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 14011450 of 2089 papers

TitleStatusHype
UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image SegmentationCode3
COSMOS: Cross-Modality Unsupervised Domain Adaptation for 3D Medical Image Segmentation based on Target-aware Domain Translation and Iterative Self-Training0
The impact of using voxel-level segmentation metrics on evaluating multifocal prostate cancer localisation0
Harmonizing Pathological and Normal Pixels for Pseudo-healthy SynthesisCode1
Target and Task specific Source-Free Domain Adaptive Image SegmentationCode1
Translation Consistent Semi-supervised Segmentation for 3D Medical ImagesCode1
Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation0
Learning to segment fetal brain tissue from noisy annotations0
MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source LabelsCode1
TransFusion: Multi-view Divergent Fusion for Medical Image Segmentation with Transformers0
Slice Imputation: Intermediate Slice Interpolation for Anisotropic 3D Medical Image Segmentation0
Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysisCode1
TVConv: Efficient Translation Variant Convolution for Layout-aware Visual ProcessingCode1
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation0
Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation0
3D-UCaps: 3D Capsules Unet for Volumetric Image SegmentationCode1
Layer Ensembles: A Single-Pass Uncertainty Estimation in Deep Learning for Segmentation0
CapsNet for Medical Image Segmentation0
Graph Flow: Cross-layer Graph Flow Distillation for Dual Efficient Medical Image SegmentationCode1
Point-Unet: A Context-aware Point-based Neural Network for Volumetric SegmentationCode1
Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation0
Medical Image Segmentation on MRI Images with Missing Modalities: A Review0
Towards Bi-directional Skip Connections in Encoder-Decoder Architectures and Beyond0
On-the-Fly Test-time Adaptation for Medical Image SegmentationCode1
Label-efficient Hybrid-supervised Learning for Medical Image Segmentation0
UNeXt: MLP-based Rapid Medical Image Segmentation NetworkCode2
PHTrans: Parallelly Aggregating Global and Local Representations for Medical Image SegmentationCode1
Stepwise Feature Fusion: Local Guides GlobalCode1
A novel shape-based loss function for machine learning-based seminal organ segmentation in medical imaging0
Deep-ASPECTS: A Segmentation-Assisted Model for Stroke Severity Measurement0
_1DecNet+: A new architecture framework by _1 decomposition and iteration unfolding for sparse feature segmentation0
Universal Segmentation of 33 Anatomies0
MixCL: Pixel label matters to contrastive learning0
Carbon Footprint of Selecting and Training Deep Learning Models for Medical Image Analysis0
Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision0
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With SupervoxelsCode1
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble SupervisionCode1
Contextual Attention Network: Transformer Meets U-NetCode1
Exploring Smoothness and Class-Separation for Semi-supervised Medical Image SegmentationCode1
Shape constrained CNN for segmentation guided prediction of myocardial shape and pose parameters in cardiac MRI0
Uncertainty categories in medical image segmentation: a study of source-related diversity0
BlazeNeo: Blazing fast polyp segmentation and neoplasm detectionCode0
A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and BenchmarkCode2
Topology-Preserving Segmentation Network: A Deep Learning Segmentation Framework for Connected Component0
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image SegmentationCode1
Data variation-aware medical image segmentation0
Mixed-Block Neural Architecture Search for Medical Image Segmentation0
COMMA: Propagating Complementary Multi-Level Aggregation Network for Polyp Segmentation0
Opinions Vary? Diagnosis First!Code0
Semi-supervised Medical Image Segmentation via Geometry-aware Consistency Training0
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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