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 2020-04-01 to 2024-04-01.)

Article	Citations
Classification Saliency-Based Rule for Visible and Infrared Image Fusion	92
GAN-FM: Infrared and Visible Image Fusion Using GAN With Full-Scale Skip Connection and Dual Markovian Discriminators	76
Deep Equilibrium Architectures for Inverse Problems in Imaging	55
Accelerated MRI With Un-Trained Neural Networks	46
AdaIN-Based Tunable CycleGAN for Efficient Unsupervised Low-Dose CT Denoising	46
Scalable Plug-and-Play ADMM With Convergence Guarantees	43
CryoGAN: A New Reconstruction Paradigm for Single-Particle Cryo-EM Via Deep Adversarial Learning	36
SMFuse: Multi-Focus Image Fusion Via Self-Supervised Mask-Optimization	35
CoIL: Coordinate-Based Internal Learning for Tomographic Imaging	33
Injected Infrared and Visible Image Fusion via $L_{1}$ Decomposition Model and Guided Filtering	33
Deep Hyperspectral Image Fusion Network With Iterative Spatio-Spectral Regularization	30
Mosaic Convolution-Attention Network for Demosaicing Multispectral Filter Array Images	30
Holographic 3D Particle Imaging With Model-Based Deep Network	26
CD-Net: Comprehensive Domain Network With Spectral Complementary for DECT Sparse-View Reconstruction	26
Plug-and-Play Synthetic Aperture Radar Image Formation Using Deep Priors	26
LightingNet: An Integrated Learning Method for Low-Light Image Enhancement	26
Deep Coded Aperture Design: An End-to-End Approach for Computational Imaging Tasks	25
SPECIAL: Single-Shot Projection Error Correction Integrated Adversarial Learning for Limited-Angle CT	25
Deep Unfolding Network for Spatiospectral Image Super-Resolution	24
Fixed-Point and Objective Convergence of Plug-and-Play Algorithms	23
Robust and Guided Bayesian Reconstruction of Single-Photon 3D Lidar Data: Application to Multispectral and Underwater Imaging	23
Keyhole Imaging: Non-Line-of-Sight Imaging and Tracking of Moving Objects Along a Single Optical Path	23
Graph Convolutional Networks for Model-Based Learning in Nonlinear Inverse Problems	22
Micro-Lens Image Stack Upsampling for Densely-Sampled Light Field Reconstruction	22
Closing the Gap of Simulation to Reality in Electromagnetic Imaging of Brain Strokes via Deep Neural Networks	22

Model Adaptation for Inverse Problems in Imaging	21
Two-Dimensional Non-Line-of-Sight Scene Estimation From a Single Edge Occluder	21
Low-Light Demosaicking and Denoising for Small Pixels Using Learned Frequency Selection	21
Deep Learning for Camera Autofocus	20
Learning to Reconstruct Confocal Microscopy Stacks From Single Light Field Images	20
Robust Reconstruction With Deep Learning to Handle Model Mismatch in Lensless Imaging	19
Electromagnetic Inverse Scattering With Perceptual Generative Adversarial Networks	19
Green Fluorescent Protein and Phase Contrast Image Fusion Via Detail Preserving Cross Network	18
Cycle-Free CycleGAN Using Invertible Generator for Unsupervised Low-Dose CT Denoising	18
Polyblur: Removing Mild Blur by Polynomial Reblurring	16
A Sketching Framework for Reduced Data Transfer in Photon Counting Lidar	16
dO: A Differentiable Engine for Deep Lens Design of Computational Imaging Systems	16
AIFNet: All-in-Focus Image Restoration Network Using a Light Field-Based Dataset	16
Deep Amended Gradient Descent for Efficient Spectral Reconstruction From Single RGB Images	16
Image Denoising for Low-Dose CT via Convolutional Dictionary Learning and Neural Network	15
Light Field Reconstruction Using Efficient Pseudo 4D Epipolar-Aware Structure	15
Three-Dimensional Polarimetric InISAR Imaging of Non-Cooperative Targets	15
SGD-Net: Efficient Model-Based Deep Learning With Theoretical Guarantees	15
Multi-Scale Deep Compressive Imaging	15
Deep Learning With Adaptive Hyper-Parameters for Low-Dose CT Image Reconstruction	15
Through-the-Wall Radar Imaging Based on Bayesian Compressive Sensing Exploiting Multipath and Target Structure	15
Truncated Residual Based Plug-and-Play ADMM Algorithm for MRI Reconstruction	15
iToF2dToF: A Robust and Flexible Representation for Data-Driven Time-of-Flight Imaging	14
Missing Cone Artifact Removal in ODT Using Unsupervised Deep Learning in the Projection Domain	14
Enhanced Nonconvex Low-Rank Approximation of Tensor Multi-Modes for Tensor Completion	14
Joint Inversion of Electromagnetic and Acoustic Data With Edge-Preserving Regularization for Breast Imaging	14
Stochastic Higher-Order Independent Component Analysis for Hyperspectral Dimensionality Reduction	13
Compressible Latent-Space Invertible Networks for Generative Model-Constrained Image Reconstruction	13
CAS: Correlation Adaptive Sparse Modeling for Image Denoising	13
Deep Manifold Learning for Dynamic MR Imaging	13
SRNSSI: A Deep Light-Weight Network for Single Image Super Resolution Using Spatial and Spectral Information	13
Data and Image Prior Integration for Image Reconstruction Using Consensus Equilibrium	13
Distributed Optimization for Nonrigid Nano-Tomography	13
Task-Specific Trajectory Optimisation for Twin-Robotic X-Ray Tomography	13
Deep Denoising for Scientific Discovery: A Case Study in Electron Microscopy	12
Time-Resolved Focused Ion Beam Microscopy: Modeling, Estimation Methods, and Analyses	12
Video-SAR Imaging of Dynamic Scenes Using Low-Rank and Sparse Decomposition	12
Tensor Completion Via Collaborative Sparse and Low-Rank Transforms	12
Spatial-Angular Versatile Convolution for Light Field Reconstruction	11
Multi-Slice Fusion for Sparse-View and Limited-Angle 4D CT Reconstruction	11
Blind NCS-Based Autofocus for Airborne Wide-Beam SAR Imaging	11
Multi-Resolution Data Fusion for Super Resolution Imaging	11
DDPTransformer: Dual-Domain With Parallel Transformer Network for Sparse View CT Image Reconstruction	11
Learning Multiscale Convolutional Dictionaries for Image Reconstruction	11
High-Resolution Multi-Spectral Imaging With Diffractive Lenses and Learned Reconstruction	11
AS-Net: Fast Photoacoustic Reconstruction With Multi-Feature Fusion From Sparse Data	11
Recovery of Conformational Continuum From Single-Particle Cryo-EM Images: Optimization of ManifoldEM Informed by Ground Truth	11
Constrained Predictive Filters for Single Image Bokeh Rendering	11
Photon Limited Non-Blind Deblurring Using Algorithm Unrolling	10
Adaptive and Progressive Multispectral Image Demosaicking	10

A Reliable Deep Learning Scheme for Nonlinear Reconstructions in Electrical Impedance Tomography	10
WNet: A Data-Driven Dual-Domain Denoising Model for Sparse-View Computed Tomography With a Trainable Reconstruction Layer	10
Hyperspectral Imagery Spatial Super-Resolution Using Generative Adversarial Network	10
Fast Unmixing and Change Detection in Multitemporal Hyperspectral Data	10
Physics-Guided Loss Functions Improve Deep Learning Performance in Inverse Scattering	10
Efficient $\ell ^0$ Gradient-Based Super-Resolution for Simplified Image Segmentation	9
High-Resolution ISAR Imaging for Maneuvering Targets Based on Iterative Adaptive Processing	9
CTIS-Net: A Neural Network Architecture for Compressed Learning Based on Computed Tomography Imaging Spectrometers	9
Multi-Frame Constrained Block Sparse Bayesian Learning for Flexible Tactile Sensing Using Electrical Impedance Tomography	9
Image Reconstruction Based on Fractional Tikhonov Framework for Planar Array Capacitance Sensor	9
Snapshot Coherence Tomographic Imaging	9
Luminance-Depth Reconstruction From Compressed Time-of-Flight Histograms	9
Light Field Image Super-Resolution Network via Joint Spatial-Angular and Epipolar Information	9
BUSIFusion: Blind Unsupervised Single Image Fusion of Hyperspectral and RGB Images	9
Alternating Learning Approach for Variational Networks and Undersampling Pattern in Parallel MRI Applications	9
A Fast Tensor Completion Method Based on Tensor QR Decomposition and Tensor Nuclear Norm Minimization	9
When de Prony Met Leonardo: An Automatic Algorithm for Chemical Element Extraction From Macro X-Ray Fluorescence Data	9