SOTAVerified

Retinal Vessel Segmentation

Retinal vessel segmentation is the task of segmenting vessels in retina imagery.

( Image credit: LadderNet )

Papers

Showing 110 of 139 papers

TitleStatusHype
Dual encoding feature filtering generalized attention UNET for retinal vessel segmentationCode0
Novel Extraction of Discriminative Fine-Grained Feature to Improve Retinal Vessel SegmentationCode0
WMKA-Net: A Weighted Multi-Kernel Attention NetworkMethod for Retinal Vessel Segmentation0
A Novel Hybrid Approach for Retinal Vessel Segmentation with Dynamic Long-Range Dependency and Multi-Scale Retinal Edge Fusion EnhancementCode0
GrInAdapt: Scaling Retinal Vessel Structural Map Segmentation Through Grounding, Integrating and Adapting Multi-device, Multi-site, and Multi-modal Fundus Domains0
Enhancing Retinal Vessel Segmentation Generalization via Layout-Aware Generative Modelling0
Universal Vessel Segmentation for Multi-Modality Retinal Images0
Full-scale Representation Guided Network for Retinal Vessel SegmentationCode1
Deep Learning for Ophthalmology: The State-of-the-Art and Future Trends0
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DA-NetAUC0.99Unverified
2R2U-NetAUC0.99Unverified
3FSG-NetAUC0.99Unverified
4RV-GANAUC0.99Unverified
5VGNAUC0.99Unverified
6DEFFA-UnetAUC0.98Unverified
7DUNetAUC0.98Unverified
8U-Net ASPPmIOU0.9Unverified
9Residual U-NetF1 score0.84Unverified