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 49515000 of 5035 papers

TitleStatusHype
Fast Single Image Dehazing via Multilevel Wavelet Transform based OptimizationCode0
Contrastive Learning with Temporal Correlated Medical Images: A Case Study using Lung Segmentation in Chest X-RaysCode0
What's the Point: Semantic Segmentation with Point SupervisionCode0
STU-Net: Scalable and Transferable Medical Image Segmentation Models Empowered by Large-Scale Supervised Pre-trainingCode0
ST-USleepNet: A Spatial-Temporal Coupling Prominence Network for Multi-Channel Sleep StagingCode0
X-Net: Brain Stroke Lesion Segmentation Based on Depthwise Separable Convolution and Long-range DependenciesCode0
Riesz-Quincunx-UNet Variational Auto-Encoder for Satellite Image DenoisingCode0
Style Content Decomposition-based Data Augmentation for Domain Generalizable Medical Image SegmentationCode0
VoxResNet: Deep Voxelwise Residual Networks for Volumetric Brain SegmentationCode0
A Multilinear Tongue Model Derived from Speech Related MRI Data of the Human Vocal TractCode0
Road Crack Detection Using Deep Convolutional Neural Network and Adaptive ThresholdingCode0
ACCL: Adversarial constrained-CNN loss for weakly supervised medical image segmentationCode0
ROAM: Random Layer Mixup for Semi-Supervised Learning in Medical ImagingCode0
Subject-Specific Lesion Generation and Pseudo-Healthy Synthesis for Multiple Sclerosis Brain ImagesCode0
A multi-contrast MRI approach to thalamus segmentationCode0
Exploring Generalizable Distillation for Efficient Medical Image SegmentationCode0
VREM-FL: Mobility-Aware Computation-Scheduling Co-Design for Vehicular Federated LearningCode0
Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image SegmentationCode0
AMMUNet: Multi-Scale Attention Map Merging for Remote Sensing Image SegmentationCode0
3D Medical Image Segmentation based on multi-scale MPU-NetCode0
Robust Conformal Volume Estimation in 3D Medical ImagesCode0
Superadditivity and Convex Optimization for Globally Optimal Cell Segmentation using Deformable Shape ModelsCode0
RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image SegmentationCode0
Contrastive Image Synthesis and Self-supervised Feature Adaptation for Cross-Modality Biomedical Image SegmentationCode0
Autoadaptive Medical Segment Anything ModelCode0
Tversky loss function for image segmentation using 3D fully convolutional deep networksCode0
A Lightweight U-like Network Utilizing Neural Memory Ordinary Differential Equations for Slimming the DecoderCode0
Robust Image Segmentation Using Contour-Guided Color PalettesCode0
Robust Kidney Abnormality Segmentation: A Validation Study of an AI-Based FrameworkCode0
Fast Segment AnythingCode0
Superpixel Convolutional Networks using Bilateral InceptionsCode0
Contrastive and Selective Hidden Embeddings for Medical Image SegmentationCode0
Robust Online Video Instance Segmentation with Track QueriesCode0
Lifting-based variational multiclass segmentation algorithm: design, convergence analysis, and implementation with applications in medical imagingCode0
Superpixel HierarchyCode0
AI Driven Water Segmentation with deep learning models for Enhanced Flood MonitoringCode0
Superpixels algorithms through network community detectionCode0
Fast-SCNN: Fast Semantic Segmentation NetworkCode0
Contextual Embedding Learning to Enhance 2D Networks for Volumetric Image SegmentationCode0
Robust Segmentation of Brain MRI in the Wild with Hierarchical CNNs and no RetrainingCode0
When SAM2 Meets Video Shadow and Mirror DetectionCode0
Fast Graph-Cut Based Optimization for Practical Dense Deformable Registration of Volume ImagesCode0
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation with Deep Gaussian CRFsCode0
Super-realtime facial landmark detection and shape fitting by deep regression of shape model parametersCode0
Vision Transformers increase efficiency of 3D cardiac CT multi-label segmentationCode0
Super-Resolution Based Patch-Free 3D Image Segmentation with High-Frequency GuidanceCode0
A Unified Loss for Handling Inter-Class and Intra-Class Imbalance in Medical Image SegmentationCode0
Mitigating Urban-Rural Disparities in Contrastive Representation Learning with Satellite ImageryCode0
Robust Video-Based Eye Tracking Using Recursive Estimation of Pupil CharacteristicsCode0
Supervised and unsupervised segmentation using superpixels, model estimation, and Graph Cut.Code0
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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