ML Research Wiki / Benchmarks / Retinal Vessel Segmentation / STARE

STARE

Retinal Vessel Segmentation Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: AUC

Top Performing Models

Rank Model Paper AUC Date Code
1 R2U-Net Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation 0.99 2018-02-20 📦 LeeJunHyun/Image_Segmentation 📦 yingkaisha/keras-unet-collection 📦 1044197988/TF.Keras-Commonly-used-models
2 RV-GAN RV-GAN: Segmenting Retinal Vascular Structure in Fundus Photographs using a Novel Multi-scale Generative Adversarial Network 0.99 2021-01-03 📦 SharifAmit/RVGAN 📦 sharifamit/rfrl-net
3 VGN Deep Vessel Segmentation By Learning Graphical Connectivity 0.99 2018-06-06 📦 syshin1014/VGN
4 DEFFA-Unet Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation 0.98 2025-06-02 📦 TauhidScu/DEFFA-Unet
5 DUNet DUNet: A deformable network for retinal vessel segmentation 0.98 2018-11-03 -
6 FSG-Net Full-scale Representation Guided Network for Retinal Vessel Segmentation 0.98 2025-01-31 📦 zombasy/fsg-net-pytorch
7 U-Net ASPP Resolution-Aware Design of Atrous Rates for Semantic Segmentation Networks 0.90 2023-07-26 -
8 Residual U-Net Road Extraction by Deep Residual U-Net 0.84 2017-11-29 📦 rishikksh20/ResUnet 📦 nikhilroxtomar/Deep-Residual-Unet 📦 nikhilroxtomar/semantic-segmentation-architecture
9 U-Net U-Net: Convolutional Networks for Biomedical Image Segmentation 0.78 2015-05-18 📦 labmlai/annotated_deep_learning_paper_implementations 📦 milesial/Pytorch-UNet 📦 open-mmlab/mmsegmentation

All Papers (9)

LeeJunHyun/Image_Segmentation yingkaisha/keras-unet-collection
SharifAmit/RVGAN sharifamit/rfrl-net
syshin1014/VGN
TauhidScu/DEFFA-Unet
zombasy/fsg-net-pytorch
rishikksh20/ResUnet nikhilroxtomar/Deep-Residual-Unet
labmlai/annotated_deep_learning_paper_implementations milesial/Pytorch-UNet