Retinal Vessel Segmentation on DRIVE

Metric: AUC (higher is better)

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Results

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#	Model↕	AUC▼	Extra Data	Paper	Date↕	Code
1	Swin-Res-Net	0.9931	No	Enhancing Retinal Vascular Structure Segmentatio...	2024-03-03	Code
2	FR-UNet	0.9889	No	-	-	Code
3	Study Group Learning	0.9886	No	Study Group Learning: Improving Retinal Vessel S...	2021-03-05	Code
4	SA-UNet	0.9864	No	SA-UNet: Spatial Attention U-Net for Retinal Ves...	2020-04-07	Code
5	DEFFA-Unet	0.9861	No	Dual encoding feature filtering generalized atte...	2025-06-02	Code
6	U-Net	0.9855	No	Exploring The Limits Of Data Augmentation For Re...	2021-05-19	Code
7	DA-Net	0.9846	No	DA-Net: A Disentangled and Adaptive Network for ...	2024-03-07	-
8	FSG-Net	0.9823	No	Full-scale Representation Guided Network for Ret...	2025-01-31	Code
9	IterNet	0.9816	No	IterNet: Retinal Image Segmentation Utilizing St...	2019-12-12	Code
10	VGN	0.9802	No	Deep Vessel Segmentation By Learning Graphical C...	2018-06-06	Code
11	DUNet	0.9802	No	DUNet: A deformable network for retinal vessel s...	2018-11-03	-
12	LadderNet	0.9793	No	LadderNet: Multi-path networks based on U-Net fo...	2018-10-17	Code
13	BCDU-Net (d=3)	0.9789	No	Bi-Directional ConvLSTM U-Net with Densley Conne...	2019-08-31	Code
14	Residual U-Net	0.9779	No	Road Extraction by Deep Residual U-Net	2017-11-29	Code
15	CE-Net	0.9779	No	CE-Net: Context Encoder Network for 2D Medical I...	2019-03-07	Code
16	U-Net	0.9755	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code

#1Swin-Res-NetSOTA
0.9931
AUC· 2024-03-03
Enhancing Retinal Vascular Structure Segmentation in Images With a Novel Design Two-Path Interactive Fusion Module Model Code
#2FR-UNet
0.9889
AUC
No paperCode
#3Study Group LearningSOTA
0.9886
AUC· 2021-03-05
Study Group Learning: Improving Retinal Vessel Segmentation Trained with Noisy Labels Code
#4SA-UNetSOTA
0.9864
AUC· 2020-04-07
SA-UNet: Spatial Attention U-Net for Retinal Vessel Segmentation Code
#5DEFFA-Unet
0.9861
AUC· 2025-06-02
Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation Code
#6U-Net
0.9855
AUC· 2021-05-19
Exploring The Limits Of Data Augmentation For Retinal Vessel Segmentation Code
#7DA-Net
0.9846
AUC· 2024-03-07
DA-Net: A Disentangled and Adaptive Network for Multi-Source Cross-Lingual Transfer Learning
#8FSG-Net
0.9823
AUC· 2025-01-31
Full-scale Representation Guided Network for Retinal Vessel Segmentation Code
#9IterNetSOTA
0.9816
AUC· 2019-12-12
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks Code
#10VGNSOTA
0.9802
AUC· 2018-06-06
Deep Vessel Segmentation By Learning Graphical Connectivity Code
#11DUNet
0.9802
AUC· 2018-11-03
DUNet: A deformable network for retinal vessel segmentation
#12LadderNet
0.9793
AUC· 2018-10-17
LadderNet: Multi-path networks based on U-Net for medical image segmentation Code
#13BCDU-Net (d=3)
0.9789
AUC· 2019-08-31
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions Code
#14Residual U-NetSOTA
0.9779
AUC· 2017-11-29
Road Extraction by Deep Residual U-Net Code
#15CE-Net
0.9779
AUC· 2019-03-07
CE-Net: Context Encoder Network for 2D Medical Image Segmentation Code
#16U-NetSOTA
0.9755
AUC· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code