OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Transactions on Medical Imaging is 70. 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 2022-01-01 to 2026-01-01.)

Article	Citations
Table of Contents	445
Table of Contents	414
Manifold Regularizer for High-Resolution fMRI Joint Reconstruction and Dynamic Quantification	350
Table of Contents	328
SarAdapter: Prioritizing Attention on Semantic-Aware Representative Tokens for Enhanced Medical Image Segmentation	251
Table of Contents	246
The CathEye: A Forward-Looking Ultrasound Catheter for Image-Guided Cardiovascular Procedures	238
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation	237
Uncertainty Estimation for Heatmap-Based Landmark Localization	185
Patient-by-Patient Deep Transfer Learning for Drug-Response Profiling Using Confocal Fluorescence Microscopy of Pediatric Patient-Derived Tumor-Cell Spheroids	185
Improving Self-Supervised Medical Image Pre-Training by Early Alignment With Human Eye Gaze Information	179
Fourier Diffusion Models: A Method to Control MTF and NPS in Score-Based Stochastic Image Generation	176
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging	171
Learning Brain Dynamics of Evolving Manifold Functional MRI Data Using Geometric-Attention Neural Network	169
A Trust-Guided Approach to MR Image Reconstruction with Side Information	164
Prior Knowledge-Aware Fusion Network for Prediction of Macrovascular Invasion in Hepatocellular Carcinoma	163
Multimodal MRI Reconstruction Assisted With Spatial Alignment Network	161
Polar Subarea-Aware Fusion Net for Posterior Eyeball Shape Reconstruction	156
A Fully Differentiable Framework for 2D/3D Registration and the Projective Spatial Transformers	155
Facilitate Robust Early Screening of Cerebral Palsy via General Movements Assessment with Multi-Modality Co-Learning	155
Robust Vascular Segmentation for Raw Complex Images of Laser Speckle Contrast Based on Weakly Supervised Learning	152
DIFFnet: Diffusion Parameter Mapping Network Generalized for Input Diffusion Gradient Schemes and b-Value	152
Optimizing Full 3D SPARKLING Trajectories for High-Resolution Magnetic Resonance Imaging	149
Embedding Tasks Into the Latent Space: Cross-Space Consistency for Multi-Dimensional Analysis in Echocardiography	138
DiffBoost: Enhancing Medical Image Segmentation via Text-Guided Diffusion Model	138

I³Net: Inter-Intra-Slice Interpolation Network for Medical Slice Synthesis	137
Integrating Domain Knowledge Into Deep Networks for Lung Ultrasound With Applications to COVID-19	135
Translation Consistent Semi-Supervised Segmentation for 3D Medical Images	132
Echocardiography Video Segmentation via Neighborhood Correlation Mining	131
FRODO: An In-Depth Analysis of a System to Reject Outlier Samples From a Trained Neural Network	128
Semi-Supervised Medical Image Segmentation Using Cross-Style Consistency With Shape-Aware and Local Context Constraints	116
COSST: Multi-Organ Segmentation With Partially Labeled Datasets Using Comprehensive Supervisions and Self-Training	115
FPL+: Filtered Pseudo Label-Based Unsupervised Cross-Modality Adaptation for 3D Medical Image Segmentation	114
FONT-SIR: Fourth-Order Nonlocal Tensor Decomposition Model for Spectral CT Image Reconstruction	107
CKD-TransBTS: Clinical Knowledge-Driven Hybrid Transformer With Modality-Correlated Cross-Attention for Brain Tumor Segmentation	105
Ultra-Widefield OCT Angiography	102
Learned Tensor Neural Network Texture Prior for Photon-Counting CT Reconstruction	101
Volumetric Fetal Flow Imaging With Magnetic Resonance Imaging	94
Federated Cycling (FedCy): Semi-Supervised Federated Learning of Surgical Phases	92
A Riemannian Framework for Structurally Curated Functional Clustering of Brain White Matter Fibers	90
JustRAIGS: Justified Referral in AI Glaucoma Screening Challenge	88
IEEE Nuclear Science Symposium	88
MSMFN: An Ultrasound Based Multi-Step Modality Fusion Network for Identifying the Histologic Subtypes of Metastatic Cervical Lymphadenopathy	87
Mitigating Data Consistency Induced Discrepancy in Cascaded Diffusion Models for Sparse-View CT Reconstruction	87
Real-Time 3D Microwave Medical Imaging With Enhanced Variational Born Iterative Method	86
Online Teaching: Distilling Decomposed Multimodal Knowledge for Breast Cancer Biomarker Prediction	86
Effective Semi-Supervised Medical Image Segmentation With Probabilistic Representations and Prototype Learning	85
Efficient Large-Deformation Medical Image Registration via Recurrent Dynamic Correlation	84
Masked Deformation Modeling for Volumetric Brain MRI Self-Supervised Pre-Training	83
Topicwise Separable Sentence Retrieval for Medical Report Generation	82
CT Diagnostic Mode-Oriented and Cross Difficulty-Aware Network for Pulmonary Embolism Segmentation	81
Unsupervised High-Order Implicit Neural Representation with Line Attention for Metal Artifact Reduction	81
Learning From Incorrectness: Active Learning With Negative Pre-Training and Curriculum Querying for Histological Tissue Classification	80
Split Ring Resonator Topology Based Microwave Induced Thermoacoustic Imaging (SRR-MTAI)	80
Histo-Genomic Knowledge Association for Cancer Prognosis From Histopathology Whole Slide Images	80
Structural Attention Graph Neural Network for Diagnosis and Prediction of COVID-19 Severity	80
SD-RetinaNet: Topologically Constrained Semi-Supervised Retinal Lesion and Layer Segmentation in OCT	80
Diffusion Models for Counterfactual Generation and Anomaly Detection in Brain Images	79
Dual Polarization Modality Fusion Network for Assisting Pathological Diagnosis	78
Points-Supervised Fundus Vessel Segmentation via Shape Priors and Contrastive Learning	77
Joint Optimization of k-t Sampling Pattern and Reconstruction of DCE MRI for Pharmacokinetic Parameter Estimation	75
Assessing the Capacity of a Denoising Diffusion Probabilistic Model to Reproduce Spatial Context	74
Encoder-Decoder Contrast for Unsupervised Anomaly Detection in Medical Images	73
ULTRA-SR Challenge: Assessment of Ultrasound Localization and TRacking Algorithms for Super-Resolution Imaging	73
New Theory and Faster Computations for Subspace-Based Sensitivity Map Estimation in Multichannel MRI	72
3D MedDiffusion: A 3D Medical Latent Diffusion Model for Controllable and High-Quality Medical Image Generation	72
Correction for Mechanical Inaccuracies in a Scanning Talbot-Lau Interferometer	72
Parameterized Gompertz-Guided Morphological AutoEncoder for Predicting Pulmonary Nodule Growth	71
EviVLM: When Evidential Learning Meets Vision Language Model for Medical Image Segmentation	70
Ultrasound-Aided Large-Scale Optoacoustic Microscopy for Volumetric Angiography and Oximetry	70