IEEE Transactions on Medical Imaging

Papers
(The median citation count of IEEE Transactions on Medical Imaging is 7. 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 2021-07-01 to 2025-07-01.)
ArticleCitations
Manifold Regularizer for High-Resolution fMRI Joint Reconstruction and Dynamic Quantification351
Table of Contents313
Table of Contents293
Table of Contents221
Table of Contents214
The CathEye: A Forward-Looking Ultrasound Catheter for Image-Guided Cardiovascular Procedures213
Improving Self-Supervised Medical Image Pre-Training by Early Alignment with Human Eye Gaze Information205
Ultra-Widefield OCT Angiography185
Federated Cycling (FedCy): Semi-Supervised Federated Learning of Surgical Phases185
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation165
Patient-by-Patient Deep Transfer Learning for Drug-Response Profiling Using Confocal Fluorescence Microscopy of Pediatric Patient-Derived Tumor-Cell Spheroids157
Fourier Diffusion Models: A Method to Control MTF and NPS in Score-Based Stochastic Image Generation155
Optimizing Full 3D SPARKLING Trajectories for High-Resolution Magnetic Resonance Imaging146
Continuous Conversion of CT Kernel Using Switchable CycleGAN With AdaIN145
COSST: Multi-Organ Segmentation With Partially Labeled Datasets Using Comprehensive Supervisions and Self-Training142
Uncertainty Estimation for Heatmap-Based Landmark Localization141
Learned Tensor Neural Network Texture Prior for Photon-Counting CT Reconstruction136
Volumetric Fetal Flow Imaging With Magnetic Resonance Imaging134
Translation Consistent Semi-Supervised Segmentation for 3D Medical Images134
DIFFnet: Diffusion Parameter Mapping Network Generalized for Input Diffusion Gradient Schemes and b-Value133
Integrating Domain Knowledge Into Deep Networks for Lung Ultrasound With Applications to COVID-19132
Learning Brain Dynamics of Evolving Manifold Functional MRI Data Using Geometric-Attention Neural Network129
A Unified Framework for Generalized Low-Shot Medical Image Segmentation With Scarce Data125
A Riemannian Framework for Structurally Curated Functional Clustering of Brain White Matter Fibers119
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging118
Prior Knowledge-Aware Fusion Network for Prediction of Macrovascular Invasion in Hepatocellular Carcinoma116
Embedding Tasks Into the Latent Space: Cross-Space Consistency for Multi-Dimensional Analysis in Echocardiography116
FPL+: Filtered Pseudo Label-Based Unsupervised Cross-Modality Adaptation for 3D Medical Image Segmentation116
FONT-SIR: Fourth-Order Nonlocal Tensor Decomposition Model for Spectral CT Image Reconstruction112
FRODO: An In-Depth Analysis of a System to Reject Outlier Samples From a Trained Neural Network112
A Fully Differentiable Framework for 2D/3D Registration and the Projective Spatial Transformers111
Robust Vascular Segmentation for Raw Complex Images of Laser Speckle Contrast Based on Weakly Supervised Learning108
CKD-TransBTS: Clinical Knowledge-Driven Hybrid Transformer With Modality-Correlated Cross-Attention for Brain Tumor Segmentation108
Semi-Supervised Medical Image Segmentation Using Cross-Style Consistency With Shape-Aware and Local Context Constraints103
I³Net: Inter-Intra-Slice Interpolation Network for Medical Slice Synthesis102
Multimodal MRI Reconstruction Assisted With Spatial Alignment Network102
DiffBoost: Enhancing Medical Image Segmentation via Text-Guided Diffusion Model101
IEEE Nuclear Science Symposium99
Topicwise Separable Sentence Retrieval for Medical Report Generation98
Masked Deformation Modeling for Volumetric Brain MRI Self-Supervised Pre-Training94
Magnetic Resonance Electrical Properties Tomography Based on Modified Physics- Informed Neural Network and Multiconstraints92
Multi-Band Brain Network Analysis for Functional Neuroimaging Biomarker Identification90
Parameterized Gompertz-Guided Morphological AutoEncoder for Predicting Pulmonary Nodule Growth90
Real-Time 3D Microwave Medical Imaging With Enhanced Variational Born Iterative Method90
Eye-Gaze-Guided Vision Transformer for Rectifying Shortcut Learning88
Effective Semi-Supervised Medical Image Segmentation With Probabilistic Representations and Prototype Learning88
Assessing the Capacity of a Denoising Diffusion Probabilistic Model to Reproduce Spatial Context87
VibNet: Vibration-Boosted Needle Detection in Ultrasound Images87
A Local and Global Feature Disentangled Network: Toward Classification of Benign-Malignant Thyroid Nodules From Ultrasound Image86
CATD: Unified Representation Learning for EEG-to-fMRI Cross-Modal Generation84
Optical Co-Registration Method of Triaxial OPM-MEG and MRI84
Correction for Mechanical Inaccuracies in a Scanning Talbot-Lau Interferometer81
X-Ray Scatter Estimation Using Deep Splines79
Cross-Modal Conditioned Reconstruction for Language-Guided Medical Image Segmentation78
Mitigating Data Consistency Induced Discrepancy in Cascaded Diffusion Models for Sparse-view CT Reconstruction78
Multi-Modal Tumor Segmentation With Deformable Aggregation and Uncertain Region Inpainting78
Joint Optimization of k-t Sampling Pattern and Reconstruction of DCE MRI for Pharmacokinetic Parameter Estimation78
Homotopic Gradients of Generative Density Priors for MR Image Reconstruction74
Attention-Aware Non-Rigid Image Registration for Accelerated MR Imaging74
Photoacoustic Tomography Image Restoration With Measured Spatially Variant Point Spread Functions74
BCNet: Bronchus Classification via Structure Guided Representation Learning73
MSMFN: An Ultrasound Based Multi-Step Modality Fusion Network for Identifying the Histologic Subtypes of Metastatic Cervical Lymphadenopathy73
ULTRA-SR Challenge: Assessment of Ultrasound Localization and TRacking Algorithms for Super-Resolution Imaging73
Realistic Lung Nodule Synthesis With Multi-Target Co-Guided Adversarial Mechanism72
Learning From Incorrectness: Active Learning With Negative Pre-Training and Curriculum Querying for Histological Tissue Classification71
Phase Aberration Correction for In Vivo Ultrasound Localization Microscopy Using a Spatiotemporal Complex-Valued Neural Network71
Diffusion Models for Counterfactual Generation and Anomaly Detection in Brain Images71
Low-Dose CT Denoising via Sinogram Inner-Structure Transformer70
Split Ring Resonator Topology Based Microwave Induced Thermoacoustic Imaging (SRR-MTAI)70
Proxy-Bridged Image Reconstruction Network for Anomaly Detection in Medical Images70
Encoder-Decoder Contrast for Unsupervised Anomaly Detection in Medical Images70
Multitask Deep Learning Reconstruction and Localization of Lesions in Limited Angle Diffuse Optical Tomography70
Dual Polarization Modality Fusion Network for Assisting Pathological Diagnosis69
Structural Attention Graph Neural Network for Diagnosis and Prediction of COVID-19 Severity67
MR Image Denoising and Super-Resolution Using Regularized Reverse Diffusion65
New Theory and Faster Computations for Subspace-Based Sensitivity Map Estimation in Multichannel MRI65
Ultrasound-Aided Large-Scale Optoacoustic Microscopy for Volumetric Angiography and Oximetry65
Rotation-Oriented Collaborative Self-Supervised Learning for Retinal Disease Diagnosis65
AAU-Net: An Adaptive Attention U-Net for Breast Lesions Segmentation in Ultrasound Images65
DEQ-MPI: A Deep Equilibrium Reconstruction With Learned Consistency for Magnetic Particle Imaging64
Learning Whole Heart Mesh Generation From Patient Images for Computational Simulations64
DSI-Net: Deep Synergistic Interaction Network for Joint Classification and Segmentation With Endoscope Images64
OIF-Net: An Optical Flow Registration-Based PET/MR Cross-Modal Interactive Fusion Network for Low-Count Brain PET Image Denoising64
Spach Transformer: Spatial and Channel-Wise Transformer Based on Local and Global Self-Attentions for PET Image Denoising63
Unsupervised Domain Adaptation for Medical Image Segmentation by Disentanglement Learning and Self-Training63
ResViT: Residual Vision Transformers for Multimodal Medical Image Synthesis62
Histo-Genomic Knowledge Association for Cancer Prognosis From Histopathology Whole Slide Images62
Boundary-guided Contrastive Learning for Semi-supervised Medical Image Segmentation61
An Energy Matching Vessel Segmentation Framework in 3-D Medical Images61
Reducing the Effects of Motion Artifacts in fMRI: A Structured Matrix Completion Approach61
Improved Spiral Projection MR Fingerprinting via Memory-Efficient Synergic Optimization of 3D Spiral Trajectory, Image Reconstruction and Parameter Estimation (SOTIP)61
Concurrent Ischemic Lesion Age Estimation and Segmentation of CT Brain Using a Transformer-Based Network61
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in Segmentation60
Imaging of Single Transducer-Harmonic Motion Imaging-Derived Displacements at Several Oscillation Frequencies Simultaneously60
Developing Explainable Deep Model for Discovering Novel Control Mechanism of Neuro-Dynamics60
Coarse–Super-Resolution–Fine Network (CoSF-Net): A Unified End-to-End Neural Network for 4D-MRI With Simultaneous Motion Estimation and Super-Resolution59
Attention-Guided Learning With Feature Reconstruction for Skin Lesion Diagnosis Using Clinical and Ultrasound Images59
Do as Sonographers Think: Contrast-Enhanced Ultrasound for Thyroid Nodules Diagnosis via Microvascular Infiltrative Awareness59
Disease-Grading Networks with Asymmetric Gaussian Distribution for Medical Imaging58
Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning58
Multi-Center Fetal Brain Tissue Annotation (FeTA) Challenge 2022 Results58
Multi-Scale Feature Alignment for Continual Learning of Unlabeled Domains57
Machine Learning-Enabled High-Resolution Dynamic Deuterium MR Spectroscopic Imaging57
Embryo Grading With Unreliable Labels Due to Chromosome Abnormalities by Regularized PU Learning With Ranking56
RF-ULM: Ultrasound Localization Microscopy Learned From Radio-Frequency Wavefronts55
Downsampled Imaging Geometric Modeling for Accurate CT Reconstruction via Deep Learning54
3D Vascular Segmentation Supervised by 2D Annotation of Maximum Intensity Projection54
Multimodal Connectivity-Based Individual Parcellation and Analysis for Humans and Rhesus Monkeys54
UniChest: Conquer-and-Divide Pre-Training for Multi-Source Chest X-Ray Classification54
Slide-based Graph Collaborative Training for Histopathology Whole Slide Image Analysis53
ToPoFM: Topology-Guided Pathology Foundation Model for High-Resolution Pathology Image Synthesis with Cellular-Level Control53
Unpaired Cross-Modality Educed Distillation (CMEDL) for Medical Image Segmentation53
Automatic 4D Flow MRI Segmentation Using the Standardized Difference of Means Velocity53
Recruiting Teacher IF Modality for Nephropathy Diagnosis: A Customized Distillation Method With Attention-Based Diffusion Network53
Conservative Finite Element Modeling of EEG and MEG on Unstructured Grids53
Landmark-Free Preoperative-to-Intraoperative Registration in Laparoscopic Liver Resection52
PST-Diff: Achieving High-Consistency Stain Transfer by Diffusion Models With Pathological and Structural Constraints52
Self-Supervised Deep Unrolled Reconstruction Using Regularization by Denoising52
Dynamic Myocardial Ultrasound Localization Angiography52
Dual Adversarial Attention Mechanism for Unsupervised Domain Adaptive Medical Image Segmentation52
Sam’s Net: A Self-Augmented Multistage Deep-Learning Network for End-to-End Reconstruction of Limited Angle CT52
Shapley Values-Enabled Progressive Pseudo Bag Augmentation for Whole-Slide Image Classification52
Prompt-Agent-Driven Integration of Foundation Model Priors for Low-Count PET Reconstruction52
Leveraging Input-Level Feature Deformation With Guided-Attention for Sulcal Labeling51
Generative Consistency for Semi-Supervised Cerebrovascular Segmentation From TOF-MRA50
Deep Convolutional Neural Network With Adversarial Training for Denoising Digital Breast Tomosynthesis Images50
NeSVoR: Implicit Neural Representation for Slice-to-Volume Reconstruction in MRI50
In Vivo Pulsatility Measurement of Cerebral Microcirculation in Rodents Using Dynamic Ultrasound Localization Microscopy50
Exploring Segment-Level Semantics for Online Phase Recognition From Surgical Videos50
A Graph-Transformer for Whole Slide Image Classification49
A Deformable Constraint Transport Network for Optimal Aortic Segmentation From CT Images49
WeakMedSAM: Weakly-Supervised Medical Image Segmentation via SAM with Sub-Class Exploration and Prompt Affinity Mining49
EAG-RS: A Novel Explainability-Guided ROI-Selection Framework for ASD Diagnosis via Inter-Regional Relation Learning49
Toward Enabling Cardiac Digital Twins of Myocardial Infarction Using Deep Computational Models for Inverse Inference49
Compete to Win: Enhancing Pseudo Labels for Barely-Supervised Medical Image Segmentation49
Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles49
Semi-Supervised Standard-Dose PET Image Generation via Region-Adaptive Normalization and Structural Consistency Constraint49
MoNuSAC2020: A Multi-Organ Nuclei Segmentation and Classification Challenge48
Federated Partially Supervised Learning With Limited Decentralized Medical Images48
Table of Contents47
Learning Robust Shape Regularization for Generalizable Medical Image Segmentation47
Acceleration Strategies for MR-STAT: Achieving High-Resolution Reconstructions on a Desktop PC Within 3 Minutes47
Dynamic Contrast-Enhanced Ultrasound Modeling of an Analog to Pseudo-Diffusivity in Intravoxel Incoherent Motion Magnetic Resonance Imaging46
Memory-Augmented Capsule Network for Adaptable Lung Nodule Classification46
Surgical Tattoos in Infrared: A Dataset for Quantifying Tissue Tracking and Mapping46
Heterogeneous Graph Representation Learning Framework for Resting-State Functional Connectivity Analysis46
Subspace Model-Assisted Deep Learning for Improved Image Reconstruction46
A Linearized Fit Model for Robust Shape Parameterization of FET-PET TACs46
A Causality-Driven Graph Convolutional Network for Postural Abnormality Diagnosis in Parkinsonians45
Lung Cancer Screening Classification by Sequential Multi-Instance Learning (SMILE) Framework with Multiple CT Scans45
Multi-Task Distributed Learning Using Vision Transformer With Random Patch Permutation45
DistAL: A Domain-Shift Active Learning Framework with Transferable Feature Learning for Lesion Detection45
Deep Interactive Denoiser (DID) for X-Ray Computed Tomography44
Supplemental Transmission Aided Attenuation Correction for Quantitative Cardiac PET44
DuDoCFNet: Dual-Domain Coarse-to-Fine Progressive Network for Simultaneous Denoising, Limited-View Reconstruction, and Attenuation Correction of Cardiac SPECT44
Low-Dose CT Image Synthesis for Domain Adaptation Imaging Using a Generative Adversarial Network With Noise Encoding Transfer Learning43
Structural Priors Guided Network for the Corneal Endothelial Cell Segmentation43
A Hybrid Approach for Approximating the Ideal Observer for Joint Signal Detection and Estimation Tasks by Use of Supervised Learning and Markov-Chain Monte Carlo Methods43
SPLIT: Statistical Positronium Lifetime Image Reconstruction via Time-Thresholding43
One-Shot Generative Prior in Hankel-k-Space for Parallel Imaging Reconstruction43
DiffMIC-v2: Medical Image Classification via Improved Diffusion Network43
LSKANet: Long Strip Kernel Attention Network for Robotic Surgical Scene Segmentation43
Information-Theoretic Analysis of Multimodal Image Translation43
3D Virtual Histopathology by Phase-Contrast X-Ray Micro-CT for Follicular Thyroid Neoplasms42
HAMIL: High-Resolution Activation Maps and Interleaved Learning for Weakly Supervised Segmentation of Histopathological Images42
A Deep Learning Method for Motion Artifact Correction in Intravascular Photoacoustic Image Sequence42
Adaptive and Iterative Learning With Multi-Perspective Regularizations for Metal Artifact Reduction42
Progressive Perception Learning for Main Coronary Segmentation in X-Ray Angiography42
Efficient Multi-Organ Segmentation From 3D Abdominal CT Images With Lightweight Network and Knowledge Distillation42
An Organ-Aware Diagnosis Framework for Radiology Report Generation41
Bidirectional Mapping Generative Adversarial Networks for Brain MR to PET Synthesis41
Organ-DETR: Organ Detection via Transformers40
Self-Supervised Digital Histopathology Image Disentanglement for Arbitrary Domain Stain Transfer40
A 3D Tubular Flux Model for Centerline Extraction in Neuron Volumetric Images39
Deep Learning on Multiphysical Features and Hemodynamic Modeling for Abdominal Aortic Aneurysm Growth Prediction39
Knowledge-Driven Framework for Anatomical Landmark Annotation in Laparoscopic Surgery39
CGNet: A Correlation-Guided Registration Network for Unsupervised Deformable Image Registration39
Attributed Abnormality Graph Embedding for Clinically Accurate X-Ray Report Generation39
Full-Wave Image Reconstruction in Transcranial Photoacoustic Computed Tomography Using a Finite Element Method39
Deep Relation Learning for Regression and Its Application to Brain Age Estimation39
Disentangling Normal Aging From Severity of Disease via Weak Supervision on Longitudinal MRI39
Robust PCA Unrolling Network for Super-Resolution Vessel Extraction in X-Ray Coronary Angiography39
Benchmarking of Deep Architectures for Segmentation of Medical Images39
Deep Volumetric Descriptor Learning for Dense Correspondence of Cone-Beam Computed Tomography via Spectral Maps39
Unsupervised CT Metal Artifact Reduction by Plugging Diffusion Priors in Dual Domains38
Federated Domain Adaptation via Transformer for Multi-Site Alzheimer’s Disease Diagnosis38
VQAMix: Conditional Triplet Mixup for Medical Visual Question Answering38
SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation38
Global and Local Feature Reconstruction for Medical Image Segmentation38
DSMT-Net: Dual Self-Supervised Multi-Operator Transformation for Multi-Source Endoscopic Ultrasound Diagnosis38
Artifact Detection and Restoration in Histology Images With Stain-Style and Structural Preservation38
Patient-Adaptive Population-Based Modeling of Arterial Input Functions37
Generation of Anatomically Inspired Human Airway Tree Using Electrical Impedance Tomography: A Method to Estimate Regional Lung Filling Characteristics37
Prototype Learning Guided Hybrid Network for Breast Tumor Segmentation in DCE-MRI37
Model-Based Quantitative Elasticity Reconstruction Using ADMM37
Disease-informed Adaptation of Vision-Language Models37
IEEE Transactions on Medical Imaging information for authors37
Automatic Brain Midline Surface Delineation on 3D CT Images With Intracranial Hemorrhage37
Editorial37
SE(3)-Equivariant and Noise-Invariant 3D Rigid Motion Tracking in Brain MRI36
MRI Motion Correction Through Disentangled CycleGAN Based on Multi-Mask K-Space Subsampling36
Decentralized Personalization for Federated Medical Image Segmentation via Gossip Contrastive Mutual Learning36
Separating Stimulus-Induced and Background Components of Dynamic Functional Connectivity in Naturalistic fMRI36
Feature Masking on Non-Overlapping Regions for Detecting Dense Cells in Blood Smear Image35
UHR-DeepFMT: Ultra-High Spatial Resolution Reconstruction of Fluorescence Molecular Tomography Based on 3-D Fusion Dual-Sampling Deep Neural Network35
STARTS: A Self-Adapted Spatio-Temporal Framework for Automatic E/MEG Source Imaging35
Table of Contents35
Blind Image Quality Assessment for Pathological Microscopic Image Under Screen and Immersion Scenarios35
Video-Instrument Synergistic Network for Referring Video Instrument Segmentation in Robotic Surgery35
An Annotation-Free Restoration Network for Cataractous Fundus Images35
PathAL: An Active Learning Framework for Histopathology Image Analysis35
TAFL: Task-Agnostic Feature Learner for Efficient Adaptation to Unseen Clinical Tasks based on Whole-Slide Histopathological Images35
MRI Information-Based Correction and Restoration of Photoacoustic Tomography34
Simulation of Postoperative Facial Appearances via Geometric Deep Learning for Efficient Orthognathic Surgical Planning34
Multi-Connectivity Representation Learning Network for Major Depressive Disorder Diagnosis34
DSNet: A Dual-Stream Framework for Weakly-Supervised Gigapixel Pathology Image Analysis34
Circle Representation for Medical Object Detection34
Age-Net: An MRI-Based Iterative Framework for Brain Biological Age Estimation33
Cyclic Learning: Bridging Image-Level Labels and Nuclei Instance Segmentation33
HiCur-NPC: Hierarchical Feature Fusion Curriculum Learning for Multi-Modal Foundation Model in Nasopharyngeal Carcinoma33
Privacy-Net: An Adversarial Approach for Identity-Obfuscated Segmentation of Medical Images33
Distance Regression Enhanced With Temporal Information Fusion and Adversarial Training for Robot-Assisted Endomicroscopy33
Ultrasound Report Generation With Cross-Modality Feature Alignment via Unsupervised Guidance33
Learning and Segmenting Dense Voxel Embeddings for 3D Neuron Reconstruction33
BrainMass: Advancing Brain Network Analysis for Diagnosis With Large-Scale Self-Supervised Learning32
TT U-Net: Temporal Transformer U-Net for Motion Artifact Reduction Using PAD (Pseudo All-Phase Clinical-Dataset) in Cardiac CT32
Merging Context Clustering With Visual State Space Models for Medical Image Segmentation32
SWENet: A Physics-Informed Deep Neural Network (PINN) for Shear Wave Elastography32
Editorial Flagship Toward the Future32
De-Noising of Photoacoustic Microscopy Images by Attentive Generative Adversarial Network32
Bayesian Collaborative Learning for Whole-Slide Image Classification32
DSC-Recon: Dual-Stage Complementary 4-D Organ Reconstruction From X-Ray Image Sequence for Intraoperative Fusion32
Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation31
Functional Parcellation of Human Brain Using Localized Topo-Connectivity Mapping31
Correction of Motion Artifacts in Dark-Field Radiography of the Human Chest31
On the Importance of Low-Frequency Signals in Functional and Molecular Photoacoustic Computed Tomography31
Surface-Based Probabilistic Fiber Tracking in Superficial White Matter31
Erratum to “Realistic Lung Nodule Synthesis With Multi-Target Co-Guided Adversarial Mechanism”31
Graph Node Based Interpretability Guided Sample Selection for Active Learning31
Unsupervised Histological Image Registration Using Structural Feature Guided Convolutional Neural Network31
Ultrafast Online Clutter Filtering for Ultrasound Microvascular Imaging31
Context-Aware Real-Time Semantic View Expansion of Intraoperative 4D OCT31
Adversarial Medical Image With Hierarchical Feature Hiding31
Map3D: Registration-Based Multi-Object Tracking on 3D Serial Whole Slide Images31
AsyDisNet: Scalable Mammographic Asymmetry and Architectural Distortion Detection With Angle-Based Quadruplet Loss31
Graph Attention U-Net for Retinal Layer Surface Detection and Choroid Neovascularization Segmentation in OCT Images31
Two-Stage Structure-Focused Contrastive Learning for Automatic Identification and Localization of Complex Pelvic Fractures30
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation30
MOOD 2020: A Public Benchmark for Out-of-Distribution Detection and Localization on Medical Images30
A Model-Based Iterative Learning Approach for Diffuse Optical Tomography30
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