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 9511000 of 2089 papers

TitleStatusHype
Finding the Most Transferable Tasks for Brain Image Segmentation0
Computation of Total Kidney Volume from CT images in Autosomal Dominant Polycystic Kidney Disease using Multi-Task 3D Convolutional Neural Networks0
CT Synthesis with Conditional Diffusion Models for Abdominal Lymph Node Segmentation0
Interactive Deep Refinement Network for Medical Image Segmentation0
Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation0
FIF-UNet: An Efficient UNet Using Feature Interaction and Fusion for Medical Image Segmentation0
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning0
FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation0
Comprehensive Multimodal Segmentation in Medical Imaging: Combining YOLOv8 with SAM and HQ-SAM Models0
FIAS: Feature Imbalance-Aware Medical Image Segmentation with Dynamic Fusion and Mixing Attention0
Affinity-Graph-Guided Contractive Learning for Pretext-Free Medical Image Segmentation with Minimal Annotation0
Interpretable and synergistic deep learning for visual explanation and statistical estimations of segmentation of disease features from medical images0
A Cascaded Deep-Learning Framework for Segmentation of Metastatic Brain Tumors Before and After Stereotactic Radiation Therapy0
Med-2D SegNet: A Light Weight Deep Neural Network for Medical 2D Image Segmentation0
MedGen3D: A Deep Generative Framework for Paired 3D Image and Mask Generation0
Meta-learning with implicit gradients in a few-shot setting for medical image segmentation0
Cutting-Splicing data augmentation: A novel technology for medical image segmentation0
Introducing A Novel Method For Adaptive Thresholding In Brain Tumor Medical Image Segmentation0
Compositionally Equivariant Representation Learning0
Invariant Content Synergistic Learning for Domain Generalization of Medical Image Segmentation0
Few-Shot Medical Image Segmentation with Large Kernel Attention0
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging0
Complementary Information Mutual Learning for Multimodality Medical Image Segmentation0
Few-shot Medical Image Segmentation with Cycle-resemblance Attention0
Few-shot Medical Image Segmentation using a Global Correlation Network with Discriminative Embedding0
Few-shot image segmentation for cross-institution male pelvic organs using registration-assisted prototypical learning0
Competitive Ensembling Teacher-Student Framework for Semi-Supervised Left Atrium MRI Segmentation0
A Fast, Semi-Automatic Brain Structure Segmentation Algorithm for Magnetic Resonance Imaging0
Is SAM 2 Better than SAM in Medical Image Segmentation?0
Iterative Deep Convolutional Encoder-Decoder Network for Medical Image Segmentation0
Iteratively-Refined Interactive 3D Medical Image Segmentation with Multi-Agent Reinforcement Learning0
Mixture-of-Shape-Experts (MoSE): End-to-End Shape Dictionary Framework to Prompt SAM for Generalizable Medical Segmentation0
Few-shot brain segmentation from weakly labeled data with deep heteroscedastic multi-task networks0
Few-Shot Adaptation of Training-Free Foundation Model for 3D Medical Image Segmentation0
Data-Driven Deep Supervision for Medical Image Segmentation0
Joint Liver and Hepatic Lesion Segmentation in MRI using a Hybrid CNN with Transformer Layers0
Comparative Benchmarking of Failure Detection Methods in Medical Image Segmentation: Unveiling the Role of Confidence Aggregation0
Data Efficient Unsupervised Domain Adaptation for Cross-Modality Image Segmentation0
Joint shape learning and segmentation for medical images using a minimalistic deep network0
Just Say Better or Worse: A Human-AI Collaborative Framework for Medical Image Segmentation Without Manual Annotations0
Few-Shot 3D Volumetric Segmentation with Multi-Surrogate Fusion0
Comparative Analysis of Segment Anything Model and U-Net for Breast Tumor Detection in Ultrasound and Mammography Images0
A sparse annotation strategy based on attention-guided active learning for 3D medical image segmentation0
Few Exemplar-Based General Medical Image Segmentation via Domain-Aware Selective Adaptation0
COMMA: Propagating Complementary Multi-Level Aggregation Network for Polyp Segmentation0
ASLseg: Adapting SAM in the Loop for Semi-supervised Liver Tumor Segmentation0
Feedback Chain Network For Hippocampus Segmentation0
FedSemiDG: Domain Generalized Federated Semi-supervised Medical Image Segmentation0
A Characteristic Function-based Algorithm for Geodesic Active Contours0
MDFI-Net: Multiscale Differential Feature Interaction Network for Accurate Retinal Vessel 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