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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 3201–3250 of 5035 papers

TitleStatusHype
Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation—0
Transframer: Arbitrary Frame Prediction with Generative Models—0
An Active Contour Model with Local Variance Force Term and Its Efficient Minimization Solver for Multi-phase Image Segmentation—0
CapsNet for Medical Image Segmentation—0
Layer Ensembles: A Single-Pass Uncertainty Estimation in Deep Learning for Segmentation—0
The Structured Abstain Problem and the Lovász Hinge—0
Tangles and Hierarchical Clustering—0
Neural Radiance Projection—0
Skydiver: A Spiking Neural Network Accelerator Exploiting Spatio-Temporal Workload Balance—0
PNM: Pixel Null Model for General Image Segmentation—0
Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation—0
Medical Image Segmentation on MRI Images with Missing Modalities: A Review—0
Label-efficient Hybrid-supervised Learning for Medical Image Segmentation—0
An Efficient Polyp Segmentation Network—0
Cartoon-texture evolution for two-region image segmentation—0
A novel shape-based loss function for machine learning-based seminal organ segmentation in medical imaging—0
Monocular Robot Navigation with Self-Supervised Pretrained Vision Transformers—0
Deep-ASPECTS: A Segmentation-Assisted Model for Stroke Severity Measurement—0
Evaluation of Dirichlet Process Gaussian Mixtures for Segmentation on Noisy Hyperspectral Images—0
_1DecNet+: A new architecture framework by _1 decomposition and iteration unfolding for sparse feature segmentation—0
High-resolution Coastline Extraction in SAR Images via MISP-GGD Superpixel Segmentation—0
Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision—0
Online Learning of Reusable Abstract Models for Object Goal Navigation—0
Carbon Footprint of Selecting and Training Deep Learning Models for Medical Image Analysis—0
Universal Segmentation of 33 Anatomies—0
MixCL: Pixel label matters to contrastive learning—0
Polar Transformation Based Multiple Instance Learning Assisting Weakly Supervised Image Segmentation With Loose Bounding Box AnnotationsCode0
Robust Segmentation of Brain MRI in the Wild with Hierarchical CNNs and no RetrainingCode0
Shape constrained CNN for segmentation guided prediction of myocardial shape and pose parameters in cardiac MRI—0
Image analysis for automatic measurement of crustose lichens—0
Uncertainty categories in medical image segmentation: a study of source-related diversity—0
Topology-Preserving Segmentation Network: A Deep Learning Segmentation Framework for Connected Component—0
Application of DatasetGAN in medical imaging: preliminary studies—0
Data variation-aware medical image segmentation—0
Thermal hand image segmentation for biometric recognition—0
Mixed-Block Neural Architecture Search for Medical Image Segmentation—0
An Efficient Smoothing and Thresholding Image Segmentation Framework with Weighted Anisotropic-Isotropic Total VariationCode0
A Comprehensive Survey with Quantitative Comparison of Image Analysis Methods for Microorganism Biovolume Measurements—0
Box Supervised Video Segmentation Proposal NetworkCode0
A State-of-the-art Survey of U-Net in Microscopic Image Analysis: from Simple Usage to Structure Mortification—0
Semi-supervised Medical Image Segmentation via Geometry-aware Consistency Training—0
Lifting-based variational multiclass segmentation algorithm: design, convergence analysis, and implementation with applications in medical imagingCode0
Wireless Transmission of Images With The Assistance of Multi-level Semantic Information—0
Supervision by Denoising for Medical Image Segmentation—0
SODA: Self-organizing data augmentation in deep neural networks -- Application to biomedical image segmentation tasks—0
A Topology-Attention ConvLSTM Network and Its Application to EM ImagesCode0
EcoFlow: Efficient Convolutional Dataflows for Low-Power Neural Network AcceleratorsCode0
Heed the Noise in Performance Evaluations in Neural Architecture Search—0
Boundary-aware Information Maximization for Self-supervised Medical Image Segmentation—0
DocBed: A Multi-Stage OCR Solution for Documents with Complex Layouts—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