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 3401–3450 of 5035 papers

TitleStatusHype
A Survey on Machine Learning Techniques for Auto Labeling of Video, Audio, and Text Data—0
SSEGEP: Small SEGment Emphasized Performance evaluation metric for medical image segmentation—0
Contrastive Learning with Temporal Correlated Medical Images: A Case Study using Lung Segmentation in Chest X-RaysCode0
Deep learning facilitates fully automated brain image registration of optoacoustic tomography and magnetic resonance imaging—0
How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?Code0
Effect of the output activation function on the probabilities and errors in medical image segmentationCode0
Deep Learning with Uncertainty Quantification for Predicting the Segmentation Dice Coefficient of Prostate Cancer Biopsy Images—0
Image Processing via Multilayer Graph Spectra—0
Automatic Preprocessing and Ensemble Learning for Low Quality Cell Image Segmentation—0
CoCo DistillNet: a Cross-layer Correlation Distillation Network for Pathological Gastric Cancer Segmentation—0
PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning—0
Evaluating Transformer-based Semantic Segmentation Networks for Pathological Image Segmentation—0
Deep Reinforcement Learning in Computer Vision: A Comprehensive Survey—0
Systematic Clinical Evaluation of A Deep Learning Method for Medical Image Segmentation: Radiosurgery Application—0
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey—0
Multi-task Federated Learning for Heterogeneous Pancreas Segmentation—0
Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision—0
Multi-Slice Dense-Sparse Learning for Efficient Liver and Tumor Segmentation—0
Real-Time Multi-Modal Semantic Fusion on Unmanned Aerial Vehicles—0
SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation—0
Few-Shot Segmentation with Global and Local Contrastive LearningCode0
U-Net-and-a-half: Convolutional network for biomedical image segmentation using multiple expert-driven annotationsCode0
Medical image segmentation with imperfect 3D bounding boxes—0
Efficient and Generic Interactive Segmentation Framework to Correct Mispredictions during Clinical Evaluation of Medical Images—0
Shape Modeling with Spline PartitionsCode0
Projective Skip-Connections for Segmentation Along a Subset of Dimensions in Retinal OCT—0
Style Curriculum Learning for Robust Medical Image Segmentation—0
Visual Boundary Knowledge Translation for Foreground SegmentationCode0
Iterative, Deep, and Unsupervised Synthetic Aperture Sonar Image Segmentation—0
Mapping Vulnerable Populations with AI—0
AASeg: Attention Aware Network for Real Time Semantic Segmentation—0
Robust Regularized Locality Preserving Indexing for Fiedler Vector Estimation—0
Crosslink-Net: Double-branch Encoder Segmentation Network via Fusing Vertical and Horizontal ConvolutionsCode0
Investigating Shift-Variance of Convolutional Neural Networks in Ultrasound Image SegmentationCode0
Weighted Intersection over Union (wIoU) for Evaluating Image SegmentationCode0
VTBIS: Vision Transformer for Biomedical Image Segmentation—0
An Automatic Nuclei Image Segmentation Based on Multi-Scale Split-Attention U-NetCode0
Double Similarity Distillation for Semantic Image Segmentation—0
Transductive image segmentation: Self-training and effect of uncertainty estimation—0
Tracing Halpha Fibrils through Bayesian Deep Learning—0
Unpaired cross-modality educed distillation (CMEDL) for medical image segmentation—0
What Image Features Boost Housing Market Predictions?—0
Learning from Partially Overlapping Labels: Image Segmentation under Annotation Shift—0
The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation—0
TransClaw U-Net: Claw U-Net with Transformers for Medical Image SegmentationCode0
Hierarchical Self-Supervised Learning for Medical Image Segmentation Based on Multi-Domain Data Aggregation—0
Modality specific U-Net variants for biomedical image segmentation: A survey—0
Towards Robust General Medical Image SegmentationCode0
Hierarchical Semantic Segmentation using Psychometric Learning—0
Detecting Hypo-plastic Left Heart Syndrome in Fetal Ultrasound via Disease-specific Atlas Maps—0
Show:102550
← PrevPage 69 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