specific Strategies for Accelerated MRI8
Compact Representation of Light Field Data for Refocusing and Focal Stack Reconstruction Using Depth Adaptive Multi-CNN8
Multi-Layered Surface Estimation for Low-Cost Optical Coherence Tomography8
Learning to Describe Scenes via Privacy-Aware Designed Optical Lens8
A Analytical Kernel-Based Stacked Pupil Shift Matrix Decomposition Method for Partially Coherent Imaging8
Spatially Varying Exposure With 2-by-2 Multiplexing: Optimality and Universality8
PAH2T-Former: Paired-Attention Hybrid Hierarchical Transformer for Synergistically Enhanced FMT Reconstruction Quality and Efficiency8
High Resolution Diffuse Optical Tomography via Neural Fields8
Multivariate Fields of Experts for Convergent Image Reconstruction7
Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging7
GAPMSF-Net: Generalized Alternating Projection With Multi-Stage Fusion Network for Snapshot Compressive Imaging7
Learning Generalized Mapping Functions via Deep-Unrolling for PET Image Reconstruction7
A Computationally Light MUSIC Based Algorithm for Automotive RADARs7
Stability of Image-Reconstruction Algorithms7
Wavenumber Domain 2-D Separable Data Reformatting Algorithm for High Squint Spotlight SAR7
Fast Adaptive Plug-and-Play ADMM Framework for Short-Range 3-D SAR Imaging7
Non-Sparse SAR Imaging From Quadrature Compressive Measurements Based on Magnitude-Phase Separation7
Joint Translational Motion Compensation of ISAR Imaging for Uniformly Accelerated Motion Targets Based on MPD-TSLS Under Low SNR7
High Spatio-Temporal Imaging Reconstruction for Hybrid Spike-RGB Cameras7
A Convergent Generalized Krylov Subspace Method for Compressed Sensing MRI Reconstruction With Gradient-Driven Denoisers7
A Unifying Approach to Inverse Problems of Ultrasound Beamforming and Deconvolution6
Dual-Feature Frequency Component Compression Method for Accelerating Reconstruction in Magnetic Particle Imaging6
IEEE Signal Processing Society Information6
Nonlocal Tensor Decomposition With Joint Low Rankness and Smoothness for Spectral CT Image Reconstruction6
MISD: Model-Informed Stable Diffusion Model for Limited Noisy Data CT Reconstruction6
Using Randomized Nyström Preconditioners to Accelerate Variational Image Reconstruction6
Noise-Disentangled Single-Pixel Imaging Under Photon-Limited Conditions6
DER-GAN: Dual-Energy Recovery GAN for Conebeam CT6
Single-Frame MIMO Radar Velocity Vector Estimation via Multi-Bounce Scattering6
The Potential of Phase Constraints for Non-Fourier Radiofrequency-Encoded MRI6
Sound Speed Estimation for Distributed Aberration Correction in Laterally Varying Media6
Unsupervised Low-Dose CT Reconstruction With One-Way Conditional Normalizing Flows6
Multi-Interactive Enhanced for Defocus Blur Estimation6
HEDU-Net: Improving Spectral Snapshot Compressive Imaging With Explicable Degradation Compensation6
Sub-Pixel Dispersion Model for Coded Aperture Snapshot Spectral Imaging6
CLAMP: Majorized Plug-and-Play for Coherent 3D Lidar Imaging6
Single-View Fluorescence Molecular Tomography Based on Hyperspectral NIR-II Imaging6
Beam Cross Sections Create Mixtures: Improving Feature Localization in Secondary Electron Imaging6
Dynamic Scene Reconstruction for Color Spike Camera via Zero-Shot Learning6
Zero-Shot Image Denoising for High-Resolution Electron Microscopy6
Non-Confocal 3D Reconstruction in Volumetric Scattering Scenario6
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
XCloud-VIP: Virtual Peak Enables Highly Accelerated NMR Spectroscopy and Faithful Quantitative Measures6
Wavenumber Spectrum Reconstruction Method for Microwave Computational Imaging With Re-Programmable Metasurface5
Fourier Analysis of Interference Scanning Optical Probe Microscopy5
OpEnCam: Lensless Optical Encryption Camera5
SLBL-PU: Shadow-Based Layer-By-Layer Phase Unwrapping for Efficient 3D Measurement5
Prior Image Constrained Total Variation-Stokes for Cerebral Perfusion CT Imaging5
DAMMER: Direct Adaptive Multi-Resolution MEsh Reconstruction From X-Ray Measurements5
Local-Global Dynamic Filtering Network for Video Super-Resolution5
Quick Unsupervised Hyperspectral Dimensionality Reduction for Earth Observation: A Comparison5
Spectral Memory-Enhanced Network With Local Non-Local and Low-Rank Priors for Hyperspectral Image Compressive Imaging5
Memory-Efficient Model-Based Deep Learning With Convergence and Robustness Guarantees5
Light Field-Based Underwater 3D Reconstruction via Angular Re-Sampling5
Deep Regularized Compound Gaussian Network for Solving Linear Inverse Problems5
Extended Depth-of-Field Lensless Imaging Using an Optimized Radial Mask5
A Single-Pixel Imaging Based Stereo Deflectometry for 3D Reconstruction of Free-Form Transparent Objects With Parasitic Reflections5
Depth Estimation From a Single Optical Encoded Image Using a Learned Colored-Coded Aperture5
Computational Imaging for Machine Perception: Transferring Semantic Segmentation Beyond Aberrations5
Arbitrary-Scale Image Super-Resolution via Degradation Perception5
Matrix-Free Gauss-Newton Method for Large-scale Electrical Impedance Tomography5
Differentiable Uncalibrated Imaging5
Decoupling Image Deblurring Into Twofold: A Hierarchical Model for Defocus Deblurring5
SFTNet: Strip Fourier Transform Network for Motion Deblurring5
Towards robust quantitative photoacoustic tomography via learned iterative methods4
Accelerated SPIRiT Parallel MR Image Reconstruction Based on Joint Sparsity and Sparsifying Transform Learning4
TIF-Net: Self-Supervised Net via Tuy's Inversion Formula for Limited Angle Reconstruction4
Fixed-Point Convergence of Multi-Block PnP ADMM and Its Application to Hyperspectral Image Restoration4
DD-DCSR: Image Denoising for Low-Dose CT via Dual-Dictionary Deep Convolutional Sparse Representation4
Score-Based Generative Model With Conditional Null-Space Learning for Limited-Angle Tomographic Reconstruction in Medical Imaging4
Implicit Neural Networks With Fourier-Feature Inputs for Free-Breathing Cardiac MRI Reconstruction4
KAN-KT-Unet: Keystone Transform-Based Method for ISAR Range Migration Compensation and Auto-Focusing4
From Patch to Pixel: A Transformer-Based Hierarchical Framework for Compressive Image Sensing4
Application of Kirchhoff Migration Principle for Hardware-Efficient Near-Field Radar Imaging4
ICSD-NeRF: Independent Canonical Spaces for Enhanced Dynamic Scene Modeling in Neural Radiance Fields4
High-Speed Time-Domain Diffuse Optical Tomography With a Sensitivity Equation-Based Neural Network4
Fast ISAR Imaging Algorithm for Azimuth Gapped Data Based on Structured Toeplitz Matrix4
Image Denoising for Low-Dose CT via Convolutional Dictionary Learning and Neural Network4
PRNet: Pyramid Restoration Network for RAW Image Super-Resolution4
Boosting Light Field Spatial Super-Resolution via Masked Light Field Modeling4
Time-Resolved Reconstruction of Motion, Force, and Stiffness Using Spectro-Dynamic MRI4
Hybrid Spatial and Frequency Network for Light Field Image Restoration4
Deep Unfolding of the DBFB Algorithm With Application to ROI CT Imaging With Limited Angular Density4
Fast Hyperspectral Neutron Tomography4
Towards Multi-Source Illumination Color Constancy Through Physics-Based Rendering and Spectral Power Distribution Embedding4
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
Fast Non-Line-of-Sight Imaging With Hybrid Super-Resolution Network Over 18 m4
Maximum Likelihood Based Phase-Retrieval Using Fresnel Propagation Forward Models With Optional Constraints4
Depth Estimation and Image Restoration by Deep Learning From Defocused Images4
Net-BDR: Untrained Neural Networks Embedded Background Douglas Rachford Method for Fourier Phase Retrieval4
Breaking the Resolution Barrier in Microscopic Imaging: An Optics-Preserving Super-Resolution System Combining Motion Modulation and Deep Learning4
Channel-Spatial Attention Guided CycleGAN for CBCT-Based Synthetic CT Generation to Enable Adaptive Radiotherapy4
Fast Low Rank Column-Wise Compressive Sensing for Accelerated Dynamic MRI3
A Helical Reconstruction Network for Multi-Source Static CT3
Sign-Coded Exposure Sensing for Noise-Robust High-Speed Imaging3
FgC2F-UDiff: Frequency-Guided and Coarse-to-Fine Unified Diffusion Model for Multi-Modality Missing MRI Synthesis3
A Multi-Stage Progressive Network for Hyperspectral Image Demosaicing and Denoising3
Domain Expansion via Network Adaptation for Solving Inverse Problems3
Model-Based Reconstruction for Multi-Frequency Collimated Beam Ultrasound Systems3
High-Fidelity MRI Reconstruction Using Adaptive Spatial Attention Selection and Deep Data Consistency Prior3
Axial Super-Resolution in Optical Coherence Tomography Images via Spectrum-Based Self-Supervised Training3
Graph Attention-Driven Bayesian Deep Unrolling for Dual-Peak Single-Photon Lidar Imaging3
HDD-Net: Haar Dual Domain Network for Ring Artifacts Correction3
Analysis and Correction of Spatial Variation in Complex MEO-Airborne Bistatic SAR Configurations3
INF3: Implicit Neural Feature Fusion Function for Multispectral and Hyperspectral Image Fusion3
Disparity Computation With Low Intensity Quantization on Stereo Image Pairs3
Recurrent Cross-Modality Fusion for Time-of-Flight Depth Denoising3
Robust Frequency Domain Full-Waveform Inversion via HV-Geometry3
PINQI: An End-to-End Physics-Informed Approach to Learned Quantitative MRI Reconstruction3
Spatial-Frequency Multi-Scale Transformer for Deblurring and Shape-Preserving Reconstruction in Magnetic Particle Imaging3
Fast and Robust Phase Retrieval via Deep Expectation-Consistent Approximation3
3D Helical CT Reconstruction With a Memory Efficient Learned Primal-Dual Architecture3
PGIUN: Physics-Guided Implicit Unrolling Network for Accelerated MRI3
Sub-DM: Subspace Diffusion Model With Orthogonal Decomposition for MRI Reconstruction3
Full Matrix Wavefield Migration for Layered Photoacoustic Imaging3
Distribution-Adaptive Hierarchical Quantization Enhanced Binary Networks for Spectral Compressive Imaging3
TMSST-RID: A Target-Oriented SAR-ISAR Imaging Method Based on Synchrosqueezing3
Multi-Slice Knowledge-Driven System Matrix Calibration in Magnetic Particle Imaging3
Single-Pixel Compressive Terahertz 3D Imaging3
Learning-Based Probabilistic Subarray Switching for Robust Low-Cost Interferometric Imaging3
Learning-Based Approaches for Reconstructions With Inexact Operators in nanoCT Applications3
CMEFusion: Cross-Modal Enhancement and Fusion of FIR and Visible Images3
Learn Stable MRI Under-Sampling Pattern With Decoupled Sampling Preference3
Structured Illumination Microscopy With Uncertainty-Guided Deep Learning3
G2L-Stereo: Global to Local Two-Stage Real-Time Stereo Matching Network3
Dual-Constraint Deep Unfolding with Range-Null Decomposition for Enhanced Lensless Imaging3
Annealed Score-Based Diffusion Model for MR Motion Artifact Reduction3
Unsupervised Coordinate-Based Neural Network for Electrical Impedance Tomography3
Improving Spectral CT Image Quality Based on Channel Correlation and Self-Supervised Learning3
Convergence-Guaranteed Spectral CT Reconstruction via Internal and External Prior Mining3
An Efficient Method for Modelling Millimeter-Wave Scan for Security Screening of Humans3
Successive Optimization of Optics and Post-Processing With Differentiable Coherent PSF Operator and Field Information3
Multi-Step Adaptive Deconvolution via Multi-View for Image Enhancement in Scattering Media3
MVMS-RCN: A Dual-Domain Unified CT Reconstruction With Multi-Sparse-View and Multi-Scale Refinement-Correction3
High Temporal-Lateral Resolution Photoacoustic Microscopy Imaging With Dual Branch Graph Induced Fusion Network3
An Efficient Algorithm for Spatial-Spectral Partial Volume Compartment Mapping With Applications to Multicomponent Diffusion and Relaxation MRI3
Compressive Radio-Interferometric Sensing With Random Beamforming as Rank-One Signal Covariance Projections3
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