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 34513500 of 5035 papers

TitleStatusHype
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
Analysis of Information Flow Through U-NetsCode0
Finger Vein Recognition by Generating Code0
Cell image segmentation by Feature Random Enhancement Module0
Nonparametric clustering for image segmentation0
A survey on shape-constraint deep learning for medical image segmentation0
Comparative Evaluation of 3D and 2D Deep Learning Techniques for Semantic Segmentation in CT Scans0
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
U-Noise: Learnable Noise Masks for Interpretable Image SegmentationCode1
Advancing Eosinophilic Esophagitis Diagnosis and Phenotype Assessment with Deep Learning Computer Vision0
Boundary-Aware Segmentation Network for Mobile and Web ApplicationsCode2
Rethinking Interactive Image Segmentation: Feature Space AnnotationCode0
Generalize Ultrasound Image Segmentation via Instant and Plug & Play Style Transfer0
Distribution-Free, Risk-Controlling Prediction SetsCode2
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
Joint Topology-Preserving and Feature-Refinement Network for Curvilinear Structure Segmentation0
Unsupervised Segmentation Incorporating Shape Prior via Generative Adversarial Networks0
Graph-BAS3Net: Boundary-Aware Semi-Supervised Segmentation Network With Bilateral Graph Convolution0
An Elastica Geodesic Approach With Convexity Shape Prior0
Faster Multi-Object Segmentation Using Parallel Quadratic Pseudo-Boolean Optimization0
Weakly Supervised Segmentation of Small Buildings With Point Labels0
Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike?Code1
Efficiently Troubleshooting Image Segmentation Models with Human-In-The-Loop0
Differentiable Programming for Piecewise Polynomial Functions0
Cut out the annotator, keep the cutout: better segmentation with weak supervision0
Network-Agnostic Knowledge Transfer from Latent Dataset for Medical Image Segmentation0
Indirect Supervision to Mitigate Perturbations0
Collective Robustness Certificates0
Estimating Uncertainty in Neural Networks for Cardiac MRI Segmentation: A Benchmark Study0
Semi-supervised Cardiac Image Segmentation via Label Propagation and Style TransferCode1
Annotation-Efficient Learning for Medical Image Segmentation based on Noisy Pseudo Labels and Adversarial Learning0
Histogram Matching Augmentation for Domain Adaptation with Application to Multi-Centre, Multi-Vendor and Multi-Disease Cardiac Image SegmentationCode1
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
Spatial Context-Aware Self-Attention Model For Multi-Organ Segmentation0
Unsupervised Image Segmentation using Mutual Mean-Teaching0
mDALU: Multi-Source Domain Adaptation and Label Unification with Partial Datasets0
D-LEMA: Deep Learning Ensembles from Multiple Annotations -- Application to Skin Lesion Segmentation0
Pyramid-Focus-Augmentation: Medical Image Segmentation with Step-Wise FocusCode0
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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