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 12011250 of 2089 papers

TitleStatusHype
Learning Active Contour Models for Medical Image Segmentation0
Learning Robust Medical Image Segmentation from Multi-source Annotations0
Learning a sparse database for patch-based medical image segmentation0
Learning Better Registration to Learn Better Few-Shot Medical Image Segmentation: Authenticity, Diversity, and Robustness0
Learning Normalized Inputs for Iterative Estimation in Medical Image Segmentation0
Learning to Learn Unlearned Feature for Brain Tumor Segmentation0
Learning to segment fetal brain tissue from noisy annotations0
Learning to Segment Medical Images with Scribble-Supervision Alone0
Learning to Segment Skin Lesions from Noisy Annotations0
Learning Transferable Object-Centric Diffeomorphic Transformations for Data Augmentation in Medical Image Segmentation0
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation0
Learn the new, keep the old: Extending pretrained models with new anatomy and images0
Structurally Different Neural Network Blocks for the Segmentation of Atrial and Aortic Perivascular Adipose Tissue in Multi-centre CT Angiography Scans0
Leveraging Fixed and Dynamic Pseudo-labels for Semi-supervised Medical Image Segmentation0
Leveraging Global Binary Masks for Structure Segmentation in Medical Images0
Leveraging Image Complexity in Macro-Level Neural Network Design for Medical Image Segmentation0
Leveraging Task-Specific Knowledge from LLM for Semi-Supervised 3D Medical Image Segmentation0
LIMIS: Towards Language-based Interactive Medical Image Segmentation0
Limitations of Out-of-Distribution Detection in 3D Medical Image Segmentation0
Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation0
Local-Global Pseudo-label Correction for Source-free Domain Adaptive Medical Image Segmentation0
Localized Region Contrast for Enhancing Self-Supervised Learning in Medical Image Segmentation0
Low-Rank Mixture-of-Experts for Continual Medical Image Segmentation0
LSegDiff: A Latent Diffusion Model for Medical Image Segmentation0
Language-guided Scale-aware MedSegmentor for Lesion Segmentation in Medical Imaging0
L-SNet: from Region Localization to Scale Invariant Medical Image Segmentation0
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
Lumbar Spine Tumor Segmentation and Localization in T2 MRI Images Using AI0
Lung nodules segmentation from CT with DeepHealth toolkit0
M^2UNet: MetaFormer Multi-scale Upsampling Network for Polyp Segmentation0
M3FPolypSegNet: Segmentation Network with Multi-frequency Feature Fusion for Polyp Localization in Colonoscopy Images0
MAMBO-NET: Multi-Causal Aware Modeling Backdoor-Intervention Optimization for Medical Image Segmentation Network0
MAPUNetR: A Hybrid Vision Transformer and U-Net Architecture for Efficient and Interpretable Medical Image Segmentation0
Marginal Thresholding in Noisy Image Segmentation0
Masked Image Modeling Advances 3D Medical Image Analysis0
Masked LoGoNet: Fast and Accurate 3D Image Analysis for Medical Domain0
MaskSAM: Towards Auto-prompt SAM with Mask Classification for Medical Image Segmentation0
MA-Unet: An improved version of Unet based on multi-scale and attention mechanism for medical image segmentation0
Maximum Entropy on Erroneous Predictions (MEEP): Improving model calibration for medical image segmentation0
MDFI-Net: Multiscale Differential Feature Interaction Network for Accurate Retinal Vessel Segmentation0
Med-2D SegNet: A Light Weight Deep Neural Network for Medical 2D Image Segmentation0
Med-DANet: Dynamic Architecture Network for Efficient Medical Volumetric Segmentation0
MedGen3D: A Deep Generative Framework for Paired 3D Image and Mask Generation0
Medical Image Analysis using Deep Relational Learning0
Medical Image Segmentation Based on Multi-Modal Convolutional Neural Network: Study on Image Fusion Schemes0
Medical Image Segmentation on MRI Images with Missing Modalities: A Review0
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey0
Medical Image Segmentation Using a U-Net type of Architecture0
Medical Image Segmentation using LeViT-UNet++: A Case Study on GI Tract Data0
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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