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 13011350 of 2089 papers

TitleStatusHype
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ SegmentationCode0
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars0
PE-MED: Prompt Enhancement for Interactive Medical Image Segmentation0
Tumor-Centered Patching for Enhanced Medical Image Segmentation0
Enhancing Medical Image Segmentation: Optimizing Cross-Entropy Weights and Post-Processing with Autoencoders0
LesionMix: A Lesion-Level Data Augmentation Method for Medical Image SegmentationCode0
Hierarchical Uncertainty Estimation for Medical Image Segmentation Networks0
Confidence Contours: Uncertainty-Aware Annotation for Medical Semantic SegmentationCode0
DSFNet: Dual-GCN and Location-fused Self-attention with Weighted Fast Normalized Fusion for Polyps SegmentationCode0
How inter-rater variability relates to aleatoric and epistemic uncertainty: a case study with deep learning-based paraspinal muscle segmentation0
Large-kernel Attention for Efficient and Robust Brain Lesion SegmentationCode0
CEmb-SAM: Segment Anything Model with Condition Embedding for Joint Learning from Heterogeneous Datasets0
CATS v2: Hybrid encoders for robust medical segmentationCode0
From CNN to Transformer: A Review of Medical Image Segmentation Models0
SegMatch: A semi-supervised learning method for surgical instrument segmentation0
Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image SegmentationCode0
Redesigning Out-of-Distribution Detection on 3D Medical Images0
Feature Decoupling-Recycling Network for Fast Interactive Segmentation0
Weakly supervised segmentation of intracranial aneurysms using a novel 3D focal modulation UNetCode0
Push the Boundary of SAM: A Pseudo-label Correction Framework for Medical Segmentation0
Achieving state-of-the-art performance in the Medical Out-of-Distribution (MOOD) challenge using plausible synthetic anomaliesCode0
Data-Centric Diet: Effective Multi-center Dataset Pruning for Medical Image Segmentation0
Differential Privacy for Adaptive Weight Aggregation in Federated Tumor Segmentation0
Domain Adaptation for Medical Image Segmentation using Transformation-Invariant Self-TrainingCode0
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging0
A hybrid approach for improving U-Net variants in medical image segmentation0
Cross-dimensional transfer learning in medical image segmentation with deep learningCode0
Scale-aware Test-time Click Adaptation for Pulmonary Nodule and Mass SegmentationCode0
One-shot Joint Extraction, Registration and Segmentation of Neuroimaging DataCode0
Role of Image Acquisition and Patient Phenotype Variations in Automatic Segmentation Model Generalization0
Learning Transferable Object-Centric Diffeomorphic Transformations for Data Augmentation in Medical Image Segmentation0
SL: Stable Learning in Source-Free Domain Adaption for Medical Image Segmentation0
Semi-Supervised Medical Image Segmentation with Co-Distribution Alignment0
SwIPE: Efficient and Robust Medical Image Segmentation with Implicit Patch EmbeddingsCode0
Probabilistic Modeling of Inter- and Intra-observer Variability in Medical Image Segmentation0
Confidence Intervals for Performance Estimates in Brain MRI Segmentation0
EVIL: Evidential Inference Learning for Trustworthy Semi-supervised Medical Image Segmentation0
Challenge Results Are Not Reproducible0
DenseMP: Unsupervised Dense Pre-training for Few-shot Medical Image Segmentation0
UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis0
Rectifying Noisy Labels with Sequential Prior: Multi-Scale Temporal Feature Affinity Learning for Robust Video SegmentationCode0
RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp SegmentationCode0
3D Medical Image Segmentation based on multi-scale MPU-NetCode0
Empirical Analysis of a Segmentation Foundation Model in Prostate Imaging0
Self-supervised learning via inter-modal reconstruction and feature projection networks for label-efficient 3D-to-2D segmentationCode0
SegNetr: Rethinking the local-global interactions and skip connections in U-shaped networks0
Source Identification: A Self-Supervision Task for Dense Prediction0
ToothSegNet: Image Degradation meets Tooth Segmentation in CBCT Images0
Pay Attention to the Atlas: Atlas-Guided Test-Time Adaptation Method for Robust 3D Medical Image Segmentation0
Multiscale Progressive Text Prompt Network 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