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
Improving Uncertainty-based Out-of-Distribution Detection for Medical Image Segmentation0
MONAI: An open-source framework for deep learning in healthcareCode5
High-Resolution Boundary Detection for Medical Image Segmentation with Piece-Wise Two-Sample T-Test Augmented Loss0
Analysing the effectiveness of a generative model for semi-supervised medical image segmentation0
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion SegmentationCode1
Unsupervised Model Adaptation for Source-free Segmentation of Medical Images0
Style Augmentation improves Medical Image Segmentation0
Exploring Structure-Wise Uncertainty for 3D Medical Image Segmentation0
MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic ModelCode3
Rethinking Generalization: The Impact of Annotation Style on Medical Image Segmentation0
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion SegmentationCode1
IB-U-Nets: Improving medical image segmentation tasks with 3D Inductive Biased kernelsCode0
Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation0
UNet-2022: Exploring Dynamics in Non-isomorphic Architecture0
FAS-UNet: A Novel FAS-driven Unet to Learn Variational Image SegmentationCode0
IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image SegmentationCode0
Super-Resolution Based Patch-Free 3D Image Segmentation with High-Frequency GuidanceCode0
How precise are performance estimates for typical medical image segmentation tasks?0
ConnectedUNets++: Mass Segmentation from Whole Mammographic Images0
MEW-UNet: Multi-axis representation learning in frequency domain for medical image segmentationCode1
MISm: A Medical Image Segmentation Metric for Evaluation of weak labeled DataCode1
CMU-Net: A Strong ConvMixer-based Medical Ultrasound Image Segmentation NetworkCode1
Large Batch and Patch Size Training for Medical Image Segmentation0
Diversity-Promoting Ensemble for Medical Image Segmentation0
MS-DCANet: A Novel Segmentation Network For Multi-Modality COVID-19 Medical Images0
Non-Iterative Scribble-Supervised Learning with Pacing Pseudo-Masks for Medical Image SegmentationCode1
Cutting-Splicing data augmentation: A novel technology for medical image segmentation0
MKIS-Net: A Light-Weight Multi-Kernel Network for Medical Image Segmentation0
Optimizing Vision Transformers for Medical Image SegmentationCode1
Unsupervised Dense Nuclei Detection and Segmentation with Prior Self-activation Map For Histology Images0
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image SegmentationCode0
UGformer for Robust Left Atrium and Scar Segmentation Across Scanners0
Benchmarking saliency methods for chest X-ray interpretationCode1
Improved Abdominal Multi-Organ Segmentation via 3D Boundary-Constrained Deep Neural NetworksCode0
A Learning-based Framework for Topology-Preserving Segmentation using Quasiconformal Mappings0
Adaptively Weighted Data Augmentation Consistency Regularization for Robust Optimization under Concept Shift0
APAUNet: Axis Projection Attention UNet for Small Target in 3D Medical SegmentationCode0
PLN: Parasitic-Like Network for Barely Supervised Medical Image SegmentationCode1
3D UX-Net: A Large Kernel Volumetric ConvNet Modernizing Hierarchical Transformer for Medical Image SegmentationCode2
UNesT: Local Spatial Representation Learning with Hierarchical Transformer for Efficient Medical SegmentationCode1
Sauron U-Net: Simple automated redundancy elimination in medical image segmentation via filter pruningCode0
Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited LabelsCode0
USE-Evaluator: Performance Metrics for Medical Image Segmentation Models with Uncertain, Small or Empty Reference AnnotationsCode0
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image SegmentationCode1
Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future DirectionsCode2
Attentive Symmetric Autoencoder for Brain MRI SegmentationCode1
Automated Segmentation and Recurrence Risk Prediction of Surgically Resected Lung Tumors with Adaptive Convolutional Neural NetworksCode0
Can segmentation models be trained with fully synthetically generated data?0
Contrastive Re-localization and History Distillation in Federated CMR Segmentation0
Memory Consistent Unsupervised Off-the-Shelf Model Adaptation for Source-Relaxed 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