SOTAVerified

Medical Image Segmentation

Medical Image Segmentation is a computer vision task that involves dividing an medical image into multiple segments, where each segment represents a different object or structure of interest in the image. The goal of medical image segmentation is to provide a precise and accurate representation of the objects of interest within the image, typically for the purpose of diagnosis, treatment planning, and quantitative analysis.

( Image credit: IVD-Net )

Papers

Showing 17011750 of 2089 papers

TitleStatusHype
Deep Learning with Uncertainty Quantification for Predicting the Segmentation Dice Coefficient of Prostate Cancer Biopsy Images0
PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning0
Systematic Clinical Evaluation of A Deep Learning Method for Medical Image Segmentation: Radiosurgery Application0
Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision0
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey0
Multi-task Federated Learning for Heterogeneous Pancreas Segmentation0
Multi-Slice Dense-Sparse Learning for Efficient Liver and Tumor Segmentation0
SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation0
Learning to Segment Medical Images from Few-Shot Sparse LabelsCode0
Medical image segmentation with imperfect 3D bounding boxes0
Style Curriculum Learning for Robust Medical Image Segmentation0
Crosslink-Net: Double-branch Encoder Segmentation Network via Fusing Vertical and Horizontal ConvolutionsCode0
Transductive image segmentation: Self-training and effect of uncertainty estimation0
Unpaired cross-modality educed distillation (CMEDL) for medical image segmentation0
The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation0
TransClaw U-Net: Claw U-Net with Transformers for Medical Image SegmentationCode0
NeoUNet: Towards accurate colon polyp segmentation and neoplasm detection0
Hierarchical Self-Supervised Learning for Medical Image Segmentation Based on Multi-Domain Data Aggregation0
Towards Robust General Medical Image SegmentationCode0
Differentially private federated deep learning for multi-site medical image segmentationCode0
Exploring Deep Learning Methods for Real-Time Surgical Instrument Segmentation in Laparoscopy0
Label noise in segmentation networks : mitigation must deal with bias0
Residual Moment Loss for Medical Image Segmentation0
Adapting Off-the-Shelf Source Segmenter for Target Medical Image Segmentation0
Distilling effective supervision for robust medical image segmentation with noisy labels0
More than Encoder: Introducing Transformer Decoder to Upsample0
Trilateral Attention Network for Real-time Medical Image Segmentation0
Knowledge distillation from multi-modal to mono-modal segmentation networks0
Unsupervised Domain Adaptation with Variational Approximation for Cardiac Segmentation0
Optimal Latent Vector Alignment for Unsupervised Domain Adaptation in Medical Image Segmentation0
CT Image Synthesis Using Weakly Supervised Segmentation and Geometric Inter-Label Relations For COVID Image Analysis0
Contrastive Semi-Supervised Learning for 2D Medical Image Segmentation0
Left Ventricle Contouring in Cardiac Images Based on Deep Reinforcement LearningCode0
Meta-learning with implicit gradients in a few-shot setting for medical image segmentation0
Semantic-Aware Contrastive Learning for Multi-object Medical Image Segmentation0
Analysis of Vision-based Abnormal Red Blood Cell Classification0
Cardiac Segmentation on CT Images through Shape-Aware Contour Attentions0
Self-Ensembling Contrastive Learning for Semi-Supervised Medical Image Segmentation0
Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation0
Voxel-level Siamese Representation Learning for Abdominal Multi-Organ Segmentation0
Momentum Contrastive Voxel-wise Representation Learning for Semi-supervised Volumetric Medical Image Segmentation0
CUAB: Convolutional Uncertainty Attention Block Enhanced the Chest X-ray Image Analysis0
Impact of individual rater style on deep learning uncertainty in medical imaging segmentation0
AG-CUResNeSt: A Novel Method for Colon Polyp SegmentationCode0
Pyramid Medical Transformer for Medical Image Segmentation0
Every Annotation Counts: Multi-label Deep Supervision for Medical Image SegmentationCode0
PocketNet: A Smaller Neural Network for Medical Image AnalysisCode0
Auto-FedAvg: Learnable Federated Averaging for Multi-Institutional Medical Image Segmentation0
Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization0
Two layer Ensemble of Deep Learning Models for Medical Image Segmentation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DUCK-Netmean Dice0.95Unverified
2EffiSegNet-B5mean Dice0.95Unverified
3EffiSegNet-B4mean Dice0.95Unverified
4SegMedmean Dice0.95Unverified
5FCB Formermean Dice0.94Unverified
6FCB-SwinV2 Transformermean Dice0.94Unverified
7SEPmean Dice0.94Unverified
8LM-Netmean Dice0.94Unverified
9RAPUNetmean Dice0.94Unverified
10FCBFormermean Dice0.94Unverified
#ModelMetricClaimedVerifiedStatus
1DUCK-Netmean Dice0.97Unverified
2RAPUNetmean Dice0.96Unverified
3EMCADmean Dice0.95Unverified
4Yolo-SAM 2mean Dice0.95Unverified
5RaBiTmean Dice0.95Unverified
6UGCANetmean Dice0.95Unverified
7ESFPNet-Lmean Dice0.95Unverified
8FCBFormermean Dice0.95Unverified
9DuATmean Dice0.95Unverified
10SegMedmean Dice0.95Unverified
#ModelMetricClaimedVerifiedStatus
1RAPUNetmean Dice0.95Unverified
2DUCK-Netmean Dice0.94Unverified
3EMCADmean Dice0.92Unverified
4SegMedmean Dice0.92Unverified
5UniNetmean Dice0.92Unverified
6ProMISemean Dice0.87Unverified
7Meta-Polypmean Dice0.87Unverified
8ResUNet++ + TTAmean Dice0.85Unverified
9PVT-GCASCADEmean Dice0.83Unverified
10PVT-CASCADEmean Dice0.83Unverified
#ModelMetricClaimedVerifiedStatus
1RAPUNetmean Dice0.96Unverified
2SegMedmean Dice0.94Unverified
3DUCK-Netmean Dice0.94Unverified
4EMCADmean Dice0.92Unverified
5ProMISemean Dice0.84Unverified
6RSAFormermean Dice0.84Unverified
7ESFPNet-Lmean Dice0.82Unverified
8DuATmean Dice0.82Unverified
9PVT-CASCADEmean Dice0.8Unverified
10SSFormer-Lmean Dice0.8Unverified
#ModelMetricClaimedVerifiedStatus
1Interactive AI-SAM gt boxAvg DSC90.66Unverified
2Medical SAM AdapterAvg DSC89.8Unverified
3MedSegDiff-v2Avg DSC89.5Unverified
4nnUNetAvg DSC88.8Unverified
5MedNeXt-L (5x5x5)Avg DSC88.76Unverified
6MISTAvg DSC86.92Unverified
7nnFormerAvg DSC86.57Unverified
8AgileFormerAvg DSC86.11Unverified
9MERITAvg DSC84.9Unverified
10Automatic AI-SAMAvg DSC84.21Unverified
#ModelMetricClaimedVerifiedStatus
1FCTAvg DSC94.26Unverified
2Interactive AI-SAM gt boxAvg DSC93.89Unverified
3FCTAvg DSC93.02Unverified
4LHU-NetAvg DSC92.65Unverified
5MISTAvg DSC92.56Unverified
6MERITAvg DSC92.32Unverified
7MERIT-GCASCADEAvg DSC92.23Unverified
8EMCADAvg DSC92.12Unverified
9nnFormerAvg DSC92.06Unverified
10Automatic AI-SAMAvg DSC92.06Unverified
#ModelMetricClaimedVerifiedStatus
1StardistF184.6Unverified