OOIR: Observatory of International Research

Papers

(The TQCC of IEEE Transactions on Computational Imaging is 5. 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.)

Article	Citations
High-Throughput Decomposition-Inspired Deep Unfolding Network for Image Compressed Sensing	104
CSA-FCN: Channel- and Spatial-Gated Attention Mechanism Based Fully Complex-Valued Neural Network for System Matrix Calibration in Magnetic Particle Imaging	57
SLBL-PU: Shadow-Based Layer-by-Layer Phase Unwrapping for Efficient 3D Measurement	47
Cytopathology Image Super-Resolution of Portable Microscope Based on Convolutional Window-Integration Transformer	47
Dual Bidirectional Feature Enhancement Network for Continuous Space-Time Video Super-Resolution	45
Denoising Knowledge Transfer Model for Zero-Shot MRI Reconstruction	42
RIRO: From Retinex-Inspired Reconstruction Optimization Model to Deep Low-Light Image Enhancement Unfolding Network	39
Side Information-Assisted Low-Dose CT Reconstruction	37
Decoupling Image Deblurring Into Twofold: A Hierarchical Model for Defocus Deblurring	26
TMSST-RID: A Target-Oriented SAR-ISAR Imaging Method Based on Synchrosqueezing	26
FoveaSPAD: Exploiting Depth Priors for Adaptive and Efficient Single-Photon 3D Imaging	26
Relaxation-Based Super-Resolution Method in Pulsed Magnetic Particle Imaging	25
A Single-Pixel Imaging Based Stereo Deflectometry for 3D Reconstruction of Free-Form Transparent Objects With Parasitic Reflections	24
An Adaptive Photon Count Reconstruction Algorithm for Sparse Count and Strong Noise Count Data With Low Signal Background Ratio	24
Joint Demosaicing and Fusion of Multiresolution Coded Acquisitions: A Unified Image Formation and Reconstruction Method	24
Learning Interpretable Deep Disentangled Neural Networks for Hyperspectral Unmixing	22
TPU Based Deep Learning Image Enhancement for Real-Time Point-of-Care Ultrasound	22
Spectral Memory-Enhanced Network With Local Non-Local and Low-Rank Priors for Hyperspectral Image Compressive Imaging	21
DTDeMo: A Deep Learning-Based Two-Stage Image Demosaicing Model With Interpolation and Enhancement	21
Progressive Self-Supervised Learning for CASSI Computational Spectral Cameras	21
Memory-Efficient Model-Based Deep Learning With Convergence and Robustness Guarantees	20
Exposure-Referred Signal-to-Noise Ratio for Digital Image Sensors	20
Complex Valued Long Short Term Memory Based Architecture for Frequency Domain Photoacoustic Imaging	19
Fast and Robust Single Particle Reconstruction in 3D Fluorescence Microscopy	19
Extended Depth-of-Field Lensless Imaging Using an Optimized Radial Mask	18

An Ultra-sparse View CT Imaging Method Based on X-ray2CTNet	18
Material Identification From Radiographs Without Energy Resolution	17
Quantitative Phase and Absorption Contrast Imaging	17
Joint Reconstruction and Spatial Super-Resolution of Hyper-Spectral CTIS Images via Multi-Scale Refinement	17
Deep Regularized Compound Gaussian Network for Solving Linear Inverse Problems	16
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution	16
GraphEIT: Unsupervised Graph Neural Networks for Electrical Impedance Tomography	15
Light Field Reconstruction Using Efficient Pseudo 4D Epipolar-Aware Structure	15
Injected Infrared and Visible Image Fusion via $L_{1}$ Decomposition Model and Guided Filtering	15
Photon Limited Non-Blind Deblurring Using Algorithm Unrolling	15
Robust Deep Compressive Sensing With Recurrent-Residual Structural Constraints	15
Single-Shot Tomography of Discrete Dynamic Objects	15
Craniofacial Volumetric Image Estimation From a Lateral Cephalogram Using Cross-Dimensional Discrete Embedding Mapping	14
Constrained Predictive Filters for Single Image Bokeh Rendering	14
An Educated Warm Start for Deep Image Prior-Based Micro CT Reconstruction	14
Statistical Stability of Correlation Based Imaging Algorithms	14
IEEE Signal Processing Society Information	14
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography	14
Uncertainty Quantification for Deep Unrolling-Based Computational Imaging	14
Spectral2Spectral: Image-Spectral Similarity Assisted Deep Spectral CT Reconstruction Without Reference	14
Joint Translational Motion Compensation and High-Resolution ISAR Imaging Based on Sparse Bayesian Learning	14
Bistatic Forward-Looking SAR Imaging of Uniformly Moving Target Based on Improved BP Algorithm	13
Differentiable Uncalibrated Imaging	13
An Efficient Method for Modelling Millimeter-Wave Scan for Security Screening of Humans	13
Ultrasonic Imaging Through Aberrating Layers Using Covariance Matching	13
LIR-Net:Learnable Iterative Reconstruction Network for Fan Beam CT Sparse-View Reconstruction	12
Disparity Computation With Low Intensity Quantization on Stereo Image Pairs	12
SVRNet: First Investigation of Single-View Reconstruction Network for Fluorescence Molecular Tomography	12
Hierarchical Edge Refinement Network for Guided Depth Map Super-Resolution	11
A Study on Establishing a Dynamic Color Schlieren System to Observe Airflow and Predict Temperature Changes	11
Depth Estimation From a Single Optical Encoded Image Using a Learned Colored-Coded Aperture	11
Local-Global Dynamic Filtering Network for Video Super-Resolution	10
A Box-Spline Framework for Inverse Problems With Continuous-Domain Sparsity Constraints	10
RED-PSM: Regularization by Denoising of Factorized Low Rank Models for Dynamic Imaging	10
Improved Sparse Signal Recovery via Adaptive Correlated Noise Model	10
The Secrets of Non-Blind Poisson Deconvolution	10
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction	9
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction	9
GroupCDL: Interpretable Denoising and Compressed Sensing MRI via Learned Group-Sparsity and Circulant Attention	9
Looking Around Flatland: End-to-End 2D Real-Time NLOS Imaging	9
Wavenumber Spectrum Reconstruction Method for Microwave Computational Imaging With Re-Programmable Metasurface	9
A Memory-Efficient Self-Supervised Dynamic Image Reconstruction Method Using Neural Fields	8
Multi-Frame Constrained Block Sparse Bayesian Learning for Flexible Tactile Sensing Using Electrical Impedance Tomography	8
High-Accuracy Image Formation Model for Coded Aperture Snapshot Spectral Imaging	8
Frequency-Spatial Domain Feature Fusion for Spectral Super-Resolution	8
Photon-Efficient Non-Line-of-Sight Imaging	8
WNet: A Data-Driven Dual-Domain Denoising Model for Sparse-View Computed Tomography With a Trainable Reconstruction Layer	8
Towards Data-Informed Motion Artifact Reduction in Quantitative CT Using Piecewise Linear Interpolation	8
Quick unsupervised hyperspectral dimensionality reduction for earth observation: a comparison	8
Computational Imaging for Machine Perception: Transferring Semantic Segmentation Beyond Aberrations	8

MD-GraphFormer: A Model-Driven Graph Transformer for Fast Multi-Contrast MR Imaging	8
Light Field Angular Super-Resolution Network Based on Convolutional Transformer and Deep Deblurring	7
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information	7
High Resolution Diffuse Optical Tomography via Neural Fields	7
Axial Super-Resolution in Optical Coherence Tomography Images via Spectrum-Based Self-Supervised Training	7
NAS Powered Deep Image Prior for Electrical Impedance Tomography	7
Deep Learning Approach for Dynamic Sampling for Multichannel Mass Spectrometry Imaging	7
A Neural-Network-Based Convex Regularizer for Inverse Problems	7
Joint Denoising and HDR for RAW Image Sequences	6
Region-Based Spectral-Spatial Mutual Induction Network for Hyperspectral Image Reconstruction	6
PRNet: Pyramid Restoration Network for RAW Image Super-Resolution	6
Single-Image HDR Reconstruction Assisted Ghost Suppression and Detail Preservation Network for Multi-Exposure HDR Imaging	6
HoloFormer: Contrastive Regularization Based Transformer for Holographic Image Reconstruction	6
Learning Task-Specific Strategies for Accelerated MRI	6
Low-Light Image Enhancement via Implicit Priors Regularized Illumination Optimization	6
Compact Representation of Light Field Data for Refocusing and Focal Stack Reconstruction Using Depth Adaptive Multi-CNN	6
Adaptive Local Neighborhood-Based Neural Networks for MR Image Reconstruction From Undersampled Data	6
No-Clean-Reference Image Super-Resolution: Application to Electron Microscopy	6
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions	6
MAPANet: A Multi-Scale Attention-Guided Progressive Aggregation Network for Multi-Contrast MRI Super-Resolution	5
F2IFlow for CT Metal Artifact Reduction	5
Deep Learned Non-Linear Propagation Model Regularizer for Compressive Spectral Imaging	5
Fast Task-Based Adaptive Sampling for 3D Single-Photon Multispectral Lidar Data	5
SPECT Reconstruction With a Trained Regularizer Using CT-Side Information: Application to $^{177}$Lu SPECT Imaging	5
Single-Pass Object-Adaptive Data Undersampling and Reconstruction for MRI	5
Interpretable Deep Attention Prior for Image Restoration and Enhancement	5
Hybrid Approaches in Microwave Imaging Using Quantitative Time- and Frequency-Domain Algorithms	5
Learning to Describe Scenes via Privacy-Aware Designed Optical Lens	5
Online Beam Current Estimation in Particle Beam Microscopy	5
A Transformer-Based Architecture for High-Resolution Stereo Matching	5
Blind NCS-Based Autofocus for Airborne Wide-Beam SAR Imaging	5
From Patch to Pixel: A Transformer-Based Hierarchical Framework for Compressive Image Sensing	5
Blind Motion Deblurring With Pixel-Wise Kernel Estimation via Kernel Prediction Networks	5
Ultrasound Imaging of Bone Cortex Using Block-Based Reconstruction	5
SparseAlign: A Grid-Free Algorithm for Automatic Marker Localization and Deformation Estimation in Cryo-Electron Tomography	5
Multi-Layered Surface Estimation for Low-Cost Optical Coherence Tomography	5
Conditional Injective Flows for Bayesian Imaging	5
Unrolled Wirtinger Flow With Deep Decoding Priors for Phaseless Imaging	5
Contrast Saliency Information Guided Infrared and Visible Image Fusion	5