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 2851–2900 of 5035 papers

TitleStatusHype
Continual Segment: Towards a Single, Unified and Non-forgetting Continual Segmentation Model of 143 Whole-body Organs in CT Scans—0
Detection of Malfunctioning Modules in Photovoltaic Power Plants using Unsupervised Feature Clustering Segmentation Algorithm—0
Informing selection of performance metrics for medical image segmentation evaluation using configurable synthetic errors—0
MyI-Net: Fully Automatic Detection and Quantification of Myocardial Infarction from Cardiovascular MRI Images—0
Pixel Relationships-based Regularizer for Retinal Vessel Image Segmentation—0
The most general manner to injectively align true and predicted segments—0
Position-Aware Contrastive Alignment for Referring Image Segmentation—0
Semi-Supervised Domain Adaptation for Semantic Segmentation of Roads from Satellite Images—0
TMS-Net: A Segmentation Network Coupled With A Run-time Quality Control Method For Robust Cardiac Image SegmentationCode0
Lightweight Monocular Depth Estimation—0
Image Segmentation-based Unsupervised Multiple Objects Discovery—0
DGNet: Distribution Guided Efficient Learning for Oil Spill Image Segmentation—0
Annotation by Clicks: A Point-Supervised Contrastive Variance Method for Medical Semantic Segmentation—0
Lightweight integration of 3D features to improve 2D image segmentationCode0
Semi-Siamese Network for Robust Change Detection Across Different Domains with Applications to 3D Printing—0
Multi-task Fusion for Efficient Panoptic-Part Segmentation—0
M-GenSeg: Domain Adaptation For Target Modality Tumor Segmentation With Annotation-Efficient SupervisionCode0
Efficient Bayesian Uncertainty Estimation for nnU-Net—0
UNet Based Pipeline for Lung Segmentation from Chest X-Ray Images—0
Few-shot Medical Image Segmentation with Cycle-resemblance Attention—0
ERNet: Unsupervised Collective Extraction and Registration in Neuroimaging DataCode0
Quantification of geogrid lateral restraint using transparent sand and deep learning-based image segmentation—0
A segmentation method of airway from chest CT image based on Vgg-Unet neural networkCode0
Supervised Image Segmentation for High Dynamic Range Imaging—0
Minimum Class Confusion based Transfer for Land Cover Segmentation in Rural and Urban Regions—0
CoupAlign: Coupling Word-Pixel with Sentence-Mask Alignments for Referring Image Segmentation—0
Multi-rater Prism: Learning self-calibrated medical image segmentation from multiple ratersCode0
EBHI-Seg: A Novel Enteroscope Biopsy Histopathological Haematoxylin and Eosin Image Dataset for Image Segmentation Tasks—0
Extracting Semantic Knowledge from GANs with Unsupervised Learning—0
Neuro-Symbolic Spatio-Temporal Reasoning—0
Reducing Domain Gap in Frequency and Spatial domain for Cross-modality Domain Adaptation on Medical Image Segmentation—0
Deep Learning Training Procedure Augmentations—0
ILSGAN: Independent Layer Synthesis for Unsupervised Foreground-Background SegmentationCode0
DoubleU-NetPlus: A Novel Attention and Context Guided Dual U-Net with Multi-Scale Residual Feature Fusion Network for Semantic Segmentation of Medical Images—0
Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR imagesCode0
SPCXR: Self-supervised Pretraining using Chest X-rays Towards a Domain Specific Foundation Model—0
Synthetic Data for Semantic Image Segmentation of Imagery of Unmanned Spacecraft—0
Towards Automated Polyp Segmentation Using Weakly- and Semi-Supervised Learning and Deformable Transformers—0
Convolutional neural networks for medical image segmentation—0
Parameter-Efficient Transformer with Hybrid Axial-Attention for Medical Image Segmentation—0
Mitigating Urban-Rural Disparities in Contrastive Representation Learning with Satellite ImageryCode0
Uncertainty-Aware Multi-Parametric Magnetic Resonance Image Information Fusion for 3D Object Segmentation—0
Robust Online Video Instance Segmentation with Track QueriesCode0
Semi-Supervised and Self-Supervised Collaborative Learning for Prostate 3D MR Image Segmentation—0
ConvFormer: Combining CNN and Transformer for Medical Image Segmentation—0
Unsupervised Feature Clustering Improves Contrastive Representation Learning for Medical Image Segmentation—0
A Point in the Right Direction: Vector Prediction for Spatially-aware Self-supervised Volumetric Representation Learning—0
Feedback Chain Network For Hippocampus Segmentation—0
DIGEST: Deeply supervIsed knowledGE tranSfer neTwork learning for brain tumor segmentation with incomplete multi-modal MRI scans—0
Knowledge Distillation from Cross Teaching Teachers for Efficient Semi-Supervised Abdominal Organ Segmentation in CTCode0
Show:102550
← PrevPage 58 of 101Next →
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