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 20512089 of 2089 papers

TitleStatusHype
Cost-Effective Active Learning for Melanoma SegmentationCode0
Robust Seed Mask Generation for Interactive Image Segmentation0
Segmenting Brain Tumors with Symmetry0
Medical Image Segmentation Based on Multi-Modal Convolutional Neural Network: Study on Image Fusion Schemes0
Segmentation-by-Detection: A Cascade Network for Volumetric Medical Image Segmentation0
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning0
Spinal cord gray matter segmentation using deep dilated convolutionsCode0
Fast Barcode Retrieval for Consensus Contouring0
3D Densely Convolutional Networks for VolumetricSegmentation0
Automatic Brain Tumor Segmentation using Cascaded Anisotropic Convolutional Neural NetworksCode0
4D Multi-atlas Label Fusion using Longitudinal Images0
Iterative Deep Convolutional Encoder-Decoder Network for Medical Image Segmentation0
On the Compactness, Efficiency, and Representation of 3D Convolutional Networks: Brain Parcellation as a Pretext TaskCode0
DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image SegmentationCode0
Automatic Localization of Deep Stimulation Electrodes Using Trajectory-based Segmentation Approach0
SegAN: Adversarial Network with Multi-scale L_1 Loss for Medical Image SegmentationCode0
Optimal Multi-Object Segmentation with Novel Gradient Vector Flow Based Shape Priors0
Deep Learning for Medical Image Processing: Overview, Challenges and Future0
Deep Learning for Multi-Task Medical Image Segmentation in Multiple Modalities0
Learning Normalized Inputs for Iterative Estimation in Medical Image Segmentation0
CNN-based Segmentation of Medical Imaging DataCode0
3D fully convolutional networks for subcortical segmentation in MRI: A large-scale studyCode0
Consensus Based Medical Image Segmentation Using Semi-Supervised Learning And Graph Cuts0
Fine-grained Recurrent Neural Networks for Automatic Prostate Segmentation in Ultrasound Images0
DSAC - Differentiable RANSAC for Camera LocalizationCode0
Optimal Surface Segmentation with Convex Priors in Irregularly Sampled Space0
Gaze2Segment: A Pilot Study for Integrating Eye-Tracking Technology into Medical Image Segmentation0
Screen Content Image Segmentation Using Robust Regression and Sparse Decomposition0
Incorporating prior knowledge in medical image segmentation: a survey0
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image SegmentationCode0
An Interactive Medical Image Segmentation Framework Using Iterative Refinement0
Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion SegmentationCode0
A hybrid approach based segmentation technique for brain tumor in MRI Images0
Screen Content Image Segmentation Using Sparse-Smooth Decomposition0
A Latent Source Model for Patch-Based Image Segmentation0
A new Level-set based Protocol for Accurate Bone Segmentation from CT Imaging0
Deep Learning for Medical Image Segmentation0
Cardiac MR Image Segmentation Techniques: an overview0
Fast and Exact: ADMM-Based Discriminative Shape Segmentation with Loopy Part Models0
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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