ML Research Wiki / Benchmarks / Retinal Vessel Segmentation / DRIVE

DRIVE

Retinal Vessel Segmentation Benchmark

Performance Over Time

📊 Showing 19 results | 📏 Metric: AUC

Top Performing Models

Rank	Model	Paper	AUC	Date	Code
1	Swin-Res-Net	Enhancing Retinal Vascular Structure Segmentation in Images With a Novel Design Two-Path Interactive Fusion Module Model	0.99	2024-03-03	📦 orobix/retina-unet
2	Study Group Learning	Study Group Learning: Improving Retinal Vessel Segmentation Trained with Noisy Labels	0.99	2021-03-05	📦 SHI-Labs/SGL-Retinal-Vessel-Segmentation
3	DEFFA-Unet	Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation	0.99	2025-06-02	📦 TauhidScu/DEFFA-Unet
4	IterNet	IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks	0.98	2019-12-12	📦 conscienceli/IterNet 📦 amri369/Pytorch-Iternet
5	VGN	Deep Vessel Segmentation By Learning Graphical Connectivity	0.98	2018-06-06	📦 syshin1014/VGN
6	DUNet	DUNet: A deformable network for retinal vessel segmentation	0.98	2018-11-03	-
7	LadderNet	LadderNet: Multi-path networks based on U-Net for medical image segmentation	0.98	2018-10-17	📦 Deci-AI/super-gradients 📦 lee-zq/VesselSeg-Pytorch 📦 juntang-zhuang/LadderNet
8	BCDU-Net (d=3)	Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions	0.98	2019-08-31	📦 rezazad68/BCDU-Net 📦 mmheydari97/BCDU-Net 📦 CCChen19990820/Unet_Unetplusplus_BCDUnet_FRUnet 📦 lyqcom/convlstm
9	Residual U-Net	Road Extraction by Deep Residual U-Net	0.98	2017-11-29	📦 rishikksh20/ResUnet 📦 nikhilroxtomar/Deep-Residual-Unet 📦 nikhilroxtomar/semantic-segmentation-architecture
10	U-Net	U-Net: Convolutional Networks for Biomedical Image Segmentation	0.98	2015-05-18	📦 labmlai/annotated_deep_learning_paper_implementations 📦 milesial/Pytorch-UNet 📦 open-mmlab/mmsegmentation

All Papers (19)

Enhancing Retinal Vascular Structure Segmentation in Images With a Novel Design Two-Path Interactive Fusion Module Model

2024

Swin-Res-Net

orobix/retina-unet

Study Group Learning: Improving Retinal Vessel Segmentation Trained with Noisy Labels

2021

Study Group Learning

SHI-Labs/SGL-Retinal-Vessel-Segmentation

Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation

2025

DEFFA-Unet

TauhidScu/DEFFA-Unet

IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks

2019

IterNet

conscienceli/IterNet amri369/Pytorch-Iternet

Deep Vessel Segmentation By Learning Graphical Connectivity

2018

VGN

syshin1014/VGN

DUNet: A deformable network for retinal vessel segmentation

2018

DUNet

LadderNet: Multi-path networks based on U-Net for medical image segmentation

2018

LadderNet

Deci-AI/super-gradients lee-zq/VesselSeg-Pytorch juntang-zhuang/LadderNet

Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions

2019

BCDU-Net (d=3)

rezazad68/BCDU-Net mmheydari97/BCDU-Net

Road Extraction by Deep Residual U-Net

2017

Residual U-Net

rishikksh20/ResUnet nikhilroxtomar/Deep-Residual-Unet

U-Net: Convolutional Networks for Biomedical Image Segmentation

2015

U-Net

labmlai/annotated_deep_learning_paper_implementations milesial/Pytorch-UNet

Exploring The Limits Of Data Augmentation For Retinal Vessel Segmentation

2021

U-Net

onurboyar/Retinal-Vessel-Segmentation

G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation

2023

MERIT-GCASCADE

SLDGroup/G-CASCADE

Full-scale Representation Guided Network for Retinal Vessel Segmentation

2025

FSG-Net

zombasy/fsg-net-pytorch

SA-UNet: Spatial Attention U-Net for Retinal Vessel Segmentation

2020

SA-UNet

clguo/SA-UNet Tensor-king/SA_Uet-pytorch

G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation

2023

PVT-GCASCADE

SLDGroup/G-CASCADE

Segmentation of Blood Vessels, Optic Disc Localization, Detection of Exudates and Diabetic Retinopathy Diagnosis from Digital Fundus Images

2022

DR_2021

sohambasu07/dr_2021

ET-Net: A Generic Edge-aTtention Guidance Network for Medical Image Segmentation

2019

ET-Net

turkfuat/KiTS19-Hybird-V-Net-Model

CE-Net: Context Encoder Network for 2D Medical Image Segmentation

2019

CE-Net

Guzaiwang/CE-Net HzFu/MNet_DeepCDR David-zaiwang/Image_segmentation_framework

DA-Net: A Disentangled and Adaptive Network for Multi-Source Cross-Lingual Transfer Learning

2024

DA-Net

DRIVE

Performance Over Time

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Top Performing Models

All Papers (19)

Enhancing Retinal Vascular Structure Segmentation in Images With a Novel Design Two-Path Interactive Fusion Module Model

Study Group Learning: Improving Retinal Vessel Segmentation Trained with Noisy Labels

Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation

IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks

Deep Vessel Segmentation By Learning Graphical Connectivity

DUNet: A deformable network for retinal vessel segmentation

LadderNet: Multi-path networks based on U-Net for medical image segmentation

Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions

Road Extraction by Deep Residual U-Net

U-Net: Convolutional Networks for Biomedical Image Segmentation

Exploring The Limits Of Data Augmentation For Retinal Vessel Segmentation

G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation

Full-scale Representation Guided Network for Retinal Vessel Segmentation

SA-UNet: Spatial Attention U-Net for Retinal Vessel Segmentation

G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation

Segmentation of Blood Vessels, Optic Disc Localization, Detection of Exudates and Diabetic Retinopathy Diagnosis from Digital Fundus Images

ET-Net: A Generic Edge-aTtention Guidance Network for Medical Image Segmentation

CE-Net: Context Encoder Network for 2D Medical Image Segmentation

DA-Net: A Disentangled and Adaptive Network for Multi-Source Cross-Lingual Transfer Learning

Model	Paper	AUC	Date
Swin-Res-Net	Enhancing Retinal Vascular Structure Segmentation…	0.99	2024-03-03
Study Group Learning	Study Group Learning: Improving Retinal Vessel Se…	0.99	2021-03-05
DEFFA-Unet	Dual encoding feature filtering generalized atten…	0.99	2025-06-02
IterNet	IterNet: Retinal Image Segmentation Utilizing Str…	0.98	2019-12-12
VGN	Deep Vessel Segmentation By Learning Graphical Co…	0.98	2018-06-06
DUNet	DUNet: A deformable network for retinal vessel se…	0.98	2018-11-03
LadderNet	LadderNet: Multi-path networks based on U-Net for…	0.98	2018-10-17
BCDU-Net (d=3)	Bi-Directional ConvLSTM U-Net with Densley Connec…	0.98	2019-08-31
Residual U-Net	Road Extraction by Deep Residual U-Net	0.98	2017-11-29
U-Net	U-Net: Convolutional Networks for Biomedical Imag…	0.98	2015-05-18
U-Net	Exploring The Limits Of Data Augmentation For Ret…	0.97	2021-05-19
MERIT-GCASCADE	G-CASCADE: Efficient Cascaded Graph Convolutional…	0.97	2023-10-24
FSG-Net	Full-scale Representation Guided Network for Reti…	0.97	2025-01-31
SA-UNet	SA-UNet: Spatial Attention U-Net for Retinal Vess…	0.97	2020-04-07
PVT-GCASCADE	G-CASCADE: Efficient Cascaded Graph Convolutional…	0.97	2023-10-24
DR_2021	Segmentation of Blood Vessels, Optic Disc Localiz…	0.96	2022-07-09
ET-Net	ET-Net: A Generic Edge-aTtention Guidance Network…	0.96	2019-07-25
CE-Net	CE-Net: Context Encoder Network for 2D Medical Im…	0.95	2019-03-07
DA-Net	DA-Net: A Disentangled and Adaptive Network for M…	0.81	2024-03-07