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 19512000 of 2089 papers

TitleStatusHype
Learning to Segment Skin Lesions from Noisy Annotations0
Multi-scale self-guided attention for medical image segmentationCode0
When Unseen Domain Generalization is Unnecessary? Rethinking Data AugmentationCode0
Generative Model-Based Ischemic Stroke Lesion Segmentation0
V-NAS: Neural Architecture Search for Volumetric Medical Image Segmentation0
One-pass Multi-task Networks with Cross-task Guided Attention for Brain Tumor SegmentationCode0
Learning Active Contour Models for Medical Image Segmentation0
A 2D dilated residual U-Net for multi-organ segmentation in thoracic CT0
Machine learning approach for segmenting glands in colon histology images using local intensity and texture featuresCode0
T-Net: Nested encoder-decoder architecture for the main vessel segmentation in coronary angiography0
Reducing the Hausdorff Distance in Medical Image Segmentation with Convolutional Neural NetworksCode0
A Fast, Semi-Automatic Brain Structure Segmentation Algorithm for Magnetic Resonance Imaging0
VoteNet: A Deep Learning Label Fusion Method for Multi-Atlas Segmentation0
Automated Design of Deep Learning Methods for Biomedical Image SegmentationCode0
Prior-aware Neural Network for Partially-Supervised Multi-Organ Segmentation0
Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds0
From Patch to Image Segmentation using Fully Convolutional Networks -- Application to Retinal ImagesCode0
Improved Inference via Deep Input Transfer0
Few-shot brain segmentation from weakly labeled data with deep heteroscedastic multi-task networks0
Thickened 2D Networks for Efficient 3D Medical Image Segmentation0
Radiological images and machine learning: trends, perspectives, and prospects0
SuperPatchMatch: an Algorithm for Robust Correspondences using Superpixel Patches0
CE-Net: Context Encoder Network for 2D Medical Image SegmentationCode0
Exploit fully automatic low-level segmented PET data for training high-level deep learning algorithms for the corresponding CT data0
Transformation Consistent Self-ensembling Model for Semi-supervised Medical Image Segmentation0
Data augmentation using learned transformations for one-shot medical image segmentationCode0
Spatio-Temporal Convolutional LSTMs for Tumor Growth Prediction by Learning 4D Longitudinal Patient Data0
Boundary-weighted Domain Adaptive Neural Network for Prostate MR Image SegmentationCode0
Brain MRI Segmentation using Rule-Based Hybrid Approach0
MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image SegmentationCode0
Psi-Net: Shape and boundary aware joint multi-task deep network for medical image segmentationCode0
Super-realtime facial landmark detection and shape fitting by deep regression of shape model parametersCode0
FocusNet: An attention-based Fully Convolutional Network for Medical Image SegmentationCode0
Joint Iris Segmentation and Localization Using Deep Multi-task Learning FrameworkCode0
ACNN: a Full Resolution DCNN for Medical Image SegmentationCode0
Joint shape learning and segmentation for medical images using a minimalistic deep network0
Reducing the Model Variance of a Rectal Cancer Segmentation Network0
Annotation-cost Minimization for Medical Image Segmentation using Suggestive Mixed Supervision Fully Convolutional Networks0
PnP-AdaNet: Plug-and-Play Adversarial Domain Adaptation Network with a Benchmark at Cross-modality Cardiac SegmentationCode0
Fast and Accurate 3D Medical Image Segmentation with Data-swapping Method0
Enhancing Label-Driven Deep Deformable Image Registration with Local Distance Metrics for State-of-the-Art Cardiac Motion Tracking0
Brain Segmentation from k-space with End-to-end Recurrent Attention Network0
Automated Segmentation of Cervical Nuclei in Pap Smear Images using Deformable Multi-path Ensemble ModelCode0
Brain Tumor Segmentation using an Ensemble of 3D U-Nets and Overall Survival Prediction using Radiomic Features0
SUSAN: Segment Unannotated image Structure using Adversarial Network0
Elastic Boundary Projection for 3D Medical Image SegmentationCode0
3D Semi-Supervised Learning with Uncertainty-Aware Multi-View Co-Training0
Phase Collaborative Network for Two-Phase Medical Image Segmentation0
IVD-Net: Intervertebral disc localization and segmentation in MRI with a multi-modal UNetCode0
Unsupervised domain adaptation for medical imaging segmentation with self-ensemblingCode0
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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