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 33013350 of 5035 papers

TitleStatusHype
R2U3D: Recurrent Residual 3D U-Net for Lung Segmentation0
CUAB: Convolutional Uncertainty Attention Block Enhanced the Chest X-ray Image Analysis0
Bayesian Logistic Shape Model Inference: application to cochlea image segmentation0
Encoder Fusion Network with Co-Attention Embedding for Referring Image Segmentation0
Computer vision for liquid samples in hospitals and medical labs using hierarchical image segmentation and relations predictionCode0
Combining Supervised and Un-supervised Learning for Automatic Citrus Segmentation0
Beyond pixel-wise supervision for segmentation: A few global shape descriptors might be surprisingly good!Code1
IPatch: A Remote Adversarial Patch0
CASSOD-Net: Cascaded and Separable Structures of Dilated Convolution for Embedded Vision Systems and Applications0
A Rigid Registration Method in TEVAR0
Pyramid Medical Transformer for Medical Image Segmentation0
Distributional Gaussian Process Layers for Outlier Detection in Image Segmentation0
Two stages for visual object tracking0
LambdaUNet: 2.5D Stroke Lesion Segmentation of Diffusion-weighted MR ImagesCode1
A Deep Learning Object Detection Method for an Efficient Clusters Initialization0
Rethinking BiSeNet For Real-time Semantic SegmentationCode1
Every Annotation Counts: Multi-label Deep Supervision for Medical Image SegmentationCode0
MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep LearningCode1
Quantization of Deep Neural Networks for Accurate Edge Computing0
A Data-Adaptive Loss Function for Incomplete Data and Incremental Learning in Semantic Image Segmentation0
Multi-Class Micro-CT Image Segmentation Using Sparse Regularized Deep Networks0
Comprehensive Multi-Modal Interactions for Referring Image SegmentationCode0
Auto-FedAvg: Learnable Federated Averaging for Multi-Institutional Medical Image Segmentation0
GENESIS-V2: Inferring Unordered Object Representations without Iterative RefinementCode1
Flow-based Video Segmentation for Human Head and ShouldersCode1
Gaussian Dynamic Convolution for Efficient Single-Image Segmentation0
Learning Fuzzy Clustering for SPECT/CT Segmentation via Convolutional Neural NetworksCode1
The Butterfly Effect in Primary Visual Cortex0
Unsupervised Hyperspectral Stimulated Raman Microscopy Image Enhancement: Denoising and Segmentation via One-Shot Deep LearningCode0
ComBiNet: Compact Convolutional Bayesian Neural Network for Image SegmentationCode1
DatasetGAN: Efficient Labeled Data Factory with Minimal Human EffortCode1
ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image RegistrationCode1
Interpretability-Driven Sample Selection Using Self Supervised Learning For Disease Classification And Segmentation0
Spatially Varying Label Smoothing: Capturing Uncertainty from Expert AnnotationsCode1
An MRF-UNet Product of Experts for Image SegmentationCode1
Efficient Model Monitoring for Quality Control in Cardiac Image SegmentationCode0
Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization0
Two layer Ensemble of Deep Learning Models for Medical Image Segmentation0
Ensemble Learning based on Classifier Prediction Confidence and Comprehensive Learning Particle Swarm Optimisation for polyp localisation0
Image Segmentation, Compression and Reconstruction from Edge Distribution Estimation with Random Field and Random Cluster Theories0
BEFD: Boundary Enhancement and Feature Denoising for Vessel Segmentation0
Atrous Residual Interconnected Encoder to Attention Decoder Framework for Vertebrae Segmentation via 3D Volumetric CT Images0
First arrival picking using U-net with Lovasz loss and nearest point picking method0
Automated lung segmentation from CT images of normal and COVID-19 pneumonia patients0
Cascaded Robust Learning at Imperfect Labels for Chest X-ray Segmentation0
Global Guidance Network for Breast Lesion Segmentation in Ultrasound Images0
Hierarchical Image Peeling: A Flexible Scale-space Filtering FrameworkCode1
Deep ensembles based on Stochastic Activation Selection for Polyp Segmentation0
Decomposing 3D Scenes into Objects via Unsupervised Volume SegmentationCode1
MeanShift++: Extremely Fast Mode-Seeking With Applications to Segmentation and Object Tracking0
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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