IEEE Transactions on Medical Imaging

Papers
(The TQCC of IEEE Transactions on Medical Imaging is 20. 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 2021-06-01 to 2025-06-01.)
ArticleCitations
Manifold Regularizer for High-Resolution fMRI Joint Reconstruction and Dynamic Quantification345
Table of Contents307
Table of Contents291
Table of Contents209
Table of Contents208
Uncertainty Estimation for Heatmap-Based Landmark Localization205
The CathEye: A Forward-Looking Ultrasound Catheter for Image-Guided Cardiovascular Procedures199
Improving Self-Supervised Medical Image Pre-Training by Early Alignment with Human Eye Gaze Information182
DIFFnet: Diffusion Parameter Mapping Network Generalized for Input Diffusion Gradient Schemes and b-Value178
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation160
Translation Consistent Semi-Supervised Segmentation for 3D Medical Images152
Federated Cycling (FedCy): Semi-Supervised Federated Learning of Surgical Phases148
Patient-by-Patient Deep Transfer Learning for Drug-Response Profiling Using Confocal Fluorescence Microscopy of Pediatric Patient-Derived Tumor-Cell Spheroids142
I³Net: Inter-Intra-Slice Interpolation Network for Medical Slice Synthesis139
A Fully Differentiable Framework for 2D/3D Registration and the Projective Spatial Transformers138
Fourier Diffusion Models: A Method to Control MTF and NPS in Score-Based Stochastic Image Generation136
Learned Tensor Neural Network Texture Prior for Photon-Counting CT Reconstruction133
Optimizing Full 3D SPARKLING Trajectories for High-Resolution Magnetic Resonance Imaging133
Continuous Conversion of CT Kernel Using Switchable CycleGAN With AdaIN131
COSST: Multi-Organ Segmentation With Partially Labeled Datasets Using Comprehensive Supervisions and Self-Training129
Volumetric Fetal Flow Imaging With Magnetic Resonance Imaging128
Robust Vascular Segmentation for Raw Complex Images of Laser Speckle Contrast Based on Weakly Supervised Learning125
DiffBoost: Enhancing Medical Image Segmentation via Text-Guided Diffusion Model122
FONT-SIR: Fourth-Order Nonlocal Tensor Decomposition Model for Spectral CT Image Reconstruction114
Ultra-Widefield OCT Angiography114
Prior Knowledge-Aware Fusion Network for Prediction of Macrovascular Invasion in Hepatocellular Carcinoma113
A Unified Framework for Generalized Low-Shot Medical Image Segmentation With Scarce Data112
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging110
Learning Brain Dynamics of Evolving Manifold Functional MRI Data Using Geometric-Attention Neural Network108
A Riemannian Framework for Structurally Curated Functional Clustering of Brain White Matter Fibers106
FRODO: An In-Depth Analysis of a System to Reject Outlier Samples From a Trained Neural Network104
FPL+: Filtered Pseudo Label-Based Unsupervised Cross-Modality Adaptation for 3D Medical Image Segmentation103
CKD-TransBTS: Clinical Knowledge-Driven Hybrid Transformer With Modality-Correlated Cross-Attention for Brain Tumor Segmentation100
Semi-Supervised Medical Image Segmentation Using Cross-Style Consistency With Shape-Aware and Local Context Constraints100
Integrating Domain Knowledge Into Deep Networks for Lung Ultrasound With Applications to COVID-1999
Embedding Tasks Into the Latent Space: Cross-Space Consistency for Multi-Dimensional Analysis in Echocardiography98
Multimodal MRI Reconstruction Assisted With Spatial Alignment Network98
IEEE Nuclear Science Symposium97
Topicwise Separable Sentence Retrieval for Medical Report Generation97
Masked Deformation Modeling for Volumetric Brain MRI Self-Supervised Pre-Training92
DEQ-MPI: A Deep Equilibrium Reconstruction With Learned Consistency for Magnetic Particle Imaging88
Magnetic Resonance Electrical Properties Tomography Based on Modified Physics- Informed Neural Network and Multiconstraints88
Real-Time 3D Microwave Medical Imaging With Enhanced Variational Born Iterative Method85
New Theory and Faster Computations for Subspace-Based Sensitivity Map Estimation in Multichannel MRI85
Parameterized Gompertz-Guided Morphological AutoEncoder for Predicting Pulmonary Nodule Growth85
VibNet: Vibration-Boosted Needle Detection in Ultrasound Images84
Dual Polarization Modality Fusion Network for Assisting Pathological Diagnosis84
Multi-Band Brain Network Analysis for Functional Neuroimaging Biomarker Identification84
Effective Semi-Supervised Medical Image Segmentation With Probabilistic Representations and Prototype Learning83
Histo-Genomic Knowledge Association for Cancer Prognosis From Histopathology Whole Slide Images83
Multi-Modal Tumor Segmentation With Deformable Aggregation and Uncertain Region Inpainting82
ULTRA-SR Challenge: Assessment of Ultrasound Localization and TRacking Algorithms for Super-Resolution Imaging80
CATD: Unified Representation Learning for EEG-to-fMRI Cross-Modal Generation79
Split Ring Resonator Topology Based Microwave Induced Thermoacoustic Imaging (SRR-MTAI)79
Correction for Mechanical Inaccuracies in a Scanning Talbot-Lau Interferometer77
X-Ray Scatter Estimation Using Deep Splines76
Mitigating Data Consistency Induced Discrepancy in Cascaded Diffusion Models for Sparse-view CT Reconstruction75
Joint Optimization of k-t Sampling Pattern and Reconstruction of DCE MRI for Pharmacokinetic Parameter Estimation75
Cross-Modal Conditioned Reconstruction for Language-Guided Medical Image Segmentation74
Attention-Aware Non-Rigid Image Registration for Accelerated MR Imaging73
Eye-Gaze-Guided Vision Transformer for Rectifying Shortcut Learning73
Optical Co-Registration Method of Triaxial OPM-MEG and MRI72
OIF-Net: An Optical Flow Registration-Based PET/MR Cross-Modal Interactive Fusion Network for Low-Count Brain PET Image Denoising72
Multitask Deep Learning Reconstruction and Localization of Lesions in Limited Angle Diffuse Optical Tomography71
Realistic Lung Nodule Synthesis With Multi-Target Co-Guided Adversarial Mechanism70
Encoder-Decoder Contrast for Unsupervised Anomaly Detection in Medical Images69
A Local and Global Feature Disentangled Network: Toward Classification of Benign-Malignant Thyroid Nodules From Ultrasound Image69
Ultrasound-Aided Large-Scale Optoacoustic Microscopy for Volumetric Angiography and Oximetry69
Homotopic Gradients of Generative Density Priors for MR Image Reconstruction68
Low-Dose CT Denoising via Sinogram Inner-Structure Transformer68
Rotation-Oriented Collaborative Self-Supervised Learning for Retinal Disease Diagnosis68
Structural Attention Graph Neural Network for Diagnosis and Prediction of COVID-19 Severity68
Diffusion Models for Counterfactual Generation and Anomaly Detection in Brain Images67
Photoacoustic Tomography Image Restoration With Measured Spatially Variant Point Spread Functions66
Unsupervised Domain Adaptation for Medical Image Segmentation by Disentanglement Learning and Self-Training66
MR Image Denoising and Super-Resolution Using Regularized Reverse Diffusion66
MSMFN: An Ultrasound Based Multi-Step Modality Fusion Network for Identifying the Histologic Subtypes of Metastatic Cervical Lymphadenopathy65
Spach Transformer: Spatial and Channel-Wise Transformer Based on Local and Global Self-Attentions for PET Image Denoising65
Phase Aberration Correction for In Vivo Ultrasound Localization Microscopy Using a Spatiotemporal Complex-Valued Neural Network65
BCNet: Bronchus Classification via Structure Guided Representation Learning65
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
Learning From Incorrectness: Active Learning With Negative Pre-Training and Curriculum Querying for Histological Tissue Classification64
Assessing the Capacity of a Denoising Diffusion Probabilistic Model to Reproduce Spatial Context64
ResViT: Residual Vision Transformers for Multimodal Medical Image Synthesis64
Reducing the Effects of Motion Artifacts in fMRI: A Structured Matrix Completion Approach61
Proxy-Bridged Image Reconstruction Network for Anomaly Detection in Medical Images61
AAU-Net: An Adaptive Attention U-Net for Breast Lesions Segmentation in Ultrasound Images61
Improved Spiral Projection MR Fingerprinting via Memory-Efficient Synergic Optimization of 3D Spiral Trajectory, Image Reconstruction and Parameter Estimation (SOTIP)61
Learning With Context Feedback Loop for Robust Medical Image Segmentation60
An Energy Matching Vessel Segmentation Framework in 3-D Medical Images60
Boundary-guided Contrastive Learning for Semi-supervised Medical Image Segmentation60
Learning Robust Shape Regularization for Generalizable Medical Image Segmentation60
Embryo Grading With Unreliable Labels Due to Chromosome Abnormalities by Regularized PU Learning With Ranking59
A Deformable Constraint Transport Network for Optimal Aortic Segmentation From CT Images59
Imaging of Single Transducer-Harmonic Motion Imaging-Derived Displacements at Several Oscillation Frequencies Simultaneously59
Concurrent Ischemic Lesion Age Estimation and Segmentation of CT Brain Using a Transformer-Based Network59
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in Segmentation58
Developing Explainable Deep Model for Discovering Novel Control Mechanism of Neuro-Dynamics58
Semi-Supervised Standard-Dose PET Image Generation via Region-Adaptive Normalization and Structural Consistency Constraint58
Attention-Guided Learning With Feature Reconstruction for Skin Lesion Diagnosis Using Clinical and Ultrasound Images57
Machine Learning-Enabled High-Resolution Dynamic Deuterium MR Spectroscopic Imaging57
Exploring Segment-Level Semantics for Online Phase Recognition From Surgical Videos57
Leveraging Input-Level Feature Deformation With Guided-Attention for Sulcal Labeling56
Downsampled Imaging Geometric Modeling for Accurate CT Reconstruction via Deep Learning56
Conservative Finite Element Modeling of EEG and MEG on Unstructured Grids55
Prompt-Agent-Driven Integration of Foundation Model Priors for Low-Count PET Reconstruction54
Automatic 4D Flow MRI Segmentation Using the Standardized Difference of Means Velocity54
Coarse–Super-Resolution–Fine Network (CoSF-Net): A Unified End-to-End Neural Network for 4D-MRI With Simultaneous Motion Estimation and Super-Resolution53
ToPoFM: Topology-Guided Pathology Foundation Model for High-Resolution Pathology Image Synthesis with Cellular-Level Control53
Recruiting Teacher IF Modality for Nephropathy Diagnosis: A Customized Distillation Method With Attention-Based Diffusion Network53
Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning53
Unpaired Cross-Modality Educed Distillation (CMEDL) for Medical Image Segmentation52
RF-ULM: Ultrasound Localization Microscopy Learned From Radio-Frequency Wavefronts52
Multi-Center Fetal Brain Tissue Annotation (FeTA) Challenge 2022 Results52
Slide-based Graph Collaborative Training for Histopathology Whole Slide Image Analysis52
Sam’s Net: A Self-Augmented Multistage Deep-Learning Network for End-to-End Reconstruction of Limited Angle CT51
WeakMedSAM: Weakly-Supervised Medical Image Segmentation via SAM with Sub-Class Exploration and Prompt Affinity Mining51
Cascaded Regression Neural Nets for Kidney Localization and Segmentation-free Volume Estimation51
Federated Partially Supervised Learning With Limited Decentralized Medical Images51
Toward Enabling Cardiac Digital Twins of Myocardial Infarction Using Deep Computational Models for Inverse Inference51
Self-Supervised Deep Unrolled Reconstruction Using Regularization by Denoising51
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
Multimodal Connectivity-Based Individual Parcellation and Analysis for Humans and Rhesus Monkeys50
Compete to Win: Enhancing Pseudo Labels for Barely-Supervised Medical Image Segmentation49
Deep Convolutional Neural Network With Adversarial Training for Denoising Digital Breast Tomosynthesis Images49
A Graph-Transformer for Whole Slide Image Classification48
Landmark-Free Preoperative-to-Intraoperative Registration in Laparoscopic Liver Resection48
Dynamic Myocardial Ultrasound Localization Angiography48
Multi-Scale Feature Alignment for Continual Learning of Unlabeled Domains48
Shapley Values-Enabled Progressive Pseudo Bag Augmentation for Whole-Slide Image Classification48
UniChest: Conquer-and-Divide Pre-Training for Multi-Source Chest X-Ray Classification48
Dual Adversarial Attention Mechanism for Unsupervised Domain Adaptive Medical Image Segmentation48
Do as Sonographers Think: Contrast-Enhanced Ultrasound for Thyroid Nodules Diagnosis via Microvascular Infiltrative Awareness47
EAG-RS: A Novel Explainability-Guided ROI-Selection Framework for ASD Diagnosis via Inter-Regional Relation Learning47
Generative Consistency for Semi-Supervised Cerebrovascular Segmentation From TOF-MRA47
3D Vascular Segmentation Supervised by 2D Annotation of Maximum Intensity Projection47
PST-Diff: Achieving High-Consistency Stain Transfer by Diffusion Models With Pathological and Structural Constraints47
MoNuSAC2020: A Multi-Organ Nuclei Segmentation and Classification Challenge47
A Linearized Fit Model for Robust Shape Parameterization of FET-PET TACs46
Acceleration Strategies for MR-STAT: Achieving High-Resolution Reconstructions on a Desktop PC Within 3 Minutes46
Memory-Augmented Capsule Network for Adaptable Lung Nodule Classification46
Table of Contents46
Heterogeneous Graph Representation Learning Framework for Resting-State Functional Connectivity Analysis46
Surgical Tattoos in Infrared: A Dataset for Quantifying Tissue Tracking and Mapping45
Adaptive and Iterative Learning With Multi-Perspective Regularizations for Metal Artifact Reduction45
Full-Wave Image Reconstruction in Transcranial Photoacoustic Computed Tomography Using a Finite Element Method45
A 3D Tubular Flux Model for Centerline Extraction in Neuron Volumetric Images45
A Causality-Driven Graph Convolutional Network for Postural Abnormality Diagnosis in Parkinsonians44
Dynamic Contrast-Enhanced Ultrasound Modeling of an Analog to Pseudo-Diffusivity in Intravoxel Incoherent Motion Magnetic Resonance Imaging44
A Deep Learning Method for Motion Artifact Correction in Intravascular Photoacoustic Image Sequence44
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 Methods44
Multi-Task Distributed Learning Using Vision Transformer With Random Patch Permutation44
Subspace Model-Assisted Deep Learning for Improved Image Reconstruction44
Self-Supervised Digital Histopathology Image Disentanglement for Arbitrary Domain Stain Transfer43
Disentangling Normal Aging From Severity of Disease via Weak Supervision on Longitudinal MRI43
Lung Cancer Screening Classification by Sequential Multi-Instance Learning (SMILE) Framework with Multiple CT Scans43
3D Virtual Histopathology by Phase-Contrast X-Ray Micro-CT for Follicular Thyroid Neoplasms43
Supplemental Transmission Aided Attenuation Correction for Quantitative Cardiac PET42
DistAL: A Domain-Shift Active Learning Framework with Transferable Feature Learning for Lesion Detection42
Unsupervised CT Metal Artifact Reduction by Plugging Diffusion Priors in Dual Domains42
An Organ-Aware Diagnosis Framework for Radiology Report Generation42
Deep Interactive Denoiser (DID) for X-Ray Computed Tomography42
DuDoCFNet: Dual-Domain Coarse-to-Fine Progressive Network for Simultaneous Denoising, Limited-View Reconstruction, and Attenuation Correction of Cardiac SPECT42
Deep Volumetric Descriptor Learning for Dense Correspondence of Cone-Beam Computed Tomography via Spectral Maps42
Benchmarking of Deep Architectures for Segmentation of Medical Images41
Hierarchical Temporal Attention Network for Thyroid Nodule Recognition Using Dynamic CEUS Imaging40
Efficient Multi-Organ Segmentation From 3D Abdominal CT Images With Lightweight Network and Knowledge Distillation40
Deep Learning on Multiphysical Features and Hemodynamic Modeling for Abdominal Aortic Aneurysm Growth Prediction40
Deep Relation Learning for Regression and Its Application to Brain Age Estimation40
Knowledge-Driven Framework for Anatomical Landmark Annotation in Laparoscopic Surgery40
LSKANet: Long Strip Kernel Attention Network for Robotic Surgical Scene Segmentation40
Federated Domain Adaptation via Transformer for Multi-Site Alzheimer’s Disease Diagnosis39
VQAMix: Conditional Triplet Mixup for Medical Visual Question Answering39
DiffMIC-v2: Medical Image Classification via Improved Diffusion Network39
Information-Theoretic Analysis of Multimodal Image Translation39
Low-Dose CT Image Synthesis for Domain Adaptation Imaging Using a Generative Adversarial Network With Noise Encoding Transfer Learning39
Progressive Perception Learning for Main Coronary Segmentation in X-Ray Angiography39
Organ-DETR: Organ Detection via Transformers39
Robust PCA Unrolling Network for Super-Resolution Vessel Extraction in X-Ray Coronary Angiography39
Global and Local Feature Reconstruction for Medical Image Segmentation38
DSMT-Net: Dual Self-Supervised Multi-Operator Transformation for Multi-Source Endoscopic Ultrasound Diagnosis38
CGNet: A Correlation-Guided Registration Network for Unsupervised Deformable Image Registration38
HAMIL: High-Resolution Activation Maps and Interleaved Learning for Weakly Supervised Segmentation of Histopathological Images38
SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation38
Bidirectional Mapping Generative Adversarial Networks for Brain MR to PET Synthesis38
IEEE Transactions on Medical Imaging information for authors37
Artifact Detection and Restoration in Histology Images With Stain-Style and Structural Preservation37
SPLIT: Statistical Positronium Lifetime Image Reconstruction via Time-Thresholding37
One-Shot Generative Prior in Hankel-k-Space for Parallel Imaging Reconstruction37
STARTS: A Self-Adapted Spatio-Temporal Framework for Automatic E/MEG Source Imaging37
Attributed Abnormality Graph Embedding for Clinically Accurate X-Ray Report Generation37
Structural Priors Guided Network for the Corneal Endothelial Cell Segmentation37
Prototype Learning Guided Hybrid Network for Breast Tumor Segmentation in DCE-MRI36
Editorial36
Model-Based Quantitative Elasticity Reconstruction Using ADMM36
Disease-informed Adaptation of Vision-Language Models36
Patient-Adaptive Population-Based Modeling of Arterial Input Functions36
Generation of Anatomically Inspired Human Airway Tree Using Electrical Impedance Tomography: A Method to Estimate Regional Lung Filling Characteristics36
Automatic Brain Midline Surface Delineation on 3D CT Images With Intracranial Hemorrhage36
Decentralized Personalization for Federated Medical Image Segmentation via Gossip Contrastive Mutual Learning36
SE(3)-Equivariant and Noise-Invariant 3D Rigid Motion Tracking in Brain MRI35
Learning and Segmenting Dense Voxel Embeddings for 3D Neuron Reconstruction35
TT U-Net: Temporal Transformer U-Net for Motion Artifact Reduction Using PAD (Pseudo All-Phase Clinical-Dataset) in Cardiac CT35
MRI Motion Correction Through Disentangled CycleGAN Based on Multi-Mask K-Space Subsampling35
BrainMass: Advancing Brain Network Analysis for Diagnosis With Large-Scale Self-Supervised Learning35
Distance Regression Enhanced With Temporal Information Fusion and Adversarial Training for Robot-Assisted Endomicroscopy35
Table of Contents34
Cyclic Learning: Bridging Image-Level Labels and Nuclei Instance Segmentation34
DSNet: A Dual-Stream Framework for Weakly-Supervised Gigapixel Pathology Image Analysis34
Circle Representation for Medical Object Detection34
Video-Instrument Synergistic Network for Referring Video Instrument Segmentation in Robotic Surgery34
Simulation of Postoperative Facial Appearances via Geometric Deep Learning for Efficient Orthognathic Surgical Planning34
Separating Stimulus-Induced and Background Components of Dynamic Functional Connectivity in Naturalistic fMRI34
MRI Information-Based Correction and Restoration of Photoacoustic Tomography34
Age-Net: An MRI-Based Iterative Framework for Brain Biological Age Estimation34
Feature Masking on Non-Overlapping Regions for Detecting Dense Cells in Blood Smear Image33
Ultrasound Report Generation With Cross-Modality Feature Alignment via Unsupervised Guidance33
Blind Image Quality Assessment for Pathological Microscopic Image Under Screen and Immersion Scenarios33
Privacy-Net: An Adversarial Approach for Identity-Obfuscated Segmentation of Medical Images33
Merging Context Clustering With Visual State Space Models for Medical Image Segmentation33
UHR-DeepFMT: Ultra-High Spatial Resolution Reconstruction of Fluorescence Molecular Tomography Based on 3-D Fusion Dual-Sampling Deep Neural Network33
Bayesian Collaborative Learning for Whole-Slide Image Classification33
An Annotation-Free Restoration Network for Cataractous Fundus Images33
PathAL: An Active Learning Framework for Histopathology Image Analysis33
SWENet: A Physics-Informed Deep Neural Network (PINN) for Shear Wave Elastography32
HiCur-NPC: Hierarchical Feature Fusion Curriculum Learning for Multi-Modal Foundation Model in Nasopharyngeal Carcinoma32
Editorial Flagship Toward the Future32
De-Noising of Photoacoustic Microscopy Images by Attentive Generative Adversarial Network32
GVM-Net: A GNN-Based Vessel Matching Network for 2D/3D Non-Rigid Coronary Artery Registration32
Multi-Connectivity Representation Learning Network for Major Depressive Disorder Diagnosis32
DSC-Recon: Dual-Stage Complementary 4-D Organ Reconstruction From X-Ray Image Sequence for Intraoperative Fusion32
Context-Aware Real-Time Semantic View Expansion of Intraoperative 4D OCT31
Information Geometric Approaches for Patient-Specific Test-Time Adaptation of Deep Learning Models for Semantic Segmentation31
On the Importance of Low-Frequency Signals in Functional and Molecular Photoacoustic Computed Tomography31
Unsupervised Histological Image Registration Using Structural Feature Guided Convolutional Neural Network31
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
Correction of Motion Artifacts in Dark-Field Radiography of the Human Chest31
Construction of a Nearly Unbiased Statistical Estimator of Sinogram to Address CT Number Bias Issues in Low-Dose Photon Counting CT30
Graph Node Based Interpretability Guided Sample Selection for Active Learning30
Surface-Based Probabilistic Fiber Tracking in Superficial White Matter30
Erratum to “Realistic Lung Nodule Synthesis With Multi-Target Co-Guided Adversarial Mechanism”30
Novel Subtypes of Pulmonary Emphysema Based on Spatially-Informed Lung Texture Learning: The Multi-Ethnic Study of Atherosclerosis (MESA) COPD Study30
MOOD 2020: A Public Benchmark for Out-of-Distribution Detection and Localization on Medical Images30
VesselDiffusion: 3D Vascular Structure Generation Based on Diffusion Model30
Adversarial Medical Image With Hierarchical Feature Hiding30
Functional Parcellation of Human Brain Using Localized Topo-Connectivity Mapping30
Domain Adaptive Box-Supervised Instance Segmentation Network for Mitosis Detection30
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