SOTAVerified

Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

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Showing 1801–1850 of 5035 papers

TitleStatusHype
A One Stop 3D Target Reconstruction and multilevel Segmentation MethodCode1
Large-kernel Attention for Efficient and Robust Brain Lesion SegmentationCode0
How inter-rater variability relates to aleatoric and epistemic uncertainty: a case study with deep learning-based paraspinal muscle segmentation—0
Deepbet: Fast brain extraction of T1-weighted MRI using Convolutional Neural Networks—0
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation?Code1
Tiny and Efficient Model for the Edge Detection GeneralizationCode2
CATS v2: Hybrid encoders for robust medical segmentationCode0
FoodSAM: Any Food SegmentationCode1
From CNN to Transformer: A Review of Medical Image Segmentation Models—0
Leverage Weakly Annotation to Pixel-wise Annotation via Zero-shot Segment Anything Model for Molecular-empowered Learning—0
Geometric Learning-Based Transformer Network for Estimation of Segmentation Errors—0
Learning Unbiased Image Segmentation: A Case Study with Plain Knee Radiographs—0
AquaSAM: Underwater Image Foreground SegmentationCode0
Unsupervised Camouflaged Object Segmentation as Domain AdaptationCode1
Redesigning Out-of-Distribution Detection on 3D Medical Images—0
High-Resolution Cranial Defect Reconstruction by Iterative, Low-Resolution, Point Cloud Completion Transformers—0
Feature Decoupling-Recycling Network for Fast Interactive Segmentation—0
Enhancing Nucleus Segmentation with HARU-Net: A Hybrid Attention Based Residual U-Blocks Network—0
Improving FHB Screening in Wheat Breeding Using an Efficient Transformer Model—0
Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image SegmentationCode0
Prototype Learning for Out-of-Distribution Polyp SegmentationCode0
Microvasculature Segmentation in Human BioMolecular Atlas Program (HuBMAP)—0
Weakly supervised segmentation of intracranial aneurysms using a novel 3D focal modulation UNetCode0
FracAtlas: A Dataset for Fracture Classification, Localization and Segmentation of Musculoskeletal RadiographsCode1
Point2Mask: Point-supervised Panoptic Segmentation via Optimal TransportCode1
Achieving state-of-the-art performance in the Medical Out-of-Distribution (MOOD) challenge using plausible synthetic anomaliesCode0
Push the Boundary of SAM: A Pseudo-label Correction Framework for Medical Segmentation—0
CMUNeXt: An Efficient Medical Image Segmentation Network based on Large Kernel and Skip FusionCode1
Synthetic Instance Segmentation from Semantic Image Segmentation MasksCode1
Data-Centric Diet: Effective Multi-center Dataset Pruning for Medical Image Segmentation—0
Differential Privacy for Adaptive Weight Aggregation in Federated Tumor Segmentation—0
Boundary Difference Over Union Loss For Medical Image SegmentationCode1
Multispectral Image Segmentation in Agriculture: A Comprehensive Study on Fusion ApproachesCode0
A hybrid approach for improving U-Net variants in medical image segmentation—0
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging—0
Domain Adaptation for Medical Image Segmentation using Transformation-Invariant Self-TrainingCode0
DiffPose: SpatioTemporal Diffusion Model for Video-Based Human Pose Estimation—0
Detecting diabetic retinopathy severity through fundus images using an ensemble of classifiers—0
Unsupervised Decomposition Networks for Bias Field Correction in MR ImageCode0
3D Medical Image Segmentation with Sparse Annotation via Cross-Teaching between 3D and 2D NetworksCode1
ScribbleVC: Scribble-supervised Medical Image Segmentation with Vision-Class EmbeddingCode1
Validating polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 ChallengesCode1
Cross-dimensional transfer learning in medical image segmentation with deep learningCode0
Scale-aware Test-time Click Adaptation for Pulmonary Nodule and Mass SegmentationCode0
One-shot Joint Extraction, Registration and Segmentation of Neuroimaging DataCode0
MCPA: Multi-scale Cross Perceptron Attention Network for 2D Medical Image SegmentationCode1
Role of Image Acquisition and Patient Phenotype Variations in Automatic Segmentation Model Generalization—0
Multi-modal Learning with Missing Modality via Shared-Specific Feature ModellingCode1
Hybrid Representation-Enhanced Sampling for Bayesian Active Learning in Musculoskeletal Segmentation of Lower ExtremitiesCode0
Deepfake Image Generation for Improved Brain Tumor Segmentation—0
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All datasetsMSD (Mirror Segmentation Dataset)PMDMAS3KPascal Panoptic PartsRMASPASCAL VOCHuTu 80MARIDACOCO val2017ImageNetMSD HeartOxfordPets

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92—Unverified
2HetNetIoU0.83—Unverified
3PMDIoU0.82—Unverified
4SANetIoU0.8—Unverified
5MirrorNetIoU0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73—Unverified
2HetNetIoU0.69—Unverified
3SANetIoU0.67—Unverified
4PMDIoU0.66—Unverified
5MirrorNetIoU0.59—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8—Unverified
2MAS-SAMmIoU0.79—Unverified
3MASNetmIoU0.74—Unverified
4ZoomNetmIoU0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8—Unverified
2PPSmIoUPartS58.6—Unverified
3HIPIE (ResNet-50)mIoUPartS57.2—Unverified
4JPPFmIoUPartS54.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74—Unverified
2SAM2-UNetmIoU0.74—Unverified
3MASNetmIoU0.73—Unverified
4ZoomNetmIoU0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6—Unverified
2OneNete,4-SmAP0.552.75—Unverified
3OneNeted,4mIoU14.9—Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98—Unverified
2PALEDDice0.98—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67—Unverified
2UNetIoU0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97—Unverified