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 15511600 of 2089 papers

TitleStatusHype
SuperPatchMatch: an Algorithm for Robust Correspondences using Superpixel Patches0
Superpixel-Guided Label Softening for Medical Image Segmentation0
Superpixel Pre-Segmentation of HER2 Slides for Efficient Annotation0
Support-Query Prototype Fusion Network for Few-shot Medical Image Segmentation0
Surf-CDM: Score-Based Surface Cold-Diffusion Model For Medical Image Segmentation0
SUSAN: Segment Unannotated image Structure using Adversarial Network0
Swin Deformable Attention Hybrid U-Net for Medical Image Segmentation0
SX-Stitch: An Efficient VMS-UNet Based Framework for Intraoperative Scoliosis X-Ray Image Stitching0
Synergy-Guided Regional Supervision of Pseudo Labels for Semi-Supervised Medical Image Segmentation0
SynergyNet: Bridging the Gap between Discrete and Continuous Representations for Precise Medical Image Segmentation0
Synthetic Poisoning Attacks: The Impact of Poisoned MRI Image on U-Net Brain Tumor Segmentation0
SynthFM: Training Modality-agnostic Foundation Models for Medical Image Segmentation without Real Medical Data0
Systematic Clinical Evaluation of A Deep Learning Method for Medical Image Segmentation: Radiosurgery Application0
TAGS: 3D Tumor-Adaptive Guidance for SAM0
Taming Mambas for Voxel Level 3D Medical Image Segmentation0
Task-Specific Knowledge Distillation from the Vision Foundation Model for Enhanced Medical Image Segmentation0
TBConvL-Net: A Hybrid Deep Learning Architecture for Robust Medical Image Segmentation0
tCURLoRA: Tensor CUR Decomposition Based Low-Rank Parameter Adaptation and Its Application in Medical Image Segmentation0
Temporally-Extended Prompts Optimization for SAM in Interactive Medical Image Segmentation0
Test-time Adaptation for Foundation Medical Segmentation Model without Parametric Updates0
Test-Time Modality Generalization for Medical Image Segmentation0
TextDiffSeg: Text-guided Latent Diffusion Model for 3d Medical Images Segmentation0
Text-guided multi-stage cross-perception network for medical image segmentation0
TG-LMM: Enhancing Medical Image Segmentation Accuracy through Text-Guided Large Multi-Modal Model0
The Domain Shift Problem of Medical Image Segmentation and Vendor-Adaptation by Unet-GAN0
The Impact Label Noise and Choice of Threshold has on Cross-Entropy and Soft-Dice in Image Segmentation0
The impact of using voxel-level segmentation metrics on evaluating multifocal prostate cancer localisation0
The Performance of Deep U-Net Pre-Clinical Organ-wise Segmentation in the Presence of Low Counting Statistics.0
The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation0
Thickened 2D Networks for Efficient 3D Medical Image Segmentation0
T-Net: Nested encoder-decoder architecture for the main vessel segmentation in coronary angiography0
ToNNO: Tomographic Reconstruction of a Neural Network's Output for Weakly Supervised Segmentation of 3D Medical Images0
ToothSegNet: Image Degradation meets Tooth Segmentation in CBCT Images0
Topologically Faithful Multi-class Segmentation in Medical Images0
A Learning-based Framework for Topology-Preserving Segmentation using Quasiconformal Mappings0
Topology-Preserving Segmentation Network: A Deep Learning Segmentation Framework for Connected Component0
Toward Deep Learning-based Segmentation and Quantitative Analysis of Cervical Spinal Cord Magnetic Resonance Images0
Towards Bi-directional Skip Connections in Encoder-Decoder Architectures and Beyond0
Towards Clinician-Preferred Segmentation: Leveraging Human-in-the-Loop for Test Time Adaptation in Medical Image Segmentation0
Towards Cross-modality Medical Image Segmentation with Online Mutual Knowledge Distillation0
Towards Efficient and Accurate CT Segmentation via Edge-Preserving Probabilistic Downsampling0
Towards Generalizable Medical Image Segmentation with Pixel-wise Uncertainty Estimation0
Towards Robust Partially Supervised Multi-Structure Medical Image Segmentation on Small-Scale Data0
Towards safe deep learning: accurately quantifying biomarker uncertainty in neural network predictions0
Towards Simultaneous Segmentation of Liver Tumors and Intrahepatic Vessels via Cross-attention Mechanism0
Towards user-centered interactive medical image segmentation in VR with an assistive AI agent0
Towards whole-body CT Bone Segmentation0
Toward Unpaired Multi-modal Medical Image Segmentation via Learning Structured Semantic Consistency0
TP-UNet: Temporal Prompt Guided UNet for Medical Image Segmentation0
Training Multi-organ Segmentation Networks with Sample Selection by Relaxed Upper Confident Bound0
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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