OOIR: Observatory of International Research

Papers

(The TQCC of IEEE Transactions on Computational Imaging is 9. 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 2020-11-01 to 2024-11-01.)

Article	Citations
Classification Saliency-Based Rule for Visible and Infrared Image Fusion	129
GAN-FM: Infrared and Visible Image Fusion Using GAN With Full-Scale Skip Connection and Dual Markovian Discriminators	105
Deep Equilibrium Architectures for Inverse Problems in Imaging	72
LightingNet: An Integrated Learning Method for Low-Light Image Enhancement	65
AdaIN-Based Tunable CycleGAN for Efficient Unsupervised Low-Dose CT Denoising	64
Accelerated MRI With Un-Trained Neural Networks	60
Scalable Plug-and-Play ADMM With Convergence Guarantees	50
CoIL: Coordinate-Based Internal Learning for Tomographic Imaging	47
Injected Infrared and Visible Image Fusion via $L_{1}$ Decomposition Model and Guided Filtering	45
SMFuse: Multi-Focus Image Fusion Via Self-Supervised Mask-Optimization	43
Mosaic Convolution-Attention Network for Demosaicing Multispectral Filter Array Images	42
CryoGAN: A New Reconstruction Paradigm for Single-Particle Cryo-EM Via Deep Adversarial Learning	39
Deep Unfolding Network for Spatiospectral Image Super-Resolution	35
Deep Hyperspectral Image Fusion Network With Iterative Spatio-Spectral Regularization	35
Deep Coded Aperture Design: An End-to-End Approach for Computational Imaging Tasks	33
Holographic 3D Particle Imaging With Model-Based Deep Network	31
dO: A Differentiable Engine for Deep Lens Design of Computational Imaging Systems	31
Plug-and-Play Synthetic Aperture Radar Image Formation Using Deep Priors	31
Model Adaptation for Inverse Problems in Imaging	30
CD-Net: Comprehensive Domain Network With Spectral Complementary for DECT Sparse-View Reconstruction	28
Fixed-Point and Objective Convergence of Plug-and-Play Algorithms	27
SPECIAL: Single-Shot Projection Error Correction Integrated Adversarial Learning for Limited-Angle CT	27
Robust and Guided Bayesian Reconstruction of Single-Photon 3D Lidar Data: Application to Multispectral and Underwater Imaging	27
Two-Dimensional Non-Line-of-Sight Scene Estimation From a Single Edge Occluder	27
Image Denoising for Low-Dose CT via Convolutional Dictionary Learning and Neural Network	26

Low-Light Demosaicking and Denoising for Small Pixels Using Learned Frequency Selection	26
Robust Reconstruction With Deep Learning to Handle Model Mismatch in Lensless Imaging	26
Keyhole Imaging: Non-Line-of-Sight Imaging and Tracking of Moving Objects Along a Single Optical Path	26
Cycle-Free CycleGAN Using Invertible Generator for Unsupervised Low-Dose CT Denoising	26
AIFNet: All-in-Focus Image Restoration Network Using a Light Field-Based Dataset	25
Graph Convolutional Networks for Model-Based Learning in Nonlinear Inverse Problems	25
Deep Learning for Camera Autofocus	25
Closing the Gap of Simulation to Reality in Electromagnetic Imaging of Brain Strokes via Deep Neural Networks	25
Micro-Lens Image Stack Upsampling for Densely-Sampled Light Field Reconstruction	23
Through-the-Wall Radar Imaging Based on Bayesian Compressive Sensing Exploiting Multipath and Target Structure	22
Learning to Reconstruct Confocal Microscopy Stacks From Single Light Field Images	22
Green Fluorescent Protein and Phase Contrast Image Fusion Via Detail Preserving Cross Network	22
Electromagnetic Inverse Scattering With Perceptual Generative Adversarial Networks	21
Deep Manifold Learning for Dynamic MR Imaging	21
AS-Net: Fast Photoacoustic Reconstruction With Multi-Feature Fusion From Sparse Data	20
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information	20
Spatial-Angular Versatile Convolution for Light Field Reconstruction	20
DDPTransformer: Dual-Domain With Parallel Transformer Network for Sparse View CT Image Reconstruction	20
Polyblur: Removing Mild Blur by Polynomial Reblurring	19
SGD-Net: Efficient Model-Based Deep Learning With Theoretical Guarantees	19
A Sketching Framework for Reduced Data Transfer in Photon Counting Lidar	18
Deep Amended Gradient Descent for Efficient Spectral Reconstruction From Single RGB Images	18
SRNSSI: A Deep Light-Weight Network for Single Image Super Resolution Using Spatial and Spectral Information	18
Three-Dimensional Polarimetric InISAR Imaging of Non-Cooperative Targets	18
Missing Cone Artifact Removal in ODT Using Unsupervised Deep Learning in the Projection Domain	18
Truncated Residual Based Plug-and-Play ADMM Algorithm for MRI Reconstruction	18
Tensor Completion Via Collaborative Sparse and Low-Rank Transforms	18
Light Field Reconstruction Using Efficient Pseudo 4D Epipolar-Aware Structure	18
Task-Specific Trajectory Optimisation for Twin-Robotic X-Ray Tomography	17
WNet: A Data-Driven Dual-Domain Denoising Model for Sparse-View Computed Tomography With a Trainable Reconstruction Layer	17
Compressible Latent-Space Invertible Networks for Generative Model-Constrained Image Reconstruction	17
Multi-Scale Deep Compressive Imaging	16
Deep Learning With Adaptive Hyper-Parameters for Low-Dose CT Image Reconstruction	16
From Patch to Pixel: A Transformer-Based Hierarchical Framework for Compressive Image Sensing	16
Data and Image Prior Integration for Image Reconstruction Using Consensus Equilibrium	16
iToF2dToF: A Robust and Flexible Representation for Data-Driven Time-of-Flight Imaging	16
Joint Inversion of Electromagnetic and Acoustic Data With Edge-Preserving Regularization for Breast Imaging	16
BUSIFusion: Blind Unsupervised Single Image Fusion of Hyperspectral and RGB Images	16
Stochastic Higher-Order Independent Component Analysis for Hyperspectral Dimensionality Reduction	16
CAS: Correlation Adaptive Sparse Modeling for Image Denoising	15
Enhanced Nonconvex Low-Rank Approximation of Tensor Multi-Modes for Tensor Completion	15
Distributed Optimization for Nonrigid Nano-Tomography	15
Physics-Guided Loss Functions Improve Deep Learning Performance in Inverse Scattering	14
Constrained Predictive Filters for Single Image Bokeh Rendering	14
Blind NCS-Based Autofocus for Airborne Wide-Beam SAR Imaging	14
Photon Limited Non-Blind Deblurring Using Algorithm Unrolling	14
Video-SAR Imaging of Dynamic Scenes Using Low-Rank and Sparse Decomposition	14
Alternating Learning Approach for Variational Networks and Undersampling Pattern in Parallel MRI Applications	14
EasySpec: Automatic Specular Reflection Detection and Suppression From Endoscopic Images	13
Imaging Through the Atmosphere Using Turbulence Mitigation Transformer	13

A Fast Tensor Completion Method Based on Tensor QR Decomposition and Tensor Nuclear Norm Minimization	13
High-Resolution Multi-Spectral Imaging With Diffractive Lenses and Learned Reconstruction	13
Multi-Slice Fusion for Sparse-View and Limited-Angle 4D CT Reconstruction	13
PAN-Guided Band-Aware Multi-Spectral Feature Enhancement for Pan-Sharpening	13
Learning Multiscale Convolutional Dictionaries for Image Reconstruction	13
Adaptive and Progressive Multispectral Image Demosaicking	13
Multi-Resolution Data Fusion for Super Resolution Imaging	13
Time-Resolved Focused Ion Beam Microscopy: Modeling, Estimation Methods, and Analyses	13
Deep Denoising for Scientific Discovery: A Case Study in Electron Microscopy	12
Depth Estimation and Image Restoration by Deep Learning From Defocused Images	12
Image Reconstruction Based on Fractional Tikhonov Framework for Planar Array Capacitance Sensor	12
Hyperspectral Imagery Spatial Super-Resolution Using Generative Adversarial Network	12
Snapshot Coherence Tomographic Imaging	12
Microwave Imaging With Novel Time-Domain Clutter Removal Algorithm Using High Gain Antennas for Concealed Object Detections	11
A Reliable Deep Learning Scheme for Nonlinear Reconstructions in Electrical Impedance Tomography	11
Recovery of Conformational Continuum From Single-Particle Cryo-EM Images: Optimization of ManifoldEM Informed by Ground Truth	11
Luminance-Depth Reconstruction From Compressed Time-of-Flight Histograms	11
Real-Time Dense Field Phase-to-Space Simulation of Imaging Through Atmospheric Turbulence	11
A Theoretical Framework for Self-Supervised MR Image Reconstruction Using Sub-Sampling via Variable Density Noisier2Noise	11
A Neural-Network-Based Convex Regularizer for Inverse Problems	11
High-Resolution ISAR Imaging for Maneuvering Targets Based on Iterative Adaptive Processing	10
CTIS-Net: A Neural Network Architecture for Compressed Learning Based on Computed Tomography Imaging Spectrometers	10
When de Prony Met Leonardo: An Automatic Algorithm for Chemical Element Extraction From Macro X-Ray Fluorescence Data	10
Rapid Whole Slide Imaging via Dual-Shot Deep Autofocusing	10
Dual-Feature Frequency Component Compression Method for Accelerating Reconstruction in Magnetic Particle Imaging	10
Fast Unmixing and Change Detection in Multitemporal Hyperspectral Data	10
Photon-Efficient Non-Line-of-Sight Imaging	10
Attention-Guided Polarization Image Fusion Using Salient Information Distribution	10
Group Shuffle and Spectral-Spatial Fusion for Hyperspectral Image Super-Resolution	10
Four-Dimensional Wide-Field Ultrasound Reconstruction System With Sparse Respiratory Signal Matching	10
Provable General Bounded Denoisers for Snapshot Compressive Imaging With Convergence Guarantee	9
Fast Low Rank Column-Wise Compressive Sensing for Accelerated Dynamic MRI	9
Compressive Synthetic Aperture Radar Imaging and Autofocusing by Augmented Lagrangian Methods	9
Multi-Frame Constrained Block Sparse Bayesian Learning for Flexible Tactile Sensing Using Electrical Impedance Tomography	9
Efficient $\ell ^0$ Gradient-Based Super-Resolution for Simplified Image Segmentation	9
Online Training of Stereo Self-Calibration Using Monocular Depth Estimation	9
Beyond Camera Motion Blur Removing: How to Handle Outliers in Deblurring	9
EVA$^{2}$: Event-Assisted Video Frame Interpolation via Cross-Modal Alignment and Aggregation	9
Magnetic Resonance Spectroscopy Deep Learning Denoising Using Few in Vivo Data	9
Resolution Enhancement of UWB Time-Reversal Microwave Imaging in Dispersive Environments	9
Memory-Efficient Model-Based Deep Learning With Convergence and Robustness Guarantees	9