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 701750 of 2089 papers

TitleStatusHype
Panoptic Feature Fusion Net: A Novel Instance Segmentation Paradigm for Biomedical and Biological ImagesCode1
S^2ME: Spatial-Spectral Mutual Teaching and Ensemble Learning for Scribble-supervised Polyp SegmentationCode1
Medical Image Segmentation with InTEnt: Integrated Entropy Weighting for Single Image Test-Time AdaptationCode1
Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image SegmentationCode1
S-SAM: SVD-based Fine-Tuning of Segment Anything Model for Medical Image SegmentationCode1
SamDSK: Combining Segment Anything Model with Domain-Specific Knowledge for Semi-Supervised Learning in Medical Image SegmentationCode1
Deep Compatible Learning for Partially-Supervised Medical Image Segmentation0
Deep Class-Specific Affinity-Guided Convolutional Network for Multimodal Unpaired Image Segmentation0
In-context learning for medical image segmentation0
Deep-ASPECTS: A Segmentation-Assisted Model for Stroke Severity Measurement0
Autoregressive Medical Image Segmentation via Next-Scale Mask Prediction0
Decoupled Pyramid Correlation Network for Liver Tumor Segmentation from CT images0
ODES: Domain Adaptation with Expert Guidance for Online Medical Image Segmentation0
Improving Uncertainty-based Out-of-Distribution Detection for Medical Image Segmentation0
Incorporating prior knowledge in medical image segmentation: a survey0
Automatic segmentation of meniscus based on MAE self-supervision and point-line weak supervision paradigm0
Automatic Semantic Segmentation of the Lumbar Spine: Clinical Applicability in a Multi-parametric and Multi-centre Study on Magnetic Resonance Images0
C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation0
Improving Lesion Segmentation in Medical Images by Global and Regional Feature Compensation0
Day-Night Adaptation: An Innovative Source-free Adaptation Framework for Medical Image Segmentation0
Improving Segment Anything on the Fly: Auxiliary Online Learning and Adaptive Fusion for Medical Image Segmentation0
Incremental Learning Meets Transfer Learning: Application to Multi-site Prostate MRI Segmentation0
Data variation-aware medical image segmentation0
Data Efficient Unsupervised Domain Adaptation for Cross-Modality Image Segmentation0
Automatic Rodent Brain MRI Lesion Segmentation with Fully Convolutional Networks0
Data-Driven Deep Supervision for Medical Image Segmentation0
Data-Centric Diet: Effective Multi-center Dataset Pruning for Medical Image Segmentation0
Improved Inference via Deep Input Transfer0
Automatic Polyp Segmentation using U-Net-ResNet500
Improved Unet brain tumor image segmentation based on GSConv module and ECA attention mechanism0
Automatic Localization of Deep Stimulation Electrodes Using Trajectory-based Segmentation Approach0
Improved cell segmentation using deep learning in label-free optical microscopy images0
D2-MLP: Dynamic Decomposed MLP Mixer for Medical Image Segmentation0
Cutting-Splicing data augmentation: A novel technology for medical image segmentation0
Automatic Detection of Interplanetary Coronal Mass Ejections in Solar Wind In Situ Data0
All-Around Real Label Supervision: Cyclic Prototype Consistency Learning for Semi-supervised Medical Image Segmentation0
Automatic Data Augmentation via Deep Reinforcement Learning for Effective Kidney Tumor Segmentation0
Implicit U-Net for volumetric medical image segmentation0
Improving CT Image Segmentation Accuracy Using StyleGAN Driven Data Augmentation0
Indirect Supervision to Mitigate Perturbations0
Automatic Brain Tumour Segmentation and Biophysics-Guided Survival Prediction0
CUAB: Convolutional Uncertainty Attention Block Enhanced the Chest X-ray Image Analysis0
Impact of individual rater style on deep learning uncertainty in medical imaging segmentation0
CT Synthesis with Conditional Diffusion Models for Abdominal Lymph Node Segmentation0
Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks0
A Latent Source Model for Patch-Based Image Segmentation0
Implementation of a Modified U-Net for Medical Image Segmentation on Edge Devices0
CT Image Synthesis Using Weakly Supervised Segmentation and Geometric Inter-Label Relations For COVID Image Analysis0
IMDPrompter: Adapting SAM to Image Manipulation Detection by Cross-View Automated Prompt Learning0
Automatically Designing CNN Architectures 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
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