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 2021-09-01 to 2025-09-01.)
ArticleCitations
Manifold Regularizer for High-Resolution fMRI Joint Reconstruction and Dynamic Quantification376
Table of Contents351
Table of Contents319
Table of Contents259
Table of Contents252
The CathEye: A Forward-Looking Ultrasound Catheter for Image-Guided Cardiovascular Procedures235
Improving Self-Supervised Medical Image Pre-Training by Early Alignment with Human Eye Gaze Information214
Volumetric Fetal Flow Imaging With Magnetic Resonance Imaging194
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation189
Echocardiography Video Segmentation via Neighborhood Correlation Mining176
I³Net: Inter-Intra-Slice Interpolation Network for Medical Slice Synthesis172
Robust Vascular Segmentation for Raw Complex Images of Laser Speckle Contrast Based on Weakly Supervised Learning172
Fourier Diffusion Models: A Method to Control MTF and NPS in Score-Based Stochastic Image Generation170
Optimizing Full 3D SPARKLING Trajectories for High-Resolution Magnetic Resonance Imaging156
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging152
FONT-SIR: Fourth-Order Nonlocal Tensor Decomposition Model for Spectral CT Image Reconstruction149
Embedding Tasks Into the Latent Space: Cross-Space Consistency for Multi-Dimensional Analysis in Echocardiography148
A Trust-Guided Approach to MR Image Reconstruction with Side Information147
Translation Consistent Semi-Supervised Segmentation for 3D Medical Images145
SarAdapter: Prioritizing Attention on Semantic-Aware Representative Tokens for Enhanced Medical Image Segmentation145
COSST: Multi-Organ Segmentation With Partially Labeled Datasets Using Comprehensive Supervisions and Self-Training143
Multimodal MRI Reconstruction Assisted With Spatial Alignment Network142
Continuous Conversion of CT Kernel Using Switchable CycleGAN With AdaIN139
Uncertainty Estimation for Heatmap-Based Landmark Localization138
Prior Knowledge-Aware Fusion Network for Prediction of Macrovascular Invasion in Hepatocellular Carcinoma135
A Fully Differentiable Framework for 2D/3D Registration and the Projective Spatial Transformers134
FPL+: Filtered Pseudo Label-Based Unsupervised Cross-Modality Adaptation for 3D Medical Image Segmentation130
Ultra-Widefield OCT Angiography128
Learned Tensor Neural Network Texture Prior for Photon-Counting CT Reconstruction123
Learning Brain Dynamics of Evolving Manifold Functional MRI Data Using Geometric-Attention Neural Network121
Integrating Domain Knowledge Into Deep Networks for Lung Ultrasound With Applications to COVID-19119
Federated Cycling (FedCy): Semi-Supervised Federated Learning of Surgical Phases118
CKD-TransBTS: Clinical Knowledge-Driven Hybrid Transformer With Modality-Correlated Cross-Attention for Brain Tumor Segmentation117
FRODO: An In-Depth Analysis of a System to Reject Outlier Samples From a Trained Neural Network115
A Riemannian Framework for Structurally Curated Functional Clustering of Brain White Matter Fibers115
A Unified Framework for Generalized Low-Shot Medical Image Segmentation With Scarce Data114
DIFFnet: Diffusion Parameter Mapping Network Generalized for Input Diffusion Gradient Schemes and b-Value106
DiffBoost: Enhancing Medical Image Segmentation via Text-Guided Diffusion Model106
Semi-Supervised Medical Image Segmentation Using Cross-Style Consistency With Shape-Aware and Local Context Constraints104
Patient-by-Patient Deep Transfer Learning for Drug-Response Profiling Using Confocal Fluorescence Microscopy of Pediatric Patient-Derived Tumor-Cell Spheroids102
IEEE Nuclear Science Symposium101
Topicwise Separable Sentence Retrieval for Medical Report Generation100
Masked Deformation Modeling for Volumetric Brain MRI Self-Supervised Pre-Training99
Real-Time 3D Microwave Medical Imaging With Enhanced Variational Born Iterative Method95
Parameterized Gompertz-Guided Morphological AutoEncoder for Predicting Pulmonary Nodule Growth95
Effective Semi-Supervised Medical Image Segmentation With Probabilistic Representations and Prototype Learning93
Points-supervised Fundus Vessel Segmentation via Shape Priors and Contrastive Learning92
3D MedDiffusion: A 3D Medical Latent Diffusion Model for Controllable and High-quality Medical Image Generation92
BCNet: Bronchus Classification via Structure Guided Representation Learning89
ULTRA-SR Challenge: Assessment of Ultrasound Localization and TRacking Algorithms for Super-Resolution Imaging88
CATD: Unified Representation Learning for EEG-to-fMRI Cross-Modal Generation87
Mitigating Data Consistency Induced Discrepancy in Cascaded Diffusion Models for Sparse-View CT Reconstruction85
Ultrasound-Aided Large-Scale Optoacoustic Microscopy for Volumetric Angiography and Oximetry84
Structural Attention Graph Neural Network for Diagnosis and Prediction of COVID-19 Severity83
Eye-Gaze-Guided Vision Transformer for Rectifying Shortcut Learning83
Joint Optimization of k-t Sampling Pattern and Reconstruction of DCE MRI for Pharmacokinetic Parameter Estimation81
Proxy-Bridged Image Reconstruction Network for Anomaly Detection in Medical Images81
Correction for Mechanical Inaccuracies in a Scanning Talbot-Lau Interferometer79
Homotopic Gradients of Generative Density Priors for MR Image Reconstruction79
MR Image Denoising and Super-Resolution Using Regularized Reverse Diffusion78
Attention-Aware Non-Rigid Image Registration for Accelerated MR Imaging76
JustRAIGS: Justified Referral in AI Glaucoma Screening Challenge76
Multitask Deep Learning Reconstruction and Localization of Lesions in Limited Angle Diffuse Optical Tomography76
Learning From Incorrectness: Active Learning With Negative Pre-Training and Curriculum Querying for Histological Tissue Classification76
X-Ray Scatter Estimation Using Deep Splines74
VibNet: Vibration-Boosted Needle Detection in Ultrasound Images74
DSI-Net: Deep Synergistic Interaction Network for Joint Classification and Segmentation With Endoscope Images73
Learning Whole Heart Mesh Generation From Patient Images for Computational Simulations73
Multi-Modal Tumor Segmentation With Deformable Aggregation and Uncertain Region Inpainting73
Cross-Modal Conditioned Reconstruction for Language-Guided Medical Image Segmentation71
MSMFN: An Ultrasound Based Multi-Step Modality Fusion Network for Identifying the Histologic Subtypes of Metastatic Cervical Lymphadenopathy71
AAU-Net: An Adaptive Attention U-Net for Breast Lesions Segmentation in Ultrasound Images71
Histo-Genomic Knowledge Association for Cancer Prognosis From Histopathology Whole Slide Images71
Encoder-Decoder Contrast for Unsupervised Anomaly Detection in Medical Images70
New Theory and Faster Computations for Subspace-Based Sensitivity Map Estimation in Multichannel MRI70
Magnetic Resonance Electrical Properties Tomography Based on Modified Physics- Informed Neural Network and Multiconstraints70
Multi-Band Brain Network Analysis for Functional Neuroimaging Biomarker Identification69
Optical Co-Registration Method of Triaxial OPM-MEG and MRI69
Phase Aberration Correction for In Vivo Ultrasound Localization Microscopy Using a Spatiotemporal Complex-Valued Neural Network69
Realistic Lung Nodule Synthesis With Multi-Target Co-Guided Adversarial Mechanism69
Dual Polarization Modality Fusion Network for Assisting Pathological Diagnosis68
A Local and Global Feature Disentangled Network: Toward Classification of Benign-Malignant Thyroid Nodules From Ultrasound Image68
Unsupervised Domain Adaptation for Medical Image Segmentation by Disentanglement Learning and Self-Training66
Spach Transformer: Spatial and Channel-Wise Transformer Based on Local and Global Self-Attentions for PET Image Denoising66
OIF-Net: An Optical Flow Registration-Based PET/MR Cross-Modal Interactive Fusion Network for Low-Count Brain PET Image Denoising65
Rotation-Oriented Collaborative Self-Supervised Learning for Retinal Disease Diagnosis65
Diffusion Models for Counterfactual Generation and Anomaly Detection in Brain Images64
Photoacoustic Tomography Image Restoration With Measured Spatially Variant Point Spread Functions64
Low-Dose CT Denoising via Sinogram Inner-Structure Transformer64
DEQ-MPI: A Deep Equilibrium Reconstruction With Learned Consistency for Magnetic Particle Imaging63
Assessing the Capacity of a Denoising Diffusion Probabilistic Model to Reproduce Spatial Context63
ResViT: Residual Vision Transformers for Multimodal Medical Image Synthesis63
Split Ring Resonator Topology Based Microwave Induced Thermoacoustic Imaging (SRR-MTAI)63
An Energy Matching Vessel Segmentation Framework in 3-D Medical Images62
Developing Explainable Deep Model for Discovering Novel Control Mechanism of Neuro-Dynamics62
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in Segmentation62
Coarse–Super-Resolution–Fine Network (CoSF-Net): A Unified End-to-End Neural Network for 4D-MRI With Simultaneous Motion Estimation and Super-Resolution61
Conservative Finite Element Modeling of EEG and MEG on Unstructured Grids61
Disease-Grading Networks with Asymmetric Gaussian Distribution for Medical Imaging61
ToPoFM: Topology-Guided Pathology Foundation Model for High-Resolution Pathology Image Synthesis with Cellular-Level Control60
Recruiting Teacher IF Modality for Nephropathy Diagnosis: A Customized Distillation Method With Attention-Based Diffusion Network59
Slide-based Graph Collaborative Training for Histopathology Whole Slide Image Analysis59
Landmark-Free Preoperative-to-Intraoperative Registration in Laparoscopic Liver Resection58
Prompt-Agent-Driven Integration of Foundation Model Priors for Low-Count PET Reconstruction58
Machine Learning-Enabled High-Resolution Dynamic Deuterium MR Spectroscopic Imaging58
EAG-RS: A Novel Explainability-Guided ROI-Selection Framework for ASD Diagnosis via Inter-Regional Relation Learning58
WeakMedSAM: Weakly-Supervised Medical Image Segmentation via SAM With Sub-Class Exploration and Prompt Affinity Mining57
Multi-Center Fetal Brain Tissue Annotation (FeTA) Challenge 2022 Results57
Federated Partially Supervised Learning With Limited Decentralized Medical Images57
Boundary-Guided Contrastive Learning for Semi-Supervised Medical Image Segmentation56
Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles56
Attention-Guided Learning With Feature Reconstruction for Skin Lesion Diagnosis Using Clinical and Ultrasound Images56
Dual Adversarial Attention Mechanism for Unsupervised Domain Adaptive Medical Image Segmentation56
Leveraging Input-Level Feature Deformation With Guided-Attention for Sulcal Labeling56
Reducing the Effects of Motion Artifacts in fMRI: A Structured Matrix Completion Approach55
Automatic 4D Flow MRI Segmentation Using the Standardized Difference of Means Velocity55
3D-sLSCI: Three-dimensional Surface Laser Speckle Contrast Imaging of Blood Flow using Phase-shifting Profilometry55
Learning Robust Shape Regularization for Generalizable Medical Image Segmentation55
RF-ULM: Ultrasound Localization Microscopy Learned From Radio-Frequency Wavefronts55
Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning54
Concurrent Ischemic Lesion Age Estimation and Segmentation of CT Brain Using a Transformer-Based Network54
Improved Spiral Projection MR Fingerprinting via Memory-Efficient Synergic Optimization of 3D Spiral Trajectory, Image Reconstruction and Parameter Estimation (SOTIP)54
PST-Diff: Achieving High-Consistency Stain Transfer by Diffusion Models With Pathological and Structural Constraints54
A Deformable Constraint Transport Network for Optimal Aortic Segmentation From CT Images54
Multi-Scale Feature Alignment for Continual Learning of Unlabeled Domains54
Shapley Values-Enabled Progressive Pseudo Bag Augmentation for Whole-Slide Image Classification54
Toward Enabling Cardiac Digital Twins of Myocardial Infarction Using Deep Computational Models for Inverse Inference54
Unpaired Cross-Modality Educed Distillation (CMEDL) for Medical Image Segmentation53
NeSVoR: Implicit Neural Representation for Slice-to-Volume Reconstruction in MRI53
Generative Consistency for Semi-Supervised Cerebrovascular Segmentation From TOF-MRA53
Imaging of Single Transducer-Harmonic Motion Imaging-Derived Displacements at Several Oscillation Frequencies Simultaneously53
Dynamic Myocardial Ultrasound Localization Angiography53
Multimodal Connectivity-Based Individual Parcellation and Analysis for Humans and Rhesus Monkeys52
Do as Sonographers Think: Contrast-Enhanced Ultrasound for Thyroid Nodules Diagnosis via Microvascular Infiltrative Awareness52
Sam’s Net: A Self-Augmented Multistage Deep-Learning Network for End-to-End Reconstruction of Limited Angle CT52
In Vivo Pulsatility Measurement of Cerebral Microcirculation in Rodents Using Dynamic Ultrasound Localization Microscopy51
Exploring Segment-Level Semantics for Online Phase Recognition From Surgical Videos50
UniChest: Conquer-and-Divide Pre-Training for Multi-Source Chest X-Ray Classification50
3D Vascular Segmentation Supervised by 2D Annotation of Maximum Intensity Projection49
Downsampled Imaging Geometric Modeling for Accurate CT Reconstruction via Deep Learning49
A Graph-Transformer for Whole Slide Image Classification48
Compete to Win: Enhancing Pseudo Labels for Barely-Supervised Medical Image Segmentation48
MoNuSAC2020: A Multi-Organ Nuclei Segmentation and Classification Challenge47
Embryo Grading With Unreliable Labels Due to Chromosome Abnormalities by Regularized PU Learning With Ranking47
Self-Supervised Deep Unrolled Reconstruction Using Regularization by Denoising46
Dynamic Contrast-Enhanced Ultrasound Modeling of an Analog to Pseudo-Diffusivity in Intravoxel Incoherent Motion Magnetic Resonance Imaging46
A 3D Tubular Flux Model for Centerline Extraction in Neuron Volumetric Images46
Acceleration Strategies for MR-STAT: Achieving High-Resolution Reconstructions on a Desktop PC Within 3 Minutes46
Table of Contents46
Subspace Model-Assisted Deep Learning for Improved Image Reconstruction46
A Deep Learning Method for Motion Artifact Correction in Intravascular Photoacoustic Image Sequence46
Semi-Supervised Standard-Dose PET Image Generation via Region-Adaptive Normalization and Structural Consistency Constraint46
Heterogeneous Graph Representation Learning Framework for Resting-State Functional Connectivity Analysis46
Surgical Tattoos in Infrared: A Dataset for Quantifying Tissue Tracking and Mapping46
Deep Interactive Denoiser (DID) for X-Ray Computed Tomography45
A Causality-Driven Graph Convolutional Network for Postural Abnormality Diagnosis in Parkinsonians45
Adaptive and Iterative Learning With Multi-Perspective Regularizations for Metal Artifact Reduction45
DistAL: A Domain-Shift Active Learning Framework With Transferable Feature Learning for Lesion Detection45
Multi-Task Distributed Learning Using Vision Transformer With Random Patch Permutation45
Deep Relation Learning for Regression and Its Application to Brain Age Estimation44
Memory-Augmented Capsule Network for Adaptable Lung Nodule Classification44
Analytical Reconstruction of Human-Scale Dark-Field CT44
Progressive Perception Learning for Main Coronary Segmentation in X-Ray Angiography44
A novel few-shot learning framework for supervised diffeomorphic image registration network44
DiffMIC-v2: Medical Image Classification via Improved Diffusion Network44
Deep Volumetric Descriptor Learning for Dense Correspondence of Cone-Beam Computed Tomography via Spectral Maps43
HAMIL: High-Resolution Activation Maps and Interleaved Learning for Weakly Supervised Segmentation of Histopathological Images43
Full-Wave Image Reconstruction in Transcranial Photoacoustic Computed Tomography Using a Finite Element Method43
An Organ-Aware Diagnosis Framework for Radiology Report Generation43
Knowledge-Driven Framework for Anatomical Landmark Annotation in Laparoscopic Surgery43
Self-Supervised Digital Histopathology Image Disentanglement for Arbitrary Domain Stain Transfer43
Structural Priors Guided Network for the Corneal Endothelial Cell Segmentation42
Deep Learning on Multiphysical Features and Hemodynamic Modeling for Abdominal Aortic Aneurysm Growth Prediction42
LSKANet: Long Strip Kernel Attention Network for Robotic Surgical Scene Segmentation42
Information-Theoretic Analysis of Multimodal Image Translation41
Low-Dose CT Image Synthesis for Domain Adaptation Imaging Using a Generative Adversarial Network With Noise Encoding Transfer Learning41
DuDoCFNet: Dual-Domain Coarse-to-Fine Progressive Network for Simultaneous Denoising, Limited-View Reconstruction, and Attenuation Correction of Cardiac SPECT41
Bidirectional Mapping Generative Adversarial Networks for Brain MR to PET Synthesis41
VQAMix: Conditional Triplet Mixup for Medical Visual Question Answering41
SPLIT: Statistical Positronium Lifetime Image Reconstruction via Time-Thresholding41
Benchmarking of Deep Architectures for Segmentation of Medical Images41
Disentangling Normal Aging From Severity of Disease via Weak Supervision on Longitudinal MRI41
Supplemental Transmission Aided Attenuation Correction for Quantitative Cardiac PET41
CGNet: A Correlation-Guided Registration Network for Unsupervised Deformable Image Registration40
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 Methods40
Artifact Detection and Restoration in Histology Images With Stain-Style and Structural Preservation40
Efficient Multi-Organ Segmentation From 3D Abdominal CT Images With Lightweight Network and Knowledge Distillation40
DSMT-Net: Dual Self-Supervised Multi-Operator Transformation for Multi-Source Endoscopic Ultrasound Diagnosis40
Unsupervised CT Metal Artifact Reduction by Plugging Diffusion Priors in Dual Domains40
Bayesian framework for atrial LAT estimation in ECGI39
Robust PCA Unrolling Network for Super-Resolution Vessel Extraction in X-Ray Coronary Angiography39
3D Virtual Histopathology by Phase-Contrast X-Ray Micro-CT for Follicular Thyroid Neoplasms39
Organ-DETR: Organ Detection via Transformers39
SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation39
One-Shot Generative Prior in Hankel-k-Space for Parallel Imaging Reconstruction39
Attributed Abnormality Graph Embedding for Clinically Accurate X-Ray Report Generation39
Federated Domain Adaptation via Transformer for Multi-Site Alzheimer’s Disease Diagnosis39
Global and Local Feature Reconstruction for Medical Image Segmentation38
Editorial38
Lung Cancer Screening Classification by Sequential Multi-Instance Learning (SMILE) Framework With Multiple CT Scans38
Decentralized Personalization for Federated Medical Image Segmentation via Gossip Contrastive Mutual Learning37
DSNet: A Dual-Stream Framework for Weakly-Supervised Gigapixel Pathology Image Analysis37
HiCur-NPC: Hierarchical Feature Fusion Curriculum Learning for Multi-Modal Foundation Model in Nasopharyngeal Carcinoma37
Model-Based Quantitative Elasticity Reconstruction Using ADMM37
Cyclic Learning: Bridging Image-Level Labels and Nuclei Instance Segmentation37
Patient-Adaptive Population-Based Modeling of Arterial Input Functions37
Merging Context Clustering With Visual State Space Models for Medical Image Segmentation37
De-Noising of Photoacoustic Microscopy Images by Attentive Generative Adversarial Network36
Feature Masking on Non-Overlapping Regions for Detecting Dense Cells in Blood Smear Image36
PathAL: An Active Learning Framework for Histopathology Image Analysis36
Prototype Learning Guided Hybrid Network for Breast Tumor Segmentation in DCE-MRI36
BrainMass: Advancing Brain Network Analysis for Diagnosis With Large-Scale Self-Supervised Learning36
Generation of Anatomically Inspired Human Airway Tree Using Electrical Impedance Tomography: A Method to Estimate Regional Lung Filling Characteristics36
MRI Motion Correction Through Disentangled CycleGAN Based on Multi-Mask K-Space Subsampling35
SE(3)-Equivariant and Noise-Invariant 3D Rigid Motion Tracking in Brain MRI35
STARTS: A Self-Adapted Spatio-Temporal Framework for Automatic E/MEG Source Imaging35
Table of Contents35
TAFL: Task-Agnostic Feature Learner for Efficient Adaptation to Unseen Clinical Tasks based on Whole-Slide Histopathological Images35
Bayesian Collaborative Learning for Whole-Slide Image Classification34
Uncertainty-Aware Survival Analysis with Dirichlet Distribution for Multi-Scale Pathology and Genomics34
Ray-Bundle Based X-ray Representation and Reconstruction: an Alternative to Classic Tomography on Voxelized Volumes34
Disease-informed Adaptation of Vision-Language Models34
Circle Representation for Medical Object Detection34
Automatic Brain Midline Surface Delineation on 3D CT Images With Intracranial Hemorrhage34
Separating Stimulus-Induced and Background Components of Dynamic Functional Connectivity in Naturalistic fMRI34
Blind Image Quality Assessment for Pathological Microscopic Image Under Screen and Immersion Scenarios34
Simulation of Postoperative Facial Appearances via Geometric Deep Learning for Efficient Orthognathic Surgical Planning34
Ultrasound Report Generation With Cross-Modality Feature Alignment via Unsupervised Guidance34
Distance Regression Enhanced With Temporal Information Fusion and Adversarial Training for Robot-Assisted Endomicroscopy34
Learning and Segmenting Dense Voxel Embeddings for 3D Neuron Reconstruction34
An Annotation-Free Restoration Network for Cataractous Fundus Images33
MRI Information-Based Correction and Restoration of Photoacoustic Tomography33
AsyDisNet: Scalable Mammographic Asymmetry and Architectural Distortion Detection With Angle-Based Quadruplet Loss33
SWENet: A Physics-Informed Deep Neural Network (PINN) for Shear Wave Elastography33
TT U-Net: Temporal Transformer U-Net for Motion Artifact Reduction Using PAD (Pseudo All-Phase Clinical-Dataset) in Cardiac CT33
Ultrafast Online Clutter Filtering for Ultrasound Microvascular Imaging33
UHR-DeepFMT: Ultra-High Spatial Resolution Reconstruction of Fluorescence Molecular Tomography Based on 3-D Fusion Dual-Sampling Deep Neural Network33
Video-Instrument Synergistic Network for Referring Video Instrument Segmentation in Robotic Surgery33
Editorial Flagship Toward the Future33
Multi-Connectivity Representation Learning Network for Major Depressive Disorder Diagnosis33
LungViT: Ensembling Cascade of Texture Sensitive Hierarchical Vision Transformers for Cross-Volume Chest CT Image-to-Image Translation32
Frenet-Serret Frame-based Decomposition for Part Segmentation of 3D Curvilinear Structures32
MOOD 2020: A Public Benchmark for Out-of-Distribution Detection and Localization on Medical Images32
Surface-Based Probabilistic Fiber Tracking in Superficial White Matter32
Two-Stage Structure-Focused Contrastive Learning for Automatic Identification and Localization of Complex Pelvic Fractures32
EICSeg: Universal Medical Image Segmentation via Explicit In-Context Learning32
Functional Parcellation of Human Brain Using Localized Topo-Connectivity Mapping31
Development-driven Diffusion Model for Longitudinal Prediction of Fetal Brain MRI with Unpaired Data31
Erratum to “Realistic Lung Nodule Synthesis With Multi-Target Co-Guided Adversarial Mechanism”31
Semi-Supervised Dual Stream Segmentation Network for Fundus Lesion Segmentation31
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