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 11011150 of 2089 papers

TitleStatusHype
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels0
Generalization Capabilities of Neural Cellular Automata for Medical Image Segmentation: A Robust and Lightweight Approach0
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
GLFNET: Global-Local (frequency) Filter Networks for efficient medical image segmentation0
Global Guidance Network for Breast Lesion Segmentation in Ultrasound Images0
Global-Local Medical SAM Adaptor Based on Full Adaption0
Globally Optimal Segmentation of Mutually Interacting Surfaces using Deep Learning0
GMISeg: General Medical Image Segmentation without Re-Training0
Graph-BAS3Net: Boundary-Aware Semi-Supervised Segmentation Network With Bilateral Graph Convolution0
GraphCL: Graph-based Clustering for Semi-Supervised Medical Image Segmentation0
Group Shift Pointwise Convolution for Volumetric Medical Image Segmentation0
Harmonized Spatial and Spectral Learning for Robust and Generalized Medical Image Segmentation0
HC-Mamba: Vision MAMBA with Hybrid Convolutional Techniques for Medical Image Segmentation0
HDC: Hierarchical Distillation for Multi-level Noisy Consistency in Semi-Supervised Fetal Ultrasound Segmentation0
Heed the Noise in Performance Evaluations in Neural Architecture Search0
Here Comes the Explanation: A Shapley Perspective on Multi-contrast Medical Image Segmentation0
hidden markov random fields and cuckoo search method for medical image segmentation0
Hierarchical Attention Networks for Medical Image Segmentation0
Hierarchical Self-Prompting SAM: A Prompt-Free Medical Image Segmentation Framework0
Hierarchical Self-Supervised Learning for Medical Image Segmentation Based on Multi-Domain Data Aggregation0
Hierarchical Uncertainty Estimation for Medical Image Segmentation Networks0
High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey0
High-Resolution Boundary Detection for Medical Image Segmentation with Piece-Wise Two-Sample T-Test Augmented Loss0
HNOSeg-XS: Extremely Small Hartley Neural Operator for Efficient and Resolution-Robust 3D Image Segmentation0
Holographic Visualisation of Radiology Data and Automated Machine Learning-based Medical Image Segmentation0
How Can CNNs Use Image Position for Segmentation?0
Uncertainty categories in medical image segmentation: a study of source-related diversity0
How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation0
How inter-rater variability relates to aleatoric and epistemic uncertainty: a case study with deep learning-based paraspinal muscle segmentation0
How precise are performance estimates for typical medical image segmentation tasks?0
How to select slices for annotation to train best-performing deep learning segmentation models for cross-sectional medical images?0
HResFormer: Hybrid Residual Transformer for Volumetric Medical Image Segmentation0
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation0
HyperSegNAS: Bridging One-Shot Neural Architecture Search with 3D Medical Image Segmentation using HyperNet0
ICMSC: Intra- and Cross-modality Semantic Consistency for Unsupervised Domain Adaptation on Hip Joint Bone Segmentation0
_1DecNet+: A new architecture framework by _1 decomposition and iteration unfolding for sparse feature segmentation0
Image-level supervision and self-training for transformer-based cross-modality tumor segmentation0
Image Segmentation Using Hybrid Representations0
Image Translation-Based Unsupervised Cross-Modality Domain Adaptation for Medical Image Segmentation0
IMDPrompter: Adapting SAM to Image Manipulation Detection by Cross-View Automated Prompt Learning0
Impact of individual rater style on deep learning uncertainty in medical imaging segmentation0
Implementation of a Modified U-Net for Medical Image Segmentation on Edge Devices0
Implicit U-KAN2.0: Dynamic, Efficient and Interpretable Medical Image Segmentation0
Implicit U-Net for volumetric medical image segmentation0
Improved cell segmentation using deep learning in label-free optical microscopy images0
Improved Inference via Deep Input Transfer0
Improved Unet brain tumor image segmentation based on GSConv module and ECA attention mechanism0
Improving CT Image Segmentation Accuracy Using StyleGAN Driven Data Augmentation0
Improving Lesion Segmentation in Medical Images by Global and Regional Feature Compensation0
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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