Medical Image Segmentation on CHASE_DB1

Metric: AUC (higher is better)

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#	Model↕	AUC▼	Extra Data	Paper	Date↕	Code
1	FSG-Net	0.9937	No	Full-scale Representation Guided Network for Ret...	2025-01-31	Code
2	Study Group Learning	0.992	No	Study Group Learning: Improving Retinal Vessel S...	2021-03-05	Code
3	RV-GAN	0.9914	No	RV-GAN: Segmenting Retinal Vascular Structure in...	2021-01-03	Code
4	FR-UNet	0.9913	No	-	-	Code
5	SA-UNet	0.9905	No	SA-UNet: Spatial Attention U-Net for Retinal Ves...	2020-04-07	Code
6	IterNet	0.9851	No	IterNet: Retinal Image Segmentation Utilizing St...	2019-12-12	Code
7	LadderNet	0.9839	No	LadderNet: Multi-path networks based on U-Net fo...	2018-10-17	Code
8	VGN	0.983	No	Deep Vessel Segmentation By Learning Graphical C...	2018-06-06	Code
9	DEFFA-Unet	0.9823	No	Dual encoding feature filtering generalized atte...	2025-06-02	Code
10	R2U-Net	0.9815	No	Recurrent Residual Convolutional Neural Network ...	2018-02-20	Code
11	DUNet	0.9804	No	DUNet: A deformable network for retinal vessel s...	2018-11-03	-
12	Residual U-Net	0.9779	No	Road Extraction by Deep Residual U-Net	2017-11-29	Code
13	U-Net	0.9772	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code

#1FSG-NetSOTA
0.9937
AUC· 2025-01-31
Full-scale Representation Guided Network for Retinal Vessel Segmentation Code
#2Study Group LearningSOTA
0.992
AUC· 2021-03-05
Study Group Learning: Improving Retinal Vessel Segmentation Trained with Noisy Labels Code
#3RV-GANSOTA
0.9914
AUC· 2021-01-03
RV-GAN: Segmenting Retinal Vascular Structure in Fundus Photographs using a Novel Multi-scale Generative Adversarial Network Code
#4FR-UNet
0.9913
AUC
No paperCode
#5SA-UNetSOTA
0.9905
AUC· 2020-04-07
SA-UNet: Spatial Attention U-Net for Retinal Vessel Segmentation Code
#6IterNetSOTA
0.9851
AUC· 2019-12-12
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks Code
#7LadderNetSOTA
0.9839
AUC· 2018-10-17
LadderNet: Multi-path networks based on U-Net for medical image segmentation Code
#8VGNSOTA
0.983
AUC· 2018-06-06
Deep Vessel Segmentation By Learning Graphical Connectivity Code
#9DEFFA-Unet
0.9823
AUC· 2025-06-02
Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation Code
#10R2U-NetSOTA
0.9815
AUC· 2018-02-20
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation Code
#11DUNet
0.9804
AUC· 2018-11-03
DUNet: A deformable network for retinal vessel segmentation
#12Residual U-NetSOTA
0.9779
AUC· 2017-11-29
Road Extraction by Deep Residual U-Net Code
#13U-NetSOTA
0.9772
AUC· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code