ML Research Wiki / Benchmarks / Retinal Vessel Segmentation / CHASE_DB1

CHASE_DB1

Retinal Vessel Segmentation Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: AUC

Top Performing Models

Rank	Model	Paper	AUC	Date	Code
1	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
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	SA-UNet	SA-UNet: Spatial Attention U-Net for Retinal Vessel Segmentation	0.99	2020-04-07	📦 clguo/SA-UNet 📦 Tensor-king/SA_Uet-pytorch 📦 berenslab/retinal-vessel-segmentation-benchmark 📦 reshalfahsi/SA-UNet
4	IterNet	IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks	0.99	2019-12-12	📦 conscienceli/IterNet 📦 amri369/Pytorch-Iternet
5	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
6	VGN	Deep Vessel Segmentation By Learning Graphical Connectivity	0.98	2018-06-06	📦 syshin1014/VGN
7	DEFFA-Unet	Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation	0.98	2025-06-02	📦 TauhidScu/DEFFA-Unet
8	R2U-Net	Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation	0.98	2018-02-20	📦 LeeJunHyun/Image_Segmentation 📦 yingkaisha/keras-unet-collection 📦 1044197988/TF.Keras-Commonly-used-models
9	DUNet	DUNet: A deformable network for retinal vessel segmentation	0.98	2018-11-03	-
10	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

All Papers (15)

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

2021

Study Group Learning

SHI-Labs/SGL-Retinal-Vessel-Segmentation

RV-GAN: Segmenting Retinal Vascular Structure in Fundus Photographs using a Novel Multi-scale Generative Adversarial Network

2021

RV-GAN

SharifAmit/RVGAN sharifamit/rfrl-net

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

2020

SA-UNet

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

IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks

2019

IterNet

conscienceli/IterNet amri369/Pytorch-Iternet

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

Deep Vessel Segmentation By Learning Graphical Connectivity

2018

VGN

syshin1014/VGN

Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation

2025

DEFFA-Unet

TauhidScu/DEFFA-Unet

Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation

2018

R2U-Net

LeeJunHyun/Image_Segmentation yingkaisha/keras-unet-collection

DUNet: A deformable network for retinal vessel segmentation

2018

DUNet

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

Full-scale Representation Guided Network for Retinal Vessel Segmentation

2025

FSG-Net

zombasy/fsg-net-pytorch

Resolution-Aware Design of Atrous Rates for Semantic Segmentation Networks

2023

U-Net ASPP

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

2023

MERIT-GCASCADE

SLDGroup/G-CASCADE

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

2023

PVT-GCASCADE

SLDGroup/G-CASCADE

CHASE_DB1

Performance Over Time

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Top Performing Models

All Papers (15)

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

RV-GAN: Segmenting Retinal Vascular Structure in Fundus Photographs using a Novel Multi-scale Generative Adversarial Network

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

IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks

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

Deep Vessel Segmentation By Learning Graphical Connectivity

Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation

Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation

DUNet: A deformable network for retinal vessel segmentation

Road Extraction by Deep Residual U-Net

U-Net: Convolutional Networks for Biomedical Image Segmentation

Full-scale Representation Guided Network for Retinal Vessel Segmentation

Resolution-Aware Design of Atrous Rates for Semantic Segmentation Networks

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

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

Model	Paper	AUC	Date
Study Group Learning	Study Group Learning: Improving Retinal Vessel Se…	0.99	2021-03-05
RV-GAN	RV-GAN: Segmenting Retinal Vascular Structure in …	0.99	2021-01-03
SA-UNet	SA-UNet: Spatial Attention U-Net for Retinal Vess…	0.99	2020-04-07
IterNet	IterNet: Retinal Image Segmentation Utilizing Str…	0.99	2019-12-12
LadderNet	LadderNet: Multi-path networks based on U-Net for…	0.98	2018-10-17
VGN	Deep Vessel Segmentation By Learning Graphical Co…	0.98	2018-06-06
DEFFA-Unet	Dual encoding feature filtering generalized atten…	0.98	2025-06-02
R2U-Net	Recurrent Residual Convolutional Neural Network b…	0.98	2018-02-20
DUNet	DUNet: A deformable network for retinal vessel se…	0.98	2018-11-03
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
FSG-Net	Full-scale Representation Guided Network for Reti…	0.98	2025-01-31
U-Net ASPP	Resolution-Aware Design of Atrous Rates for Seman…	0.90	2023-07-26
MERIT-GCASCADE	G-CASCADE: Efficient Cascaded Graph Convolutional…	0.71	2023-10-24
PVT-GCASCADE	G-CASCADE: Efficient Cascaded Graph Convolutional…	0.70	2023-10-24