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

Showing 34513500 of 5035 papers

TitleStatusHype
Differentially private federated deep learning for multi-site medical image segmentationCode0
Image Complexity Guided Network Compression for Biomedical Image Segmentation0
A new smart-cropping pipeline for prostate segmentation using deep learning networks0
Label noise in segmentation networks : mitigation must deal with bias0
fMBN-E: Efficient Unsupervised Network Structure Ensemble and Selection for Clustering0
Unsupervised Image Segmentation by Mutual Information Maximization and Adversarial Regularization0
Segmentation with Multiple Acceptable Annotations: A Case Study of Myocardial Segmentation in Contrast EchocardiographyCode0
Are conditional GANs explicitly conditional?0
Poisoning the Search Space in Neural Architecture Search0
Residual Moment Loss for Medical Image Segmentation0
Attention Toward Neighbors: A Context Aware Framework for High Resolution Image Segmentation0
Adapting Off-the-Shelf Source Segmenter for Target Medical Image Segmentation0
MEAL: Manifold Embedding-based Active Learning0
Automatic Head Overcoat Thickness Measure with NASNet-Large-Decoder Net0
Improving Multi-Modal Learning with Uni-Modal Teachers0
Distilling effective supervision for robust medical image segmentation with noisy labels0
Large-scale image segmentation based on distributed clustering algorithmsCode0
Fully automated quantification of in vivo viscoelasticity of prostate zones using magnetic resonance elastography with Dense U-net segmentation0
More than Encoder: Introducing Transformer Decoder to Upsample0
ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Image Segmentation0
Bottom-Up Shift and Reasoning for Referring Image SegmentationCode0
Trilateral Attention Network for Real-time Medical Image Segmentation0
Knowledge distillation from multi-modal to mono-modal segmentation networks0
Input Invex Neural NetworkCode0
A Spiking Neural Network for Image Segmentation0
Unsupervised Domain Adaptation with Variational Approximation for Cardiac Segmentation0
CMF: Cascaded Multi-model Fusion for Referring Image SegmentationCode0
Optimal Latent Vector Alignment for Unsupervised Domain Adaptation in Medical Image Segmentation0
CT Image Synthesis Using Weakly Supervised Segmentation and Geometric Inter-Label Relations For COVID Image Analysis0
A Hybrid mmWave and Camera System for Long-Range Depth Imaging0
Contrastive Semi-Supervised Learning for 2D Medical Image Segmentation0
Interior point search for nonparametric image segmentation0
RLCorrector: Reinforced Proofreading for Cell-level Microscopy Image Segmentation0
Spatio-Temporal Dual-Stream Neural Network for Sequential Whole-Body PET Segmentation0
Fully Transformer Networks for Semantic Image Segmentation0
Left Ventricle Contouring in Cardiac Images Based on Deep Reinforcement LearningCode0
Weakly Supervised Volumetric Image Segmentation with Deformed Templates0
Using GANs to Augment Data for Cloud Image Segmentation Task0
Meta-learning with implicit gradients in a few-shot setting for medical image segmentation0
Semi-Supervised Domain Adaptation via Adaptive and Progressive Feature Alignment0
Points2Polygons: Context-Based Segmentation from Weak Labels Using Adversarial Networks0
Semantic-Aware Contrastive Learning for Multi-object Medical Image Segmentation0
Comprehensive Validation of Automated Whole Body Skeletal Muscle, Adipose Tissue, and Bone Segmentation from 3D CT images for Body Composition Analysis: Towards Extended Body Composition0
Analysis of Vision-based Abnormal Red Blood Cell Classification0
Learning Uncertainty For Safety-Oriented Semantic Segmentation In Autonomous Driving0
Predicting the Solar Potential of Rooftops using Image Segmentation and Structured Data0
Self-Ensembling Contrastive Learning for Semi-Supervised Medical Image Segmentation0
Cardiac Segmentation on CT Images through Shape-Aware Contour Attentions0
ViBERTgrid: A Jointly Trained Multi-Modal 2D Document Representation for Key Information Extraction from Documents0
Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation0
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Benchmark Results

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