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 20012050 of 2089 papers

TitleStatusHype
CNN-based Segmentation of Medical Imaging DataCode0
FedIA: Federated Medical Image Segmentation with Heterogeneous Annotation CompletenessCode0
FedGS: Federated Gradient Scaling for Heterogeneous Medical Image SegmentationCode0
Scribble-supervised Cell Segmentation Using Multiscale Contrastive RegularizationCode0
Boosting Convolution with Efficient MLP-Permutation for Volumetric Medical Image SegmentationCode0
FBA-Net: Foreground and Background Aware Contrastive Learning for Semi-Supervised Atrium SegmentationCode0
ScribbleVS: Scribble-Supervised Medical Image Segmentation via Dynamic Competitive Pseudo Label SelectionCode0
FAS-UNet: A Novel FAS-driven Unet to Learn Variational Image SegmentationCode0
Vision Transformers increase efficiency of 3D cardiac CT multi-label segmentationCode0
U-Net Fixed-Point Quantization for Medical Image SegmentationCode0
APAUNet: Axis Projection Attention UNet for Small Target in 3D Medical SegmentationCode0
Topology-Preserving Downsampling of Binary ImagesCode0
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image SegmentationCode0
SegAN: Adversarial Network with Multi-scale L_1 Loss for Medical Image SegmentationCode0
Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image SegmentationCode0
Factorised spatial representation learning: application in semi-supervised myocardial segmentationCode0
CM-MLP: Cascade Multi-scale MLP with Axial Context Relation Encoder for Edge Segmentation of Medical ImageCode0
SegKAN: High-Resolution Medical Image Segmentation with Long-Distance DependenciesCode0
Exploring Feature Representation Learning for Semi-supervised Medical Image SegmentationCode0
Anytime, Anywhere, Anyone: Investigating the Feasibility of Segment Anything Model for Crowd-Sourcing Medical Image AnnotationsCode0
Exploiting full Resolution Feature Context for Liver Tumor and Vessel Segmentation via Integrate Framework: Application to Liver Tumor and Vessel 3D Reconstruction under embedded microprocessorCode0
Explainable Medical Image Segmentation via Generative Adversarial Networks and Layer-wise Relevance PropagationCode0
Clean Label Disentangling for Medical Image Segmentation with Noisy LabelsCode0
Every Annotation Counts: Multi-label Deep Supervision for Medical Image SegmentationCode0
Evaluation of Multi-indicator And Multi-organ Medical Image Segmentation ModelsCode0
USE-Evaluator: Performance Metrics for Medical Image Segmentation Models with Uncertain, Small or Empty Reference AnnotationsCode0
CLCI-Net: Cross-Level fusion and Context Inference Networks for Lesion Segmentation of Chronic StrokeCode0
Segment as You Wish -- Free-Form Language-Based Segmentation for Medical ImagesCode0
ET-Net: A Generic Edge-aTtention Guidance Network for Medical Image SegmentationCode0
A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentationCode0
Segmentation by registration-enabled SAM prompt engineering using five reference imagesCode0
Segmentation Consistency Training: Out-of-Distribution Generalization for Medical Image SegmentationCode0
ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic videoCode0
An Optimization Framework for Processing and Transfer Learning for the Brain Tumor SegmentationCode0
An Open-Source Tool for Longitudinal Whole-Brain and White Matter Lesion SegmentationCode0
WT-BCP: Wavelet Transform based Bidirectional Copy-Paste for Semi-Supervised Medical Image SegmentationCode0
Segmenting Medical Images with Limited DataCode0
Segmenting Medical MRI via Recurrent Decoding CellCode0
Certification of Deep Learning Models for Medical Image SegmentationCode0
ERNet: Unsupervised Collective Extraction and Registration in Neuroimaging DataCode0
Annotation-Efficient Task Guidance for Medical Segment AnythingCode0
ENSeg: A Novel Dataset and Method for the Segmentation of Enteric Neuron Cells on Microscopy ImagesCode0
CE-Net: Context Encoder Network for 2D Medical Image SegmentationCode0
Enhancing pretraining efficiency for medical image segmentation via transferability metricsCode0
Towards Robust General Medical Image SegmentationCode0
SegStitch: Multidimensional Transformer for Robust and Efficient Medical Imaging SegmentationCode0
Enhancing Incomplete Multi-modal Brain Tumor Segmentation with Intra-modal Asymmetry and Inter-modal DependencyCode0
UNetVL: Enhancing 3D Medical Image Segmentation with Chebyshev KAN Powered Vision-LSTMCode0
Enhancing Cross-Modal Medical Image Segmentation through CompositionalityCode0
A new dataset for measuring the performance of blood vessel segmentation methods under distribution shiftsCode0
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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