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 14011450 of 2089 papers

TitleStatusHype
Prompt-Guided Dual-Path UNet with Mamba for Medical Image Segmentation0
PAM: A Propagation-Based Model for Segmenting Any 3D Objects across Multi-Modal Medical Images0
Prostate Segmentation using 2D Bridged U-net0
Prototype Correlation Matching and Class-Relation Reasoning for Few-Shot Medical Image Segmentation0
PRS-Med: Position Reasoning Segmentation with Vision-Language Model in Medical Imaging0
PSO-UNet: Particle Swarm-Optimized U-Net Framework for Precise Multimodal Brain Tumor Segmentation0
Pulmonary Artery–Vein Classification in CT Images Using Deep Learning0
Push the Boundary of SAM: A Pseudo-label Correction Framework for Medical Segmentation0
Pyramid Medical Transformer for Medical Image Segmentation0
Q2A: Querying Implicit Fully Continuous Feature Pyramid to Align Features for Medical Image Segmentation0
Quality-aware semi-supervised learning for CMR segmentation0
Quantifying the Impact of Population Shift Across Age and Sex for Abdominal Organ Segmentation0
QuantU-Net: Efficient Wearable Medical Imaging Using Bitwidth as a Trainable Parameter0
QUBIQ: Uncertainty Quantification for Biomedical Image Segmentation Challenge0
R2U++: A Multiscale Recurrent Residual U-Net with Dense Skip Connections for Medical Image Segmentation0
Radiological images and machine learning: trends, perspectives, and prospects0
RadSAM: Segmenting 3D radiological images with a 2D promptable model0
Randomized Dimension Reduction with Statistical Guarantees0
Random Style Transfer based Domain Generalization Networks Integrating Shape and Spatial Information0
Rapid model transfer for medical image segmentation via iterative human-in-the-loop update: from labelled public to unlabelled clinical datasets for multi-organ segmentation in CT0
RecycleNet: Latent Feature Recycling Leads to Iterative Decision Refinement0
Redesigning Out-of-Distribution Detection on 3D Medical Images0
Reducing Domain Gap in Frequency and Spatial domain for Cross-modality Domain Adaptation on Medical Image Segmentation0
RefSAM3D: Adapting SAM with Cross-modal Reference for 3D Medical Image Segmentation0
RemInD: Remembering Anatomical Variations for Interpretable Domain Adaptive Medical Image Segmentation0
Residual Moment Loss for Medical Image Segmentation0
Resource Optimized Neural Architecture Search for 3D Medical Image Segmentation0
Rethinking Client Reweighting for Selfish Federated Learning0
Rethinking domain generalization in medical image segmentation: One image as one domain0
Rethinking Few-Shot Medical Image Segmentation by SAM2: A Training-Free Framework with Augmentative Prompting and Dynamic Matching0
Rethinking Generalization: The Impact of Annotation Style on Medical Image Segmentation0
Rethinking Information Loss in Medical Image Segmentation with Various-sized Targets0
Retinal Vessel Segmentation under Extreme Low Annotation: A Generative Adversarial Network Approach0
Retinal Vessel Segmentation with Deep Graph and Capsule Reasoning0
Retrieval-augmented Few-shot Medical Image Segmentation with Foundation Models0
Revisiting MAE pre-training for 3D medical image segmentation0
Revisiting Rubik's Cube: Self-supervised Learning with Volume-wise Transformation for 3D Medical Image Segmentation0
RFC-Net: Learning High Resolution Global Features for Medical Image Segmentation on a Computational Budget0
RFMedSAM 2: Automatic Prompt Refinement for Enhanced Volumetric Medical Image Segmentation with SAM 20
RIDGE: Reproducibility, Integrity, Dependability, Generalizability, and Efficiency Assessment of Medical Image Segmentation Models0
Robust Box Prompt based SAM for Medical Image Segmentation0
Robustness study of noisy annotation in deep learning based medical image segmentation0
Robustness Testing of Black-Box Models Against CT Degradation Through Test-Time Augmentation0
Robust Seed Mask Generation for Interactive Image Segmentation0
Robust semi-supervised segmentation with timestep ensembling diffusion models0
Role of Image Acquisition and Patient Phenotype Variations in Automatic Segmentation Model Generalization0
RoMedFormer: A Rotary-Embedding Transformer Foundation Model for 3D Genito-Pelvic Structure Segmentation in MRI and CT0
Rotate to Scan: UNet-like Mamba with Triplet SSM Module for Medical Image Segmentation0
RAR-U-Net: a Residual Encoder to Attention Decoder by Residual Connections Framework for Spine Segmentation under Noisy Labels0
RUPNet: Residual upsampling network for real-time polyp 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