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 901950 of 2089 papers

TitleStatusHype
Confidence Intervals for Performance Estimates in Brain MRI Segmentation0
Cross-adversarial local distribution regularization for semi-supervised medical image segmentation0
Med-URWKV: Pure RWKV With ImageNet Pre-training For Medical Image Segmentation0
Freeze the backbones: A Parameter-Efficient Contrastive Approach to Robust Medical Vision-Language Pre-training0
Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation0
HyperSegNAS: Bridging One-Shot Neural Architecture Search with 3D Medical Image Segmentation using HyperNet0
FRCNet Frequency and Region Consistency for Semi-supervised Medical Image Segmentation0
ICMSC: Intra- and Cross-modality Semantic Consistency for Unsupervised Domain Adaptation on Hip Joint Bone Segmentation0
Framework for lung CT image segmentation based on UNet++0
_1DecNet+: A new architecture framework by _1 decomposition and iteration unfolding for sparse feature segmentation0
Lung nodules segmentation from CT with DeepHealth toolkit0
FP-PET: Large Model, Multiple Loss And Focused Practice0
FourierLoss: Shape-Aware Loss Function with Fourier Descriptors0
Image Translation-Based Unsupervised Cross-Modality Domain Adaptation for Medical Image Segmentation0
IMDPrompter: Adapting SAM to Image Manipulation Detection by Cross-View Automated Prompt Learning0
Foundation AI Model for Medical Image Segmentation0
Impact of individual rater style on deep learning uncertainty in medical imaging segmentation0
AI in the Loop -- Functionalizing Fold Performance Disagreement to Monitor Automated Medical Image Segmentation Pipelines0
Assessing the Role of Random Forests in Medical Image Segmentation0
Assessing the Performance of the DINOv2 Self-supervised Learning Vision Transformer Model for the Segmentation of the Left Atrium from MRI Images0
L-SNet: from Region Localization to Scale Invariant Medical Image Segmentation0
FNOSeg3D: Resolution-Robust 3D Image Segmentation with Fourier Neural Operator0
LSU-Net: Lightweight Automatic Organs Segmentation Network For Medical Images0
LT-Net: Label Transfer by Learning Reversible Voxel-wise Correspondence for One-shot Medical Image Segmentation0
FlowSDF: Flow Matching for Medical Image Segmentation Using Distance Transforms0
FixMatchSeg: Fixing FixMatch for Semi-Supervised Semantic Segmentation0
Fine-grained Recurrent Neural Networks for Automatic Prostate Segmentation in Ultrasound Images0
Finding the Most Transferable Tasks for Brain Image Segmentation0
Computation of Total Kidney Volume from CT images in Autosomal Dominant Polycystic Kidney Disease using Multi-Task 3D Convolutional Neural Networks0
Improved Unet brain tumor image segmentation based on GSConv module and ECA attention mechanism0
Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation0
FIF-UNet: An Efficient UNet Using Feature Interaction and Fusion for Medical Image Segmentation0
FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation0
Cross-model Mutual Learning for Exemplar-based Medical Image Segmentation0
Comprehensive Multimodal Segmentation in Medical Imaging: Combining YOLOv8 with SAM and HQ-SAM Models0
Improving Lesion Segmentation in Medical Images by Global and Regional Feature Compensation0
FIAS: Feature Imbalance-Aware Medical Image Segmentation with Dynamic Fusion and Mixing Attention0
Improving Uncertainty-based Out-of-Distribution Detection for Medical Image Segmentation0
Affinity-Graph-Guided Contractive Learning for Pretext-Free Medical Image Segmentation with Minimal Annotation0
A Cascaded Deep-Learning Framework for Segmentation of Metastatic Brain Tumors Before and After Stereotactic Radiation Therapy0
Language-guided Scale-aware MedSegmentor for Lesion Segmentation in Medical Imaging0
Meta-learning with implicit gradients in a few-shot setting for medical image segmentation0
Compositionally Equivariant Representation Learning0
Few-Shot Medical Image Segmentation with Large Kernel Attention0
Complementary Information Mutual Learning for Multimodality Medical Image Segmentation0
Indirect Supervision to Mitigate Perturbations0
Few-shot Medical Image Segmentation with Cycle-resemblance Attention0
Few-shot Medical Image Segmentation using a Global Correlation Network with Discriminative Embedding0
Few-shot image segmentation for cross-institution male pelvic organs using registration-assisted prototypical learning0
Competitive Ensembling Teacher-Student Framework for Semi-Supervised Left Atrium MRI 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