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 2021-08-01 to 2025-08-01.)
ArticleCitations
Manifold Regularizer for High-Resolution fMRI Joint Reconstruction and Dynamic Quantification363
Table of Contents332
Table of Contents306
Table of Contents245
Table of Contents233
The CathEye: A Forward-Looking Ultrasound Catheter for Image-Guided Cardiovascular Procedures227
Improving Self-Supervised Medical Image Pre-Training by Early Alignment with Human Eye Gaze Information210
I³Net: Inter-Intra-Slice Interpolation Network for Medical Slice Synthesis188
Fourier Diffusion Models: A Method to Control MTF and NPS in Score-Based Stochastic Image Generation186
Optimizing Full 3D SPARKLING Trajectories for High-Resolution Magnetic Resonance Imaging170
FPL+: Filtered Pseudo Label-Based Unsupervised Cross-Modality Adaptation for 3D Medical Image Segmentation162
Echocardiography Video Segmentation via Neighborhood Correlation Mining162
Ultra-Widefield OCT Angiography161
Multimodal MRI Reconstruction Assisted With Spatial Alignment Network153
Learned Tensor Neural Network Texture Prior for Photon-Counting CT Reconstruction145
Robust Vascular Segmentation for Raw Complex Images of Laser Speckle Contrast Based on Weakly Supervised Learning145
A Fully Differentiable Framework for 2D/3D Registration and the Projective Spatial Transformers143
Embedding Tasks Into the Latent Space: Cross-Space Consistency for Multi-Dimensional Analysis in Echocardiography143
SarAdapter: Prioritizing Attention on Semantic-Aware Representative Tokens for Enhanced Medical Image Segmentation139
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation137
Patient-by-Patient Deep Transfer Learning for Drug-Response Profiling Using Confocal Fluorescence Microscopy of Pediatric Patient-Derived Tumor-Cell Spheroids136
COSST: Multi-Organ Segmentation With Partially Labeled Datasets Using Comprehensive Supervisions and Self-Training134
Uncertainty Estimation for Heatmap-Based Landmark Localization133
Volumetric Fetal Flow Imaging With Magnetic Resonance Imaging132
Translation Consistent Semi-Supervised Segmentation for 3D Medical Images129
DIFFnet: Diffusion Parameter Mapping Network Generalized for Input Diffusion Gradient Schemes and b-Value128
Learning Brain Dynamics of Evolving Manifold Functional MRI Data Using Geometric-Attention Neural Network122
A Riemannian Framework for Structurally Curated Functional Clustering of Brain White Matter Fibers121
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
FONT-SIR: Fourth-Order Nonlocal Tensor Decomposition Model for Spectral CT Image Reconstruction115
Federated Cycling (FedCy): Semi-Supervised Federated Learning of Surgical Phases115
Semi-Supervised Medical Image Segmentation Using Cross-Style Consistency With Shape-Aware and Local Context Constraints113
FRODO: An In-Depth Analysis of a System to Reject Outlier Samples From a Trained Neural Network109
A Trust-Guided Approach to MR Image Reconstruction with Side Information109
Continuous Conversion of CT Kernel Using Switchable CycleGAN With AdaIN108
Integrating Domain Knowledge Into Deep Networks for Lung Ultrasound With Applications to COVID-19108
CKD-TransBTS: Clinical Knowledge-Driven Hybrid Transformer With Modality-Correlated Cross-Attention for Brain Tumor Segmentation104
A Unified Framework for Generalized Low-Shot Medical Image Segmentation With Scarce Data102
DiffBoost: Enhancing Medical Image Segmentation via Text-Guided Diffusion Model101
IEEE Nuclear Science Symposium99
Topicwise Separable Sentence Retrieval for Medical Report Generation95
Masked Deformation Modeling for Volumetric Brain MRI Self-Supervised Pre-Training94
Real-Time 3D Microwave Medical Imaging With Enhanced Variational Born Iterative Method93
Parameterized Gompertz-Guided Morphological AutoEncoder for Predicting Pulmonary Nodule Growth91
Effective Semi-Supervised Medical Image Segmentation With Probabilistic Representations and Prototype Learning91
VibNet: Vibration-Boosted Needle Detection in Ultrasound Images90
Mitigating Data Consistency Induced Discrepancy in Cascaded Diffusion Models for Sparse-View CT Reconstruction89
BCNet: Bronchus Classification via Structure Guided Representation Learning89
Points-supervised Fundus Vessel Segmentation via Shape Priors and Contrastive Learning87
3D MedDiffusion: A 3D Medical Latent Diffusion Model for Controllable and High-quality Medical Image Generation85
ULTRA-SR Challenge: Assessment of Ultrasound Localization and TRacking Algorithms for Super-Resolution Imaging84
CATD: Unified Representation Learning for EEG-to-fMRI Cross-Modal Generation81
Realistic Lung Nodule Synthesis With Multi-Target Co-Guided Adversarial Mechanism81
Correction for Mechanical Inaccuracies in a Scanning Talbot-Lau Interferometer79
Ultrasound-Aided Large-Scale Optoacoustic Microscopy for Volumetric Angiography and Oximetry79
Joint Optimization of k-t Sampling Pattern and Reconstruction of DCE MRI for Pharmacokinetic Parameter Estimation78
Cross-Modal Conditioned Reconstruction for Language-Guided Medical Image Segmentation78
Structural Attention Graph Neural Network for Diagnosis and Prediction of COVID-19 Severity77
Attention-Aware Non-Rigid Image Registration for Accelerated MR Imaging77
Encoder-Decoder Contrast for Unsupervised Anomaly Detection in Medical Images76
Dual Polarization Modality Fusion Network for Assisting Pathological Diagnosis75
Phase Aberration Correction for In Vivo Ultrasound Localization Microscopy Using a Spatiotemporal Complex-Valued Neural Network75
Rotation-Oriented Collaborative Self-Supervised Learning for Retinal Disease Diagnosis74
Magnetic Resonance Electrical Properties Tomography Based on Modified Physics- Informed Neural Network and Multiconstraints73
New Theory and Faster Computations for Subspace-Based Sensitivity Map Estimation in Multichannel MRI73
Multi-Band Brain Network Analysis for Functional Neuroimaging Biomarker Identification72
DEQ-MPI: A Deep Equilibrium Reconstruction With Learned Consistency for Magnetic Particle Imaging71
Assessing the Capacity of a Denoising Diffusion Probabilistic Model to Reproduce Spatial Context71
X-Ray Scatter Estimation Using Deep Splines70
Low-Dose CT Denoising via Sinogram Inner-Structure Transformer69
Optical Co-Registration Method of Triaxial OPM-MEG and MRI69
Multi-Modal Tumor Segmentation With Deformable Aggregation and Uncertain Region Inpainting68
Learning From Incorrectness: Active Learning With Negative Pre-Training and Curriculum Querying for Histological Tissue Classification68
Split Ring Resonator Topology Based Microwave Induced Thermoacoustic Imaging (SRR-MTAI)68
DSI-Net: Deep Synergistic Interaction Network for Joint Classification and Segmentation With Endoscope Images67
Eye-Gaze-Guided Vision Transformer for Rectifying Shortcut Learning67
Histo-Genomic Knowledge Association for Cancer Prognosis From Histopathology Whole Slide Images67
Photoacoustic Tomography Image Restoration With Measured Spatially Variant Point Spread Functions67
Proxy-Bridged Image Reconstruction Network for Anomaly Detection in Medical Images66
Multitask Deep Learning Reconstruction and Localization of Lesions in Limited Angle Diffuse Optical Tomography66
MSMFN: An Ultrasound Based Multi-Step Modality Fusion Network for Identifying the Histologic Subtypes of Metastatic Cervical Lymphadenopathy66
Diffusion Models for Counterfactual Generation and Anomaly Detection in Brain Images66
MR Image Denoising and Super-Resolution Using Regularized Reverse Diffusion65
OIF-Net: An Optical Flow Registration-Based PET/MR Cross-Modal Interactive Fusion Network for Low-Count Brain PET Image Denoising64
Learning Whole Heart Mesh Generation From Patient Images for Computational Simulations64
A Local and Global Feature Disentangled Network: Toward Classification of Benign-Malignant Thyroid Nodules From Ultrasound Image63
Unsupervised Domain Adaptation for Medical Image Segmentation by Disentanglement Learning and Self-Training63
AAU-Net: An Adaptive Attention U-Net for Breast Lesions Segmentation in Ultrasound Images62
ResViT: Residual Vision Transformers for Multimodal Medical Image Synthesis62
Homotopic Gradients of Generative Density Priors for MR Image Reconstruction62
Spach Transformer: Spatial and Channel-Wise Transformer Based on Local and Global Self-Attentions for PET Image Denoising62
Disease-Grading Networks with Asymmetric Gaussian Distribution for Medical Imaging61
Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning61
Do as Sonographers Think: Contrast-Enhanced Ultrasound for Thyroid Nodules Diagnosis via Microvascular Infiltrative Awareness61
3D Vascular Segmentation Supervised by 2D Annotation of Maximum Intensity Projection61
Coarse–Super-Resolution–Fine Network (CoSF-Net): A Unified End-to-End Neural Network for 4D-MRI With Simultaneous Motion Estimation and Super-Resolution61
Downsampled Imaging Geometric Modeling for Accurate CT Reconstruction via Deep Learning61
Sam’s Net: A Self-Augmented Multistage Deep-Learning Network for End-to-End Reconstruction of Limited Angle CT60
Multi-Scale Feature Alignment for Continual Learning of Unlabeled Domains60
Improved Spiral Projection MR Fingerprinting via Memory-Efficient Synergic Optimization of 3D Spiral Trajectory, Image Reconstruction and Parameter Estimation (SOTIP)59
An Energy Matching Vessel Segmentation Framework in 3-D Medical Images58
Developing Explainable Deep Model for Discovering Novel Control Mechanism of Neuro-Dynamics57
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in Segmentation57
Conservative Finite Element Modeling of EEG and MEG on Unstructured Grids57
ToPoFM: Topology-Guided Pathology Foundation Model for High-Resolution Pathology Image Synthesis with Cellular-Level Control57
Leveraging Input-Level Feature Deformation With Guided-Attention for Sulcal Labeling56
Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles55
Imaging of Single Transducer-Harmonic Motion Imaging-Derived Displacements at Several Oscillation Frequencies Simultaneously55
Multi-Center Fetal Brain Tissue Annotation (FeTA) Challenge 2022 Results55
EAG-RS: A Novel Explainability-Guided ROI-Selection Framework for ASD Diagnosis via Inter-Regional Relation Learning55
Machine Learning-Enabled High-Resolution Dynamic Deuterium MR Spectroscopic Imaging55
Reducing the Effects of Motion Artifacts in fMRI: A Structured Matrix Completion Approach54
Boundary-Guided Contrastive Learning for Semi-Supervised Medical Image Segmentation54
Self-Supervised Deep Unrolled Reconstruction Using Regularization by Denoising54
WeakMedSAM: Weakly-Supervised Medical Image Segmentation via SAM With Sub-Class Exploration and Prompt Affinity Mining54
Dual Adversarial Attention Mechanism for Unsupervised Domain Adaptive Medical Image Segmentation54
Slide-based Graph Collaborative Training for Histopathology Whole Slide Image Analysis53
Generative Consistency for Semi-Supervised Cerebrovascular Segmentation From TOF-MRA53
Recruiting Teacher IF Modality for Nephropathy Diagnosis: A Customized Distillation Method With Attention-Based Diffusion Network53
Federated Partially Supervised Learning With Limited Decentralized Medical Images53
Embryo Grading With Unreliable Labels Due to Chromosome Abnormalities by Regularized PU Learning With Ranking53
Unpaired Cross-Modality Educed Distillation (CMEDL) for Medical Image Segmentation53
Prompt-Agent-Driven Integration of Foundation Model Priors for Low-Count PET Reconstruction53
Landmark-Free Preoperative-to-Intraoperative Registration in Laparoscopic Liver Resection53
Attention-Guided Learning With Feature Reconstruction for Skin Lesion Diagnosis Using Clinical and Ultrasound Images53
Shapley Values-Enabled Progressive Pseudo Bag Augmentation for Whole-Slide Image Classification52
Learning Robust Shape Regularization for Generalizable Medical Image Segmentation52
A Deformable Constraint Transport Network for Optimal Aortic Segmentation From CT Images51
NeSVoR: Implicit Neural Representation for Slice-to-Volume Reconstruction in MRI51
Semi-Supervised Standard-Dose PET Image Generation via Region-Adaptive Normalization and Structural Consistency Constraint51
Exploring Segment-Level Semantics for Online Phase Recognition From Surgical Videos51
Compete to Win: Enhancing Pseudo Labels for Barely-Supervised Medical Image Segmentation51
Toward Enabling Cardiac Digital Twins of Myocardial Infarction Using Deep Computational Models for Inverse Inference51
In Vivo Pulsatility Measurement of Cerebral Microcirculation in Rodents Using Dynamic Ultrasound Localization Microscopy51
RF-ULM: Ultrasound Localization Microscopy Learned From Radio-Frequency Wavefronts50
Dynamic Myocardial Ultrasound Localization Angiography50
PST-Diff: Achieving High-Consistency Stain Transfer by Diffusion Models With Pathological and Structural Constraints49
UniChest: Conquer-and-Divide Pre-Training for Multi-Source Chest X-Ray Classification49
Automatic 4D Flow MRI Segmentation Using the Standardized Difference of Means Velocity49
A Graph-Transformer for Whole Slide Image Classification48
MoNuSAC2020: A Multi-Organ Nuclei Segmentation and Classification Challenge48
3D-sLSCI: Three-dimensional Surface Laser Speckle Contrast Imaging of Blood Flow using Phase-shifting Profilometry48
Concurrent Ischemic Lesion Age Estimation and Segmentation of CT Brain Using a Transformer-Based Network47
Multimodal Connectivity-Based Individual Parcellation and Analysis for Humans and Rhesus Monkeys47
Table of Contents47
Surgical Tattoos in Infrared: A Dataset for Quantifying Tissue Tracking and Mapping46
Heterogeneous Graph Representation Learning Framework for Resting-State Functional Connectivity Analysis46
Acceleration Strategies for MR-STAT: Achieving High-Resolution Reconstructions on a Desktop PC Within 3 Minutes46
A novel few-shot learning framework for supervised diffeomorphic image registration network45
Efficient Multi-Organ Segmentation From 3D Abdominal CT Images With Lightweight Network and Knowledge Distillation45
Subspace Model-Assisted Deep Learning for Improved Image Reconstruction45
DistAL: A Domain-Shift Active Learning Framework With Transferable Feature Learning for Lesion Detection45
Dynamic Contrast-Enhanced Ultrasound Modeling of an Analog to Pseudo-Diffusivity in Intravoxel Incoherent Motion Magnetic Resonance Imaging45
DuDoCFNet: Dual-Domain Coarse-to-Fine Progressive Network for Simultaneous Denoising, Limited-View Reconstruction, and Attenuation Correction of Cardiac SPECT44
A Causality-Driven Graph Convolutional Network for Postural Abnormality Diagnosis in Parkinsonians44
Supplemental Transmission Aided Attenuation Correction for Quantitative Cardiac PET44
Lung Cancer Screening Classification by Sequential Multi-Instance Learning (SMILE) Framework with Multiple CT Scans44
Adaptive and Iterative Learning With Multi-Perspective Regularizations for Metal Artifact Reduction44
Multi-Task Distributed Learning Using Vision Transformer With Random Patch Permutation44
A Deep Learning Method for Motion Artifact Correction in Intravascular Photoacoustic Image Sequence44
Self-Supervised Digital Histopathology Image Disentanglement for Arbitrary Domain Stain Transfer43
SPLIT: Statistical Positronium Lifetime Image Reconstruction via Time-Thresholding43
HAMIL: High-Resolution Activation Maps and Interleaved Learning for Weakly Supervised Segmentation of Histopathological Images43
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
3D Virtual Histopathology by Phase-Contrast X-Ray Micro-CT for Follicular Thyroid Neoplasms43
Deep Volumetric Descriptor Learning for Dense Correspondence of Cone-Beam Computed Tomography via Spectral Maps42
Information-Theoretic Analysis of Multimodal Image Translation42
Deep Interactive Denoiser (DID) for X-Ray Computed Tomography42
Knowledge-Driven Framework for Anatomical Landmark Annotation in Laparoscopic Surgery42
CGNet: A Correlation-Guided Registration Network for Unsupervised Deformable Image Registration42
Organ-DETR: Organ Detection via Transformers41
Full-Wave Image Reconstruction in Transcranial Photoacoustic Computed Tomography Using a Finite Element Method41
An Organ-Aware Diagnosis Framework for Radiology Report Generation41
DiffMIC-v2: Medical Image Classification via Improved Diffusion Network41
Benchmarking of Deep Architectures for Segmentation of Medical Images41
Deep Relation Learning for Regression and Its Application to Brain Age Estimation40
Deep Learning on Multiphysical Features and Hemodynamic Modeling for Abdominal Aortic Aneurysm Growth Prediction40
Disentangling Normal Aging From Severity of Disease via Weak Supervision on Longitudinal MRI40
One-Shot Generative Prior in Hankel-k-Space for Parallel Imaging Reconstruction40
A 3D Tubular Flux Model for Centerline Extraction in Neuron Volumetric Images40
Robust PCA Unrolling Network for Super-Resolution Vessel Extraction in X-Ray Coronary Angiography39
Structural Priors Guided Network for the Corneal Endothelial Cell Segmentation39
SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation39
Progressive Perception Learning for Main Coronary Segmentation in X-Ray Angiography39
Memory-Augmented Capsule Network for Adaptable Lung Nodule Classification39
Unsupervised CT Metal Artifact Reduction by Plugging Diffusion Priors in Dual Domains39
Analytical Reconstruction of Human-Scale Dark-Field CT39
DSMT-Net: Dual Self-Supervised Multi-Operator Transformation for Multi-Source Endoscopic Ultrasound Diagnosis38
Global and Local Feature Reconstruction for Medical Image Segmentation38
Artifact Detection and Restoration in Histology Images With Stain-Style and Structural Preservation38
Federated Domain Adaptation via Transformer for Multi-Site Alzheimer’s Disease Diagnosis38
Low-Dose CT Image Synthesis for Domain Adaptation Imaging Using a Generative Adversarial Network With Noise Encoding Transfer Learning38
LSKANet: Long Strip Kernel Attention Network for Robotic Surgical Scene Segmentation38
Attributed Abnormality Graph Embedding for Clinically Accurate X-Ray Report Generation38
VQAMix: Conditional Triplet Mixup for Medical Visual Question Answering38
Model-Based Quantitative Elasticity Reconstruction Using ADMM37
Bidirectional Mapping Generative Adversarial Networks for Brain MR to PET Synthesis37
Ultrasound Report Generation With Cross-Modality Feature Alignment via Unsupervised Guidance37
Editorial37
Patient-Adaptive Population-Based Modeling of Arterial Input Functions37
Prototype Learning Guided Hybrid Network for Breast Tumor Segmentation in DCE-MRI37
Bayesian Collaborative Learning for Whole-Slide Image Classification36
DSNet: A Dual-Stream Framework for Weakly-Supervised Gigapixel Pathology Image Analysis36
UHR-DeepFMT: Ultra-High Spatial Resolution Reconstruction of Fluorescence Molecular Tomography Based on 3-D Fusion Dual-Sampling Deep Neural Network36
Decentralized Personalization for Federated Medical Image Segmentation via Gossip Contrastive Mutual Learning36
Generation of Anatomically Inspired Human Airway Tree Using Electrical Impedance Tomography: A Method to Estimate Regional Lung Filling Characteristics36
MRI Information-Based Correction and Restoration of Photoacoustic Tomography36
Cyclic Learning: Bridging Image-Level Labels and Nuclei Instance Segmentation36
TT U-Net: Temporal Transformer U-Net for Motion Artifact Reduction Using PAD (Pseudo All-Phase Clinical-Dataset) in Cardiac CT36
PathAL: An Active Learning Framework for Histopathology Image Analysis35
HiCur-NPC: Hierarchical Feature Fusion Curriculum Learning for Multi-Modal Foundation Model in Nasopharyngeal Carcinoma35
BrainMass: Advancing Brain Network Analysis for Diagnosis With Large-Scale Self-Supervised Learning35
Automatic Brain Midline Surface Delineation on 3D CT Images With Intracranial Hemorrhage34
Table of Contents34
MRI Motion Correction Through Disentangled CycleGAN Based on Multi-Mask K-Space Subsampling34
STARTS: A Self-Adapted Spatio-Temporal Framework for Automatic E/MEG Source Imaging34
Separating Stimulus-Induced and Background Components of Dynamic Functional Connectivity in Naturalistic fMRI34
Feature Masking on Non-Overlapping Regions for Detecting Dense Cells in Blood Smear Image34
SE(3)-Equivariant and Noise-Invariant 3D Rigid Motion Tracking in Brain MRI34
De-Noising of Photoacoustic Microscopy Images by Attentive Generative Adversarial Network33
Simulation of Postoperative Facial Appearances via Geometric Deep Learning for Efficient Orthognathic Surgical Planning33
Blind Image Quality Assessment for Pathological Microscopic Image Under Screen and Immersion Scenarios33
Distance Regression Enhanced With Temporal Information Fusion and Adversarial Training for Robot-Assisted Endomicroscopy33
TAFL: Task-Agnostic Feature Learner for Efficient Adaptation to Unseen Clinical Tasks based on Whole-Slide Histopathological Images33
Video-Instrument Synergistic Network for Referring Video Instrument Segmentation in Robotic Surgery33
Disease-informed Adaptation of Vision-Language Models33
Circle Representation for Medical Object Detection33
Editorial Flagship Toward the Future33
Merging Context Clustering With Visual State Space Models for Medical Image Segmentation33
Multi-Connectivity Representation Learning Network for Major Depressive Disorder Diagnosis33
An Annotation-Free Restoration Network for Cataractous Fundus Images33
Learning and Segmenting Dense Voxel Embeddings for 3D Neuron Reconstruction33
SWENet: A Physics-Informed Deep Neural Network (PINN) for Shear Wave Elastography33
On the Importance of Low-Frequency Signals in Functional and Molecular Photoacoustic Computed Tomography32
Unsupervised Histological Image Registration Using Structural Feature Guided Convolutional Neural Network32
Surface-Based Probabilistic Fiber Tracking in Superficial White Matter32
Correction of Motion Artifacts in Dark-Field Radiography of the Human Chest32
AsyDisNet: Scalable Mammographic Asymmetry and Architectural Distortion Detection With Angle-Based Quadruplet Loss32
Context-Aware Real-Time Semantic View Expansion of Intraoperative 4D OCT32
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 Segmentation32
LungViT: Ensembling Cascade of Texture Sensitive Hierarchical Vision Transformers for Cross-Volume Chest CT Image-to-Image Translation31
VesselDiffusion: 3D Vascular Structure Generation Based on Diffusion Model31
Erratum to “Realistic Lung Nodule Synthesis With Multi-Target Co-Guided Adversarial Mechanism”31
Ultrafast Online Clutter Filtering for Ultrasound Microvascular Imaging31
Functional Brain Network Classification Based on Deep Graph Hashing Learning31
Automatic Inter-Frame Patient Motion Correction for Dynamic Cardiac PET Using Deep Learning31
GVM-Net: A GNN-Based Vessel Matching Network for 2D/3D Non-Rigid Coronary Artery Registration31
Graph Node Based Interpretability Guided Sample Selection for Active Learning31
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