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 40514100 of 5035 papers

TitleStatusHype
Pick-and-Learn: Automatic Quality Evaluation for Noisy-Labeled Image Segmentation0
Self-Adaptive 2D-3D Ensemble of Fully Convolutional Networks for Medical Image Segmentation0
Attention Guided Network for Retinal Image SegmentationCode0
ET-Net: A Generic Edge-aTtention Guidance Network for Medical Image SegmentationCode0
Overfitting of neural nets under class imbalance: Analysis and improvements for segmentationCode1
One-stage Shape Instantiation from a Single 2D Image to 3D Point Cloud0
Mixed-Supervised Dual-Network for Medical Image Segmentation0
Learning Shape Priors for Robust Cardiac MR Segmentation from Multi-view Images0
From Active Contours to Minimal Geodesic Paths: New Solutions to Active Contours Problems by Eikonal Equations0
Domain specific cues improve robustness of deep learning based segmentation of ct volumes0
Incremental Class Discovery for Semantic Segmentation with RGBD Sensing0
Improving Brain Magnetic Resonance Image MRI Segmentation via a Novel Algorithm based on Genetic and Regional Growth0
An Efficient 3D CNN for Action/Object Segmentation in Video0
CLCI-Net: Cross-Level fusion and Context Inference Networks for Lesion Segmentation of Chronic StrokeCode0
Separable Convolutional LSTMs for Faster Video SegmentationCode1
X-Net: Brain Stroke Lesion Segmentation Based on Depthwise Separable Convolution and Long-range DependenciesCode0
Stereo-based terrain traversability analysis using normal-based segmentation and superpixel surface analysis0
Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium SegmentationCode1
DA-RefineNet:A Dual Input Whole Slide Image Segmentation Algorithm Based on AttentionCode0
A Divide-and-Conquer Approach towards Understanding Deep Networks0
Understanding Deep Learning Techniques for Image Segmentation0
Gated-SCNN: Gated Shape CNNs for Semantic SegmentationCode0
Deep Active Learning for Axon-Myelin Segmentation on Histology DataCode1
Deep-Learning for Tidemark Segmentation in Human Osteochondral Tissues Imaged with Micro-computed TomographyCode0
Introduction to Camera Pose Estimation with Deep Learning0
Assessing Reliability and Challenges of Uncertainty Estimations for Medical Image SegmentationCode0
Data Efficient Unsupervised Domain Adaptation for Cross-Modality Image Segmentation0
Self-Supervised Learning for Cardiac MR Image Segmentation by Anatomical Position Prediction0
A General Framework for Complex Network-Based Image Segmentation0
Using Deep Learning to Count Albatrosses from Space0
Deep Attentive Features for Prostate Segmentation in 3D Transrectal UltrasoundCode0
DeepMRSeg: A convolutional deep neural network for anatomy and abnormality segmentation on MR images0
Improving the generalizability of convolutional neural network-based segmentation on CMR imagesCode0
SLSNet: Skin lesion segmentation using a lightweight generative adversarial network0
Conditional Segmentation in Lieu of Image Registration0
A Regularized Convolutional Neural Network for Semantic Image Segmentation0
CaDIS: Cataract Dataset for Image Segmentation0
Boundary and Entropy-driven Adversarial Learning for Fundus Image SegmentationCode0
Topology Maintained Structure Encoding0
A Novel Deep Learning Based Approach for Left Ventricle Segmentation in Echocardiography: MFP-Unet0
Brain MR Image Segmentation in Small Dataset with Adversarial Defense and Task Reorganization0
Learning a sparse database for patch-based medical image segmentation0
Refined-Segmentation R-CNN: A Two-stage Convolutional Neural Network for Punctate White Matter Lesion Segmentation in Preterm InfantsCode0
Learning to segment microscopy images with lazy labels0
A sparse annotation strategy based on attention-guided active learning for 3D medical image segmentation0
A Partially Reversible U-Net for Memory-Efficient Volumetric Image SegmentationCode1
Scalable Neural Architecture Search for 3D Medical Image Segmentation0
Topology-Preserving Deep Image SegmentationCode1
Mimic and Fool: A Task Agnostic Adversarial AttackCode0
`Project & Excite' Modules for Segmentation of Volumetric Medical ScansCode1
Show:102550
← PrevPage 82 of 101Next →

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