IEEE Transactions on Computational Imaging

Papers
(The median citation count of IEEE Transactions on Computational Imaging is 1. 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 2021-04-01 to 2025-04-01.)
ArticleCitations
High-Throughput Decomposition-Inspired Deep Unfolding Network for Image Compressed Sensing104
CSA-FCN: Channel- and Spatial-Gated Attention Mechanism Based Fully Complex-Valued Neural Network for System Matrix Calibration in Magnetic Particle Imaging57
SLBL-PU: Shadow-Based Layer-by-Layer Phase Unwrapping for Efficient 3D Measurement47
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer47
Dual Bidirectional Feature Enhancement Network for Continuous Space-Time Video Super-Resolution45
Denoising Knowledge Transfer Model for Zero-Shot MRI Reconstruction42
RIRO: From Retinex-Inspired Reconstruction Optimization Model to Deep Low-Light Image Enhancement Unfolding Network39
Side Information-Assisted Low-Dose CT Reconstruction37
FoveaSPAD: Exploiting Depth Priors for Adaptive and Efficient Single-Photon 3D Imaging26
Decoupling Image Deblurring Into Twofold: A Hierarchical Model for Defocus Deblurring26
TMSST-RID: A Target-Oriented SAR-ISAR Imaging Method Based on Synchrosqueezing26
Relaxation-Based Super-Resolution Method in Pulsed Magnetic Particle Imaging25
A Single-Pixel Imaging Based Stereo Deflectometry for 3D Reconstruction of Free-Form Transparent Objects With Parasitic Reflections24
An Adaptive Photon Count Reconstruction Algorithm for Sparse Count and Strong Noise Count Data With Low Signal Background Ratio24
Joint Demosaicing and Fusion of Multiresolution Coded Acquisitions: A Unified Image Formation and Reconstruction Method24
Learning Interpretable Deep Disentangled Neural Networks for Hyperspectral Unmixing22
TPU Based Deep Learning Image Enhancement for Real-Time Point-of-Care Ultrasound22
Spectral Memory-Enhanced Network With Local Non-Local and Low-Rank Priors for Hyperspectral Image Compressive Imaging21
DTDeMo: A Deep Learning-Based Two-Stage Image Demosaicing Model With Interpolation and Enhancement21
Progressive Self-Supervised Learning for CASSI Computational Spectral Cameras21
Memory-Efficient Model-Based Deep Learning With Convergence and Robustness Guarantees20
Exposure-Referred Signal-to-Noise Ratio for Digital Image Sensors20
Complex Valued Long Short Term Memory Based Architecture for Frequency Domain Photoacoustic Imaging19
Fast and Robust Single Particle Reconstruction in 3D Fluorescence Microscopy19
Extended Depth-of-Field Lensless Imaging Using an Optimized Radial Mask18
An Ultra-sparse View CT Imaging Method Based on X-ray2CTNet18
Material Identification From Radiographs Without Energy Resolution17
Quantitative Phase and Absorption Contrast Imaging17
Joint Reconstruction and Spatial Super-Resolution of Hyper-Spectral CTIS Images via Multi-Scale Refinement17
Deep Regularized Compound Gaussian Network for Solving Linear Inverse Problems16
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution16
GraphEIT: Unsupervised Graph Neural Networks for Electrical Impedance Tomography15
Light Field Reconstruction Using Efficient Pseudo 4D Epipolar-Aware Structure15
Injected Infrared and Visible Image Fusion via $L_{1}$ Decomposition Model and Guided Filtering15
Photon Limited Non-Blind Deblurring Using Algorithm Unrolling15
Robust Deep Compressive Sensing With Recurrent-Residual Structural Constraints15
Single-Shot Tomography of Discrete Dynamic Objects15
Spectral2Spectral: Image-Spectral Similarity Assisted Deep Spectral CT Reconstruction Without Reference14
Joint Translational Motion Compensation and High-Resolution ISAR Imaging Based on Sparse Bayesian Learning14
Craniofacial Volumetric Image Estimation From a Lateral Cephalogram Using Cross-Dimensional Discrete Embedding Mapping14
Constrained Predictive Filters for Single Image Bokeh Rendering14
An Educated Warm Start for Deep Image Prior-Based Micro CT Reconstruction14
Statistical Stability of Correlation Based Imaging Algorithms14
IEEE Signal Processing Society Information14
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography14
Uncertainty Quantification for Deep Unrolling-Based Computational Imaging14
Bistatic Forward-Looking SAR Imaging of Uniformly Moving Target Based on Improved BP Algorithm13
Differentiable Uncalibrated Imaging13
An Efficient Method for Modelling Millimeter-Wave Scan for Security Screening of Humans13
Ultrasonic Imaging Through Aberrating Layers Using Covariance Matching13
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction12
Disparity Computation With Low Intensity Quantization on Stereo Image Pairs12
SVRNet: First Investigation of Single-View Reconstruction Network for Fluorescence Molecular Tomography12
Hierarchical Edge Refinement Network for Guided Depth Map Super-Resolution11
A Study on Establishing a Dynamic Color Schlieren System to Observe Airflow and Predict Temperature Changes11
Depth Estimation From a Single Optical Encoded Image Using a Learned Colored-Coded Aperture11
Local-Global Dynamic Filtering Network for Video Super-Resolution10
A Box-Spline Framework for Inverse Problems With Continuous-Domain Sparsity Constraints10
RED-PSM: Regularization by Denoising of Factorized Low Rank Models for Dynamic Imaging10
Improved Sparse Signal Recovery via Adaptive Correlated Noise Model10
The Secrets of Non-Blind Poisson Deconvolution10
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction9
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction9
GroupCDL: Interpretable Denoising and Compressed Sensing MRI via Learned Group-Sparsity and Circulant Attention9
Looking Around Flatland: End-to-End 2D Real-Time NLOS Imaging9
Wavenumber Spectrum Reconstruction Method for Microwave Computational Imaging With Re-Programmable Metasurface9
Computational Imaging for Machine Perception: Transferring Semantic Segmentation Beyond Aberrations8
MD-GraphFormer: A Model-Driven Graph Transformer for Fast Multi-Contrast MR Imaging8
A Memory-Efficient Self-Supervised Dynamic Image Reconstruction Method Using Neural Fields8
Multi-Frame Constrained Block Sparse Bayesian Learning for Flexible Tactile Sensing Using Electrical Impedance Tomography8
High-Accuracy Image Formation Model for Coded Aperture Snapshot Spectral Imaging8
Frequency-Spatial Domain Feature Fusion for Spectral Super-Resolution8
Photon-Efficient Non-Line-of-Sight Imaging8
WNet: A Data-Driven Dual-Domain Denoising Model for Sparse-View Computed Tomography With a Trainable Reconstruction Layer8
Towards Data-Informed Motion Artifact Reduction in Quantitative CT Using Piecewise Linear Interpolation8
Quick unsupervised hyperspectral dimensionality reduction for earth observation: a comparison8
Light Field Angular Super-Resolution Network Based on Convolutional Transformer and Deep Deblurring7
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information7
High Resolution Diffuse Optical Tomography via Neural Fields7
Axial Super-Resolution in Optical Coherence Tomography Images via Spectrum-Based Self-Supervised Training7
NAS Powered Deep Image Prior for Electrical Impedance Tomography7
Deep Learning Approach for Dynamic Sampling for Multichannel Mass Spectrometry Imaging7
A Neural-Network-Based Convex Regularizer for Inverse Problems7
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization6
Compact Representation of Light Field Data for Refocusing and Focal Stack Reconstruction Using Depth Adaptive Multi-CNN6
Region-Based Spectral-Spatial Mutual Induction Network for Hyperspectral Image Reconstruction6
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions6
Joint Denoising and HDR for RAW Image Sequences6
HoloFormer: Contrastive Regularization Based Transformer for Holographic Image Reconstruction6
Learning Task-Specific Strategies for Accelerated MRI6
PRNet: Pyramid Restoration Network for RAW Image Super-Resolution6
Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging6
Adaptive Local Neighborhood-Based Neural Networks for MR Image Reconstruction From Undersampled Data6
No-Clean-Reference Image Super-Resolution: Application to Electron Microscopy6
Blind Motion Deblurring With Pixel-Wise Kernel Estimation via Kernel Prediction Networks5
Ultrasound Imaging of Bone Cortex Using Block-Based Reconstruction5
SparseAlign: A Grid-Free Algorithm for Automatic Marker Localization and Deformation Estimation in Cryo-Electron Tomography5
Multi-Layered Surface Estimation for Low-Cost Optical Coherence Tomography5
Conditional Injective Flows for Bayesian Imaging5
Unrolled Wirtinger Flow With Deep Decoding Priors for Phaseless Imaging5
Contrast Saliency Information Guided Infrared and Visible Image Fusion5
MAPANet: A Multi-Scale Attention-Guided Progressive Aggregation Network for Multi-Contrast MRI Super-Resolution5
F2IFlow for CT Metal Artifact Reduction5
Deep Learned Non-Linear Propagation Model Regularizer for Compressive Spectral Imaging5
Fast Task-Based Adaptive Sampling for 3D Single-Photon Multispectral Lidar Data5
SPECT Reconstruction With a Trained Regularizer Using CT-Side Information: Application to $^{177}$Lu SPECT Imaging5
Single-Pass Object-Adaptive Data Undersampling and Reconstruction for MRI5
Interpretable Deep Attention Prior for Image Restoration and Enhancement5
Hybrid Approaches in Microwave Imaging Using Quantitative Time- and Frequency-Domain Algorithms5
Learning to Describe Scenes via Privacy-Aware Designed Optical Lens5
Online Beam Current Estimation in Particle Beam Microscopy5
A Transformer-Based Architecture for High-Resolution Stereo Matching5
Blind NCS-Based Autofocus for Airborne Wide-Beam SAR Imaging5
From Patch to Pixel: A Transformer-Based Hierarchical Framework for Compressive Image Sensing5
Luminance-Depth Reconstruction From Compressed Time-of-Flight Histograms4
Learning Piecewise Planar Representation for RGB Guided Depth Super-Resolution4
Joint Retrospective Motion Correction and Reconstruction for Brain MRI With a Reference Contrast4
Vignetting Correction Using an Optical Model and Constant Chromaticity Prior4
A Complex Quasi-Newton Proximal Method for Image Reconstruction in Compressed Sensing MRI4
DD-DCSR: Image Denoising for Low-Dose CT via Dual-Dictionary Deep Convolutional Sparse Representation4
Multi-Scale Energy (MuSE) Framework for Inverse Problems in Imaging4
Deep Hyperspectral Image Fusion Network With Iterative Spatio-Spectral Regularization4
Real-Time Reconstruction of 3D Videos From Single-Photon LiDaR Data in the Presence of Obscurants4
Spatially Varying Exposure With 2-by-2 Multiplexing: Optimality and Universality4
Alternating Learning Approach for Variational Networks and Undersampling Pattern in Parallel MRI Applications4
Hybrid Pixel-Wise Registration Learning for Robust Fusion-Based Hyperspectral Image Super-Resolution4
Holographic Reconstruction With All-Acoustic Diffractive Network4
Region of Interest Selection-Based Autofocusing for High Magnification Systems4
Fast Non-Line-of-Sight Imaging With Hybrid Super-Resolution Network Over 18 m4
Deep Unfolding of the DBFB Algorithm With Application to ROI CT Imaging With Limited Angular Density4
A Computationally Light MUSIC Based Algorithm for Automotive RADARs4
Bounce-Flash Lidar4
Channel-Spatial Attention Guided CycleGAN for CBCT-Based Synthetic CT Generation to Enable Adaptive Radiotherapy4
PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening3
Locally-Rank-One-Based Joint Unmixing and Demosaicing Methods for Snapshot Spectral Images. Part I: A Matrix-Completion Framework3
Learning Multiscale Convolutional Dictionaries for Image Reconstruction3
SRInpaintor: When Super-Resolution Meets Transformer for Image Inpainting3
Local Monotone Operator Learning Using Non-Monotone Operators: MnM-MOL3
Reconstructing Clear Image for High-Speed Motion Scene With a Retina-Inspired Spike Camera3
OccCasNet: Occlusion-Aware Cascade Cost Volume for Light Field Depth Estimation3
Automatic and Computationally Efficient Alignment in Fan- and Cone-Beam Tomography3
Poisson Phase Retrieval in Very Low-Count Regimes3
A Hybrid Polarization Image Demosaicking Algorithm Based on Inter-Channel Correlation3
Densely Connected Convolutional Neural Network-Based Invalid Data Compensation for Brain Electrical Impedance Tomography3
Application of Kirchhoff Migration Principle for Hardware-Efficient Near-Field Radar Imaging3
Learning Sub-Pixel Disparity Distribution for Light Field Depth Estimation3
Zero-Shot Image Denoising for High-Resolution Electron Microscopy3
Spline Sketches: An Efficient Approach for Photon Counting Lidar3
Inverse Multislice Ptychography by Layer-Wise Optimisation and Sparse Matrix Decomposition2
CodEx: A Modular Framework for Joint Temporal De-Blurring and Tomographic Reconstruction2
Super-Resolution in Low Dose X-ray CT via Focal Spot Mitigation With Generative Diffusion Networks2
An Adversarial Learning Based Approach for 2D Unknown View Tomography2
Time-Resolved Reconstruction of Motion, Force, and Stiffness Using Spectro-Dynamic MRI2
Compressive Synthetic Aperture Radar Imaging and Autofocusing by Augmented Lagrangian Methods2
Sound Speed Estimation for Distributed Aberration Correction in Laterally Varying Media2
Photon-Counting CT Reconstruction With a Learned Forward Operator2
Gates-Controlled Deep Unfolding Network for Image Compressed Sensing2
A New Nonlinear Sparse Optimization Framework in Ultrasound-Modulated Optical Tomography2
Efficient Approximate Online Convolutional Dictionary Learning2
Dual-Stream Adaptive Convergent Low-Light Image Enhancement Network Based on Frequency Perception2
RLNet: Reshaping Learning Network for Accurate Low-Light Light Field Image Enhancement2
A Fast Automatic Method for Deconvoluting Macro X-Ray Fluorescence Data Collected From Easel Paintings2
Data-Driven Discovery of Mechanical Models Directly From MRI Spectral Data2
Single-Shot Focus Estimation for Microscopy Imaging With Kernel Distillation2
GAPMSF-Net: Generalized Alternating Projection With Multi-Stage Fusion Network for Snapshot Compressive Imaging2
Sparsity-Aware OCT Volumetric Data Restoration Using Optical Synthesis Model2
Self-Distilled Depth From Single-Shot Structured Light With Intensity Reconstruction2
Compressive Spectral X-Ray CT Reconstruction via Deep Learning2
Spatial Information Regularized Tensor Decomposition Framework for Super-Resolution Reconstruction of Medical MRI and Radiographs2
Imaging Algorithm for Inverse Synthetic Aperture Radar in Condition of Non-Uniform Data Rate2
Implicit Neural Networks With Fourier-Feature Inputs for Free-Breathing Cardiac MRI Reconstruction2
Static CT With Sources and Detectors Distributed in a Multi-Segment Manner: System Analysis and Analytical Reconstruction2
Coupling Model- and Data-Driven Networks for CT Metal Artifact Reduction2
Deep Expectation-Maximization for Single-Pixel Image Reconstruction With Signal-Dependent Noise2
A Quantum Denoising-Based Resolution Enhancement Framework for 250-MHz and 500-MHz Quantitative Acoustic Microscopy2
Multistatic Uniform Diffraction Tomography Derived Structural-Prior in Bayesian Inversion Framework for Microwave Tomography2
Non-Sparse SAR Imaging From Quadrature Compressive Measurements Based on Magnitude-Phase Separation2
Stability of Image-Reconstruction Algorithms2
A Two-Stream Stacked Autoencoder With Inter-Class Separability for Bilinear Hyperspectral Unmixing2
Physics-Guided Loss Functions Improve Deep Learning Performance in Inverse Scattering2
Recovery of Conformational Continuum From Single-Particle Cryo-EM Images: Optimization of ManifoldEM Informed by Ground Truth2
PET Image Representation and Reconstruction Based on Graph Filter2
Wavenumber Domain 2-D Separable Data Reformatting Algorithm for High Squint Spotlight SAR2
DDFSRM: Denoising Diffusion Fusion Model for Line-Scanning Super-Resolution1
Denoising Particle Beam Micrographs With Plug-and-Play Methods1
Ice-Tide: Implicit Cryo-ET Imaging and Deformation Estimation1
Wasserstein Patch Prior for Image Superresolution1
Estimation-Denoising Integration Network Architecture With Updated Parameter for MRI Reconstruction1
Maximum Likelihood Based Phase-Retrieval Using Fresnel Propagation Forward Models With Optional Constraints1
IEEE Signal Processing Society Information1
dO: A Differentiable Engine for Deep Lens Design of Computational Imaging Systems1
Multiview Scattering Scanning Imaging Confocal Microscopy Through a Multimode Fiber1
Accelerated SPIRiT Parallel MR Image Reconstruction Based on Joint Sparsity and Sparsifying Transform Learning1
Superpixel Guided Network for Three-Dimensional Stereo Matching1
Dual-Feature Frequency Component Compression Method for Accelerating Reconstruction in Magnetic Particle Imaging1
Lightweight Deep Learning Architecture for MPI Correction and Transient Reconstruction1
Spectral Analysis With a Piecewise Separation Occlusion Model for Image-Based Rendering1
Deep Motion Regularizer for Video Snapshot Compressive Imaging1
A 3-D Ultrasound Tomography Method for Bone Morphology Evaluation1
Microwave Imaging With Novel Time-Domain Clutter Removal Algorithm Using High Gain Antennas for Concealed Object Detections1
Simultaneous Multifrequency Demodulation for Single-Shot Multiple-Path ToF Imaging1
IEEE Signal Processing Society Information1
Efficient Approximation of Jacobian Matrices Involving a Non-Uniform Fast Fourier Transform (NUFFT)1
Fractional Optimization With the Learnable Prior for Electrical Capacitance Tomography1
Iterative Approach to Reconstructing Neural Disparity Fields From Light-Field Data1
Self-Supervised Deep Equilibrium Models With Theoretical Guarantees and Applications to MRI Reconstruction1
Contrast-Aware Network With Aggregated-Interacted Transformer and Multi-Granularity Aligned Contrastive Learning for Synthesizing Contrast-Enhanced Abdomen CT Imaging1
Super-Resolution Hyperspectral Reconstruction With Majorization-Minimization Algorithm and Low-Rank Approximation1
AIVUS: Guidewire Artifacts Inpainting for Intravascular Ultrasound Imaging With United Spatiotemporal Aggregation Learning1
Fixed-Point Convergence of Multi-Block PnP ADMM and Its Application to Hyperspectral Image Restoration1
Imaging Through the Atmosphere Using Turbulence Mitigation Transformer1
High-Speed Time-Domain Diffuse Optical Tomography With a Sensitivity Equation-Based Neural Network1
Slope Disparity Gating: System and Applications1
Dynamic Scene Reconstruction for Color Spike Camera via Zero-Shot Learning1
Group Shuffle and Spectral-Spatial Fusion for Hyperspectral Image Super-Resolution1
APANet: Asymmetrical Parallax Attention Network for Efficient Stereo Image Deraining1
The Potential of Phase Constraints for Non-Fourier Radiofrequency-Encoded MRI1
Exploring Quasi-Global Solutions to Compound Lens Based Computational Imaging Systems1
Depth Estimation and Image Restoration by Deep Learning From Defocused Images1
A Theoretical Framework for Self-Supervised MR Image Reconstruction Using Sub-Sampling via Variable Density Noisier2Noise1
Provable Probabilistic Imaging Using Score-Based Generative Priors1
Self-Supervised Coordinate Projection Network for Sparse-View Computed Tomography1
A Unifying Approach to Inverse Problems of Ultrasound Beamforming and Deconvolution1
Coded Illumination for Improved Lensless Imaging1
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