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 801850 of 2089 papers

TitleStatusHype
Contrastive Re-localization and History Distillation in Federated CMR Segmentation0
Atrous Residual Interconnected Encoder to Attention Decoder Framework for Vertebrae Segmentation via 3D Volumetric CT Images0
Agglomerating Large Vision Encoders via Distillation for VFSS Segmentation0
GMISeg: General Medical Image Segmentation without Re-Training0
3D Deep Affine-Invariant Shape Learning for Brain MR Image Segmentation0
Label noise in segmentation networks : mitigation must deal with bias0
Global Guidance Network for Breast Lesion Segmentation in Ultrasound Images0
GLFNET: Global-Local (frequency) Filter Networks for efficient medical image segmentation0
A Transformer-based Generative Adversarial Network for Brain Tumor Segmentation0
Label Filling via Mixed Supervision for Medical Image Segmentation from Noisy Annotations0
Continuous U-Net: Faster, Greater and Noiseless0
A temporal enhanced semi-supervised segmentation network for needle detection in 3D ultrasound images0
Generalization Capabilities of Neural Cellular Automata for Medical Image Segmentation: A Robust and Lightweight Approach0
Continuous Online Adaptation Driven by User Interaction for Medical Image Segmentation0
Continual Segment: Towards a Single, Unified and Non-forgetting Continual Segmentation Model of 143 Whole-body Organs in CT Scans0
Label-efficient Hybrid-supervised Learning for Medical Image Segmentation0
Label Sharing Incremental Learning Framework for Independent Multi-Label Segmentation Tasks0
Layer Ensembles: A Single-Pass Uncertainty Estimation in Deep Learning for Segmentation0
Continual Segment: Towards a Single, Unified and Accessible Continual Segmentation Model of 143 Whole-body Organs in CT Scans0
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels0
A Systematic Approach for MRI Brain Tumor Localization, and Segmentation using Deep Learning and Active Contouring0
Gaze2Segment: A Pilot Study for Integrating Eye-Tracking Technology into Medical Image Segmentation0
Contextual Information Enhanced Convolutional Neural Networks for Retinal Vessel Segmentation in Color Fundus Images0
Asymmetric Loss Functions and Deep Densely Connected Networks for Highly Imbalanced Medical Image Segmentation: Application to Multiple Sclerosis Lesion Detection0
0/1 Deep Neural Networks via Block Coordinate Descent0
Contextual Hourglass Networks for Segmentation and Density Estimation0
GASNet: Weakly-supervised Framework for COVID-19 Lesion Segmentation0
A survey on shape-constraint deep learning for medical image segmentation0
GASA-UNet: Global Axial Self-Attention U-Net for 3D Medical Image Segmentation0
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation0
FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging0
Fuse4Seg: Image-Level Fusion Based Multi-Modality Medical Image Segmentation0
Fully Convolutional Multi-scale Residual DenseNets for Cardiac Segmentation and Automated Cardiac Diagnosis using Ensemble of Classifiers0
Constrained Multiview Representation for Self-supervised Contrastive Learning0
Knowledge-based Fully Convolutional Network and Its Application in Segmentation of Lung CT Images0
Fully Automatic Myocardial Segmentation of Contrast Echocardiography Sequence Using Random Forests Guided by Shape Model0
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation0
GIGP: A Global Information Interacting and Geometric Priors Focusing Framework for Semi-supervised Medical Image Segmentation0
An image segmentation algorithm based on multi-scale feature pyramid network0
Contrastive Domain Disentanglement for Generalizable Medical Image Segmentation0
From Semantic Segmentation of Natural Images to Medical Image Segmentation Using ViT-Based Architectures0
Global-Local Medical SAM Adaptor Based on Full Adaption0
Globally Optimal Segmentation of Mutually Interacting Surfaces using Deep Learning0
Computer-Vision Benchmark Segment-Anything Model (SAM) in Medical Images: Accuracy in 12 Datasets0
AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation0
Kidney and Kidney Tumor Segmentation using a Logical Ensemble of U-nets with Volumetric Validation0
Consensus Based Medical Image Segmentation Using Semi-Supervised Learning And Graph Cuts0
From Few to More: Scribble-based Medical Image Segmentation via Masked Context Modeling and Continuous Pseudo Labels0
A Study on the Use of Edge TPUs for Eye Fundus Image Segmentation0
From Deterministic to Probabilistic: A Novel Perspective on Domain Generalization 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
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