OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Transactions on Medical Imaging is 68. 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
CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation	395
Viral Pneumonia Screening on Chest X-Rays Using Confidence-Aware Anomaly Detection	244
Pathomic Fusion: An Integrated Framework for Fusing Histopathology and Genomic Features for Cancer Diagnosis and Prognosis	236
Optimization for Medical Image Segmentation: Theory and Practice When Evaluating With Dice Score or Jaccard Index	229
Multi-Centre, Multi-Vendor and Multi-Disease Cardiac Segmentation: The M&Ms Challenge	221
CABNet: Category Attention Block for Imbalanced Diabetic Retinopathy Grading	202
ResViT: Residual Vision Transformers for Multimodal Medical Image Synthesis	201
Deep Adversarial Training for Multi-Organ Nuclei Segmentation in Histopathology Images	194
Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation	188
Semi-Supervised Medical Image Classification With Relation-Driven Self-Ensembling Model	186
ROSE: A Retinal OCT-Angiography Vessel Segmentation Dataset and New Model	167
Results of the 2020 fastMRI Challenge for Machine Learning MR Image Reconstruction	159
FISTA-Net: Learning a Fast Iterative Shrinkage Thresholding Network for Inverse Problems in Imaging	147
DRONE: Dual-Domain Residual-based Optimization NEtwork for Sparse-View CT Reconstruction	137
Multi-Organ Segmentation Over Partially Labeled Datasets With Multi-Scale Feature Abstraction	131
Dual Attention Multi-Instance Deep Learning for Alzheimer’s Disease Diagnosis With Structural MRI	128
SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation	124
Weakly Supervised Deep Nuclei Segmentation Using Partial Points Annotation in Histopathology Images	123
KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation	123
Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial Transformers	122
A Benchmark for Studying Diabetic Retinopathy: Segmentation, Grading, and Transferability	118
Image Projection Network: 3D to 2D Image Segmentation in OCTA Images	118
Adaptive Ultrasound Beamforming Using Deep Learning	118
Self-Path: Self-Supervision for Classification of Pathology Images With Limited Annotations	115
Bidirectional Mapping Generative Adversarial Networks for Brain MR to PET Synthesis	113

Automated Skin Lesion Segmentation Via an Adaptive Dual Attention Module	113
Inconsistency-Aware Uncertainty Estimation for Semi-Supervised Medical Image Segmentation	101
Analyzing Overfitting Under Class Imbalance in Neural Networks for Image Segmentation	99
Unsupervised Medical Image Translation With Adversarial Diffusion Models	99
Structure and Illumination Constrained GAN for Medical Image Enhancement	96
SMORE: A Self-Supervised Anti-Aliasing and Super-Resolution Algorithm for MRI Using Deep Learning	96
Unsupervised MR-to-CT Synthesis Using Structure-Constrained CycleGAN	95
Super-Resolution Ultrasound Localization Microscopy Through Deep Learning	95
RTNet: Relation Transformer Network for Diabetic Retinopathy Multi-Lesion Segmentation	95
SpineParseNet: Spine Parsing for Volumetric MR Image by a Two-Stage Segmentation Framework With Semantic Image Representation	94
Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification	93
DoFE: Domain-Oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets	92
Label-Free Segmentation of COVID-19 Lesions in Lung CT	92
A Mutual Multi-Scale Triplet Graph Convolutional Network for Classification of Brain Disorders Using Functional or Structural Connectivity	92
Efficient Medical Image Segmentation Based on Knowledge Distillation	92
Modeling and Enhancing Low-Quality Retinal Fundus Images	91
MISSFormer: An Effective Transformer for 2D Medical Image Segmentation	85
MoNuSAC2020: A Multi-Organ Nuclei Segmentation and Classification Challenge	85
Self-Supervised Feature Learning via Exploiting Multi-Modal Data for Retinal Disease Diagnosis	84
Inter-Slice Context Residual Learning for 3D Medical Image Segmentation	84
Content-Noise Complementary Learning for Medical Image Denoising	84
Computer-Aided Cervical Cancer Diagnosis Using Time-Lapsed Colposcopic Images	81
Cardiac Segmentation With Strong Anatomical Guarantees	81
Deep Sinogram Completion With Image Prior for Metal Artifact Reduction in CT Images	81
Deep Learning-Based Regression and Classification for Automatic Landmark Localization in Medical Images	81
Time-Dependent Deep Image Prior for Dynamic MRI	80
SMU-Net: Saliency-Guided Morphology-Aware U-Net for Breast Lesion Segmentation in Ultrasound Image	78
3D Multi-Attention Guided Multi-Task Learning Network for Automatic Gastric Tumor Segmentation and Lymph Node Classification	77
A Graph-Transformer for Whole Slide Image Classification	77
Reconstructing Undersampled Photoacoustic Microscopy Images Using Deep Learning	77
Global-Local Transformer for Brain Age Estimation	76
Deep-Learning Image Reconstruction for Real-Time Photoacoustic System	75
AAU-Net: An Adaptive Attention U-Net for Breast Lesions Segmentation in Ultrasound Images	75
A Fully Automated Multimodal MRI-Based Multi-Task Learning for Glioma Segmentation and IDH Genotyping	75
Dual Encoder-Based Dynamic-Channel Graph Convolutional Network With Edge Enhancement for Retinal Vessel Segmentation	74
Unpaired Stain Transfer Using Pathology-Consistent Constrained Generative Adversarial Networks	73
CLEAR: Comprehensive Learning Enabled Adversarial Reconstruction for Subtle Structure Enhanced Low-Dose CT Imaging	73
Identification of Melanoma From Hyperspectral Pathology Image Using 3D Convolutional Networks	72
Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-Supervised Learning	71
Learning Hierarchical Attention for Weakly-Supervised Chest X-Ray Abnormality Localization and Diagnosis	70
Multi-View Separable Pyramid Network for AD Prediction at MCI Stage by ¹⁸F-FDG Brain PET Imaging	70
Domain Knowledge Powered Deep Learning for Breast Cancer Diagnosis Based on Contrast-Enhanced Ultrasound Videos	68
Learn2Reg: Comprehensive Multi-Task Medical Image Registration Challenge, Dataset and Evaluation in the Era of Deep Learning	68