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 17511800 of 2089 papers

TitleStatusHype
RAR-U-Net: a Residual Encoder to Attention Decoder by Residual Connections Framework for Spine Segmentation under Noisy Labels0
Going to Extremes: Weakly Supervised Medical Image SegmentationCode0
Learning Non-Unique Segmentation with Reward-Penalty Dice LossCode0
CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image SegmentationCode1
MA-Net: A Multi-Scale Attention Network for Liver and Tumor SegmentationCode3
SESV: Accurate Medical Image Segmentation byPredicting and Correcting Errors0
UXNet: Searching Multi-level Feature Aggregation for 3D Medical Image Segmentation0
Dual Encoder Fusion U-Net (DEFU-Net) for Cross-manufacturer Chest X-ray SegmentationCode0
Automatic Segmentation and Visualization of Choroid in OCT with Knowledge Infused Deep LearningCode0
Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scansCode1
Semi-supervised Medical Image Segmentation through Dual-task Consistency0
Quality-aware semi-supervised learning for CMR segmentation0
On The Usage Of Average Hausdorff Distance For Segmentation Performance Assessment: Hidden Bias When Used For Ranking0
A Cascaded Deep-Learning Framework for Segmentation of Metastatic Brain Tumors Before and After Stereotactic Radiation Therapy0
Random Style Transfer based Domain Generalization Networks Integrating Shape and Spatial Information0
RevPHiSeg: A Memory-Efficient Neural Network for Uncertainty Quantification in Medical Image SegmentationCode1
A Longitudinal Method for Simultaneous Whole-Brain and Lesion Segmentation in Multiple SclerosisCode0
Disentangling Human Error from the Ground Truth in Segmentation of Medical ImagesCode1
Learning To Pay Attention To MistakesCode0
MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed ImagesCode1
Learning Directional Feature Maps for Cardiac MRI SegmentationCode1
Shape-aware Semi-supervised 3D Semantic Segmentation for Medical ImagesCode1
Universal Loss Reweighting to Balance Lesion Size Inequality in 3D Medical Image SegmentationCode1
Self-Loop Uncertainty: A Novel Pseudo-Label for Semi-Supervised Medical Image Segmentation0
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without AnnotationCode1
Superpixel-Guided Label Softening for Medical Image Segmentation0
Revisiting Rubik's Cube: Self-supervised Learning with Volume-wise Transformation for 3D Medical Image Segmentation0
U-Net Based Architecture for an Improved Multiresolution Segmentation in Medical Images0
BUNET: Blind Medical Image Segmentation Based on Secure UNET0
On uncertainty estimation in active learning for image segmentationCode1
MS-NAS: Multi-Scale Neural Architecture Search for Medical Image Segmentation0
Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation0
Semi-supervised Task-driven Data Augmentation for Medical Image SegmentationCode1
MCU-Net: A framework towards uncertainty representations for decision support system patient referrals in healthcare contextsCode0
Scribble-based Domain Adaptation via Co-segmentationCode1
Meta Corrupted Pixels Mining for Medical Image Segmentation0
An Elastic Interaction-Based Loss Function for Medical Image SegmentationCode1
Learning to Segment from Scribbles using Multi-scale Adversarial Attention GatesCode1
PGD-UNet: A Position-Guided Deformable Network for Simultaneous Segmentation of Organs and Tumors0
Globally Optimal Segmentation of Mutually Interacting Surfaces using Deep Learning0
A Characteristic Function-based Algorithm for Geodesic Active Contours0
Generalisable 3D Fabric Architecture for Streamlined Universal Multi-Dataset Medical Image SegmentationCode1
Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation0
Interactive Deep Refinement Network for Medical Image Segmentation0
Collaborative Boundary-aware Context Encoding Networks for Error Map Prediction0
ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Medical Image Segmentation0
Realistic Adversarial Data Augmentation for MR Image SegmentationCode1
Deep Generative Model-based Quality Control for Cardiac MRI Segmentation0
Cross-denoising Network against Corrupted Labels in Medical Image Segmentation with Domain Shift0
Task-agnostic Out-of-Distribution Detection Using Kernel Density EstimationCode0
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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