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 36013650 of 5035 papers

TitleStatusHype
End-to-End Deep Learning of Lane Detection and Path Prediction for Real-Time Autonomous Driving0
A Systematic Approach for MRI Brain Tumor Localization, and Segmentation using Deep Learning and Active Contouring0
TricycleGAN: Unsupervised Image Synthesis and Segmentation Based on Shape Priors0
Co-Seg: An Image Segmentation Framework Against Label Corruption0
ObjectAug: Object-level Data Augmentation for Semantic Image Segmentation0
Utilizing Uncertainty Estimation in Deep Learning Segmentation of Fluorescence Microscopy Images with Missing Markers0
Mask-based Data Augmentation for Semi-supervised Semantic Segmentation0
Automatic Liver Segmentation from CT Images Using Deep Learning Algorithms: A Comparative StudyCode0
Network-Agnostic Knowledge Transfer for Medical Image Segmentation0
DSAL: Deeply Supervised Active Learning from Strong and Weak Labelers for Biomedical Image SegmentationCode0
Personal Fixations-Based Object Segmentation with Object Localization and Boundary PreservationCode0
Finger Vein Recognition by Generating Code0
Analysis of Information Flow Through U-NetsCode0
Cell image segmentation by Feature Random Enhancement Module0
Nonparametric clustering for image segmentation0
Comparative Evaluation of 3D and 2D Deep Learning Techniques for Semantic Segmentation in CT Scans0
A survey on shape-constraint deep learning for medical image segmentation0
Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation0
A tool for user friendly, cloud based, whole slide image segmentation0
PaddleSeg: A High-Efficient Development Toolkit for Image Segmentation0
Advancing Eosinophilic Esophagitis Diagnosis and Phenotype Assessment with Deep Learning Computer Vision0
Rethinking Interactive Image Segmentation: Feature Space AnnotationCode0
Generalize Ultrasound Image Segmentation via Instant and Plug & Play Style Transfer0
Diminishing Uncertainty within the Training Pool: Active Learning for Medical Image Segmentation0
Boundary-Aware Geometric Encoding for Semantic Segmentation of Point CloudsCode0
Deep Class-Specific Affinity-Guided Convolutional Network for Multimodal Unpaired Image Segmentation0
Domain Adaptation for the Segmentation of Confidential Medical ImagesCode0
Network-Agnostic Knowledge Transfer from Latent Dataset for Medical Image Segmentation0
Graph-BAS3Net: Boundary-Aware Semi-Supervised Segmentation Network With Bilateral Graph Convolution0
Cut out the annotator, keep the cutout: better segmentation with weak supervision0
An Elastica Geodesic Approach With Convexity Shape Prior0
Joint Topology-Preserving and Feature-Refinement Network for Curvilinear Structure Segmentation0
Collective Robustness Certificates0
Indirect Supervision to Mitigate Perturbations0
Unsupervised Segmentation Incorporating Shape Prior via Generative Adversarial Networks0
Efficiently Troubleshooting Image Segmentation Models with Human-In-The-Loop0
Faster Multi-Object Segmentation Using Parallel Quadratic Pseudo-Boolean Optimization0
Differentiable Programming for Piecewise Polynomial Functions0
Weakly Supervised Segmentation of Small Buildings With Point Labels0
Estimating Uncertainty in Neural Networks for Cardiac MRI Segmentation: A Benchmark Study0
Annotation-Efficient Learning for Medical Image Segmentation based on Noisy Pseudo Labels and Adversarial Learning0
ICMSC: Intra- and Cross-modality Semantic Consistency for Unsupervised Domain Adaptation on Hip Joint Bone Segmentation0
A Review of Artificial Intelligence Technologies for Early Prediction of Alzheimer's Disease0
Power-SLIC: Fast Superpixel Segmentations by Diagrams0
MA-Unet: An improved version of Unet based on multi-scale and attention mechanism for medical image segmentation0
Recent Advances of Generic Object Detection with Deep Learning: A Review0
Multimodal Transfer Learning-based Approaches for Retinal Vascular Segmentation0
Unlabeled Data Guided Semi-supervised Histopathology Image Segmentation0
Unsupervised Image Segmentation using Mutual Mean-Teaching0
Spatial Context-Aware Self-Attention Model For Multi-Organ 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