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 13511400 of 2089 papers

TitleStatusHype
Deep Learning for Multi-Task Medical Image Segmentation in Multiple Modalities0
Deep Learning in Medical Ultrasound Image Segmentation: a Review0
Deep Learning in Multi-organ Segmentation0
DeepPyramid+: Medical Image Segmentation using Pyramid View Fusion and Deformable Pyramid Reception0
Deep Self-Cleansing for Medical Image Segmentation with Noisy Labels0
Deep Semantic Segmentation of Natural and Medical Images: A Review0
Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation0
Densely Decoded Networks with Adaptive Deep Supervision for Medical Image Segmentation0
DenseMP: Unsupervised Dense Pre-training for Few-shot Medical Image Segmentation0
Dense Self-Supervised Learning for Medical Image Segmentation0
DEPT: Deep Extreme Point Tracing for Ultrasound Image Segmentation0
Development of an algorithm for medical image segmentation of bone tissue in interaction with metallic implants0
Devil is in the Queries: Advancing Mask Transformers for Real-world Medical Image Segmentation and Out-of-Distribution Localization0
Diagonal Hierarchical Consistency Learning for Semi-supervised Medical Image Segmentation0
DIAMANT: Dual Image-Attention Map Encoders For Medical Image Segmentation0
Diff-CL: A Novel Cross Pseudo-Supervision Method for Semi-supervised Medical Image Segmentation0
Differential Privacy for Adaptive Weight Aggregation in Federated Tumor Segmentation0
DiffSeg: A Segmentation Model for Skin Lesions Based on Diffusion Difference0
Diffuse-UDA: Addressing Unsupervised Domain Adaptation in Medical Image Segmentation with Appearance and Structure Aligned Diffusion Models0
Dilated Balanced Cross Entropy Loss for Medical Image Segmentation0
Dilated Convolutions in Neural Networks for Left Atrial Segmentation in 3D Gadolinium Enhanced-MRI0
DiM: f-Divergence Minimization Guided Sharpness-Aware Optimization for Semi-supervised Medical Image Segmentation0
Diminishing Uncertainty within the Training Pool: Active Learning for Medical Image Segmentation0
Discriminative Hamiltonian Variational Autoencoder for Accurate Tumor Segmentation in Data-Scarce Regimes0
Distilling effective supervision for robust medical image segmentation with noisy labels0
Distributed Contrastive Learning for Medical Image Segmentation0
Distribution-aware Margin Calibration for Medical Image Segmentation0
Diversity-Promoting Ensemble for Medical Image Segmentation0
FocusNet++: Attentive Aggregated Transformations for Efficient and Accurate Medical Image Segmentation0
D-LEMA: Deep Learning Ensembles from Multiple Annotations -- Application to Skin Lesion Segmentation0
DmADs-Net: Dense multiscale attention and depth-supervised network for medical image segmentation0
DMC-Net: Lightweight Dynamic Multi-Scale and Multi-Resolution Convolution Network for Pancreas Segmentation in CT Images0
DMCNN: A Deep Multiscale Convolutional Neural Network Model for Medical Image Segmentation0
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation0
Domain Game: Disentangle Anatomical Feature for Single Domain Generalized Segmentation0
Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation0
Do Segmentation Models Understand Vascular Structure? A Blob-Based XAI Framework0
Double Banking on Knowledge: Customized Modulation and Prototypes for Multi-Modality Semi-supervised Medical Image Segmentation0
DoubleU-NetPlus: A Novel Attention and Context Guided Dual U-Net with Multi-Scale Residual Feature Fusion Network for Semantic Segmentation of Medical Images0
Downstream Analysis of Foundational Medical Vision Models for Disease Progression0
DPE-Net: Dual-Parallel Encoder Based Network for Semantic Segmentation of Polyps0
DRL-STNet: Unsupervised Domain Adaptation for Cross-modality Medical Image Segmentation via Disentangled Representation Learning0
Dual Structure-Aware Image Filterings for Semi-supervised Medical Image Segmentation0
Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation0
DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation0
Dynamically evolving segment anything model with continuous learning for medical image segmentation0
EAA-Net: Rethinking the Autoencoder Architecture with Intra-class Features for Medical Image Segmentation0
EAGLE: An Efficient Global Attention Lesion Segmentation Model for Hepatic Echinococcosis0
EAUWSeg: Eliminating annotation uncertainty in weakly-supervised medical image segmentation0
ECG Segmentation using a Neural Network as the Basis for Detection of Cardiac Pathologies0
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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