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 19011950 of 2089 papers

TitleStatusHype
Unsupervised Medical Image Segmentation with Adversarial Networks: From Edge Diagrams to Segmentation MapsCode0
Exploiting Clinically Available Delineations for CNN-based Segmentation in Radiotherapy Treatment Planning0
Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory & PracticeCode0
Semi-Supervised Medical Image Segmentation via Learning Consistency under Transformations0
The Domain Shift Problem of Medical Image Segmentation and Vendor-Adaptation by Unet-GAN0
Domain Generalization via Model-Agnostic Learning of Semantic FeaturesCode0
Unified Multi-scale Feature Abstraction for Medical Image Segmentation0
Neural Ordinary Differential Equations for Semantic Segmentation of Individual Colon GlandsCode0
Penalizing small errors using an Adaptive Logarithmic Loss0
MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep LearningCode0
MixModule: Mixed CNN Kernel Module for Medical Image Segmentation0
Intracranial Hemorrhage Segmentation Using Deep Convolutional ModelCode0
Deep Semantic Segmentation of Natural and Medical Images: A Review0
HistoSegNet: Semantic Segmentation of Histological Tissue Type in Whole Slide ImagesCode0
Neural Style Transfer Improves 3D Cardiovascular MR Image Segmentation on Inconsistent DataCode0
Deep learning architectures for automated image segmentation0
3D Deep Affine-Invariant Shape Learning for Brain MR Image Segmentation0
SegNAS3D: Network Architecture Search with Derivative-Free Global Optimization for 3D Image Segmentation0
Resource Optimized Neural Architecture Search for 3D Medical Image Segmentation0
Linking convolutional neural networks with graph convolutional networks: application in pulmonary artery-vein separationCode0
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation0
Cross-modality Knowledge Transfer for Prostate Segmentation from CT Scans0
Automatic Rodent Brain MRI Lesion Segmentation with Fully Convolutional Networks0
End-to-End Boundary Aware Networks for Medical Image Segmentation0
EigenRank by Committee: A Data Subset Selection and Failure Prediction paradigm for Robust Deep Learning based Medical Image Segmentation0
D-UNet: a dimension-fusion U shape network for chronic stroke lesion segmentationCode0
Conv-MCD: A Plug-and-Play Multi-task Module for Medical Image SegmentationCode0
Multi Scale Supervised 3D U-Net for Kidney and Tumor Segmentation0
Kidney and Kidney Tumor Segmentation using a Logical Ensemble of U-nets with Volumetric Validation0
SkrGAN: Sketching-rendering Unconditional Generative Adversarial Networks for Medical Image Synthesis0
U-Net Fixed-Point Quantization for Medical Image SegmentationCode0
Multi-Task Attention-Based Semi-Supervised Learning for Medical Image SegmentationCode0
Self-Adaptive 2D-3D Ensemble of Fully Convolutional Networks for Medical Image Segmentation0
ET-Net: A Generic Edge-aTtention Guidance Network for Medical Image SegmentationCode0
Mixed-Supervised Dual-Network for Medical Image Segmentation0
Domain specific cues improve robustness of deep learning based segmentation of ct volumes0
CLCI-Net: Cross-Level fusion and Context Inference Networks for Lesion Segmentation of Chronic StrokeCode0
DA-RefineNet:A Dual Input Whole Slide Image Segmentation Algorithm Based on AttentionCode0
A Divide-and-Conquer Approach towards Understanding Deep Networks0
Assessing Reliability and Challenges of Uncertainty Estimations for Medical Image SegmentationCode0
Data Efficient Unsupervised Domain Adaptation for Cross-Modality Image Segmentation0
Deep Attentive Features for Prostate Segmentation in 3D Transrectal UltrasoundCode0
A Novel Deep Learning Based Approach for Left Ventricle Segmentation in Echocardiography: MFP-Unet0
Learning a sparse database for patch-based medical image segmentation0
Brain MR Image Segmentation in Small Dataset with Adversarial Defense and Task Reorganization0
Refined-Segmentation R-CNN: A Two-stage Convolutional Neural Network for Punctate White Matter Lesion Segmentation in Preterm InfantsCode0
A sparse annotation strategy based on attention-guided active learning for 3D medical image segmentation0
Scalable Neural Architecture Search for 3D Medical Image Segmentation0
PAN: Projective Adversarial Network for Medical Image Segmentation0
Semantic-guided Encoder Feature Learning for Blurry Boundary Delineation0
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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
9SegMedmean Dice0.95Unverified
10DuATmean 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
9Automatic AI-SAMAvg DSC92.06Unverified
10nnFormerAvg DSC92.06Unverified
#ModelMetricClaimedVerifiedStatus
1StardistF184.6Unverified