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 18011850 of 2089 papers

TitleStatusHype
Interpretable and synergistic deep learning for visual explanation and statistical estimations of segmentation of disease features from medical images0
Cross-Modal Self-Attention Distillation for Prostate Cancer Segmentation0
Distribution-aware Margin Calibration for Medical Image Segmentation0
U-Net and its variants for medical image segmentation: theory and applications0
Volumetric Medical Image Segmentation: A 3D Deep Coarse-to-fine Framework and Its Adversarial Examples0
Optimization for Medical Image Segmentation: Theory and Practice when evaluating with Dice Score or Jaccard Index0
What is Wrong with Continual Learning in Medical Image Segmentation?0
GASNet: Weakly-supervised Framework for COVID-19 Lesion Segmentation0
Bridging 2D and 3D Segmentation Networks for Computation Efficient Volumetric Medical Image Segmentation: An Empirical Study of 2.5D Solutions0
Selective Information Passing for MR/CT Image SegmentationCode0
Towards Cross-modality Medical Image Segmentation with Online Mutual Knowledge Distillation0
Medical Image Segmentation Using Deep Learning: A SurveyCode0
RAR-U-Net: a Residual Encoder to Attention Decoder by Residual Connections Framework for Spine Segmentation under Noisy Labels0
Going to Extremes: Weakly Supervised Medical Image SegmentationCode0
Learning Non-Unique Segmentation with Reward-Penalty Dice LossCode0
SESV: Accurate Medical Image Segmentation byPredicting and Correcting Errors0
UXNet: Searching Multi-level Feature Aggregation for 3D Medical Image Segmentation0
Dual Encoder Fusion U-Net (DEFU-Net) for Cross-manufacturer Chest X-ray SegmentationCode0
Automatic Segmentation and Visualization of Choroid in OCT with Knowledge Infused Deep LearningCode0
Semi-supervised Medical Image Segmentation through Dual-task Consistency0
On The Usage Of Average Hausdorff Distance For Segmentation Performance Assessment: Hidden Bias When Used For Ranking0
Quality-aware semi-supervised learning for CMR segmentation0
Random Style Transfer based Domain Generalization Networks Integrating Shape and Spatial Information0
A Cascaded Deep-Learning Framework for Segmentation of Metastatic Brain Tumors Before and After Stereotactic Radiation Therapy0
A Longitudinal Method for Simultaneous Whole-Brain and Lesion Segmentation in Multiple SclerosisCode0
Learning To Pay Attention To MistakesCode0
Self-Loop Uncertainty: A Novel Pseudo-Label for Semi-Supervised Medical Image Segmentation0
Revisiting Rubik's Cube: Self-supervised Learning with Volume-wise Transformation for 3D Medical Image Segmentation0
Superpixel-Guided Label Softening for Medical Image Segmentation0
U-Net Based Architecture for an Improved Multiresolution Segmentation in Medical Images0
BUNET: Blind Medical Image Segmentation Based on Secure UNET0
Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation0
MS-NAS: Multi-Scale Neural Architecture Search for Medical Image Segmentation0
MCU-Net: A framework towards uncertainty representations for decision support system patient referrals in healthcare contextsCode0
Meta Corrupted Pixels Mining for Medical Image Segmentation0
PGD-UNet: A Position-Guided Deformable Network for Simultaneous Segmentation of Organs and Tumors0
Globally Optimal Segmentation of Mutually Interacting Surfaces using Deep Learning0
A Characteristic Function-based Algorithm for Geodesic Active Contours0
Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation0
Interactive Deep Refinement Network for Medical Image Segmentation0
Collaborative Boundary-aware Context Encoding Networks for Error Map Prediction0
ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Medical Image Segmentation0
Deep Generative Model-based Quality Control for Cardiac MRI Segmentation0
Cross-denoising Network against Corrupted Labels in Medical Image Segmentation with Domain Shift0
Task-agnostic Out-of-Distribution Detection Using Kernel Density EstimationCode0
Searching Learning Strategy with Reinforcement Learning for 3D Medical Image Segmentation0
Critical Assessment of Transfer Learning for Medical Image Segmentation with Fully Convolutional Neural Networks0
Enhancing Foreground Boundaries for Medical Image Segmentation0
hidden markov random fields and cuckoo search method for medical image segmentation0
A New Validity Index for Fuzzy-Possibilistic C-Means Clustering0
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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