Medical Image Segmentation on CHASE_DB1

Metric: F1 score (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	F1 score▼	Extra Data	Paper	Date↕	Code
1	RV-GAN	0.8957	No	RV-GAN: Segmenting Retinal Vascular Structure in...	2021-01-03	Code
2	Study Group Learning	0.8271	No	Study Group Learning: Improving Retinal Vessel S...	2021-03-05	Code
3	MERIT-GCASCADE	0.8267	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
4	PVT-GCASCADE	0.8251	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
5	SA-UNet	0.8153	No	SA-UNet: Spatial Attention U-Net for Retinal Ves...	2020-04-07	Code
6	FR-UNet	0.8151	No	-	-	Code
7	FSG-Net	0.8101	No	Full-scale Representation Guided Network for Ret...	2025-01-31	Code
8	IterNet	0.8073	No	IterNet: Retinal Image Segmentation Utilizing St...	2019-12-12	Code
9	VGN	0.8034	No	Deep Vessel Segmentation By Learning Graphical C...	2018-06-06	Code
10	LadderNet	0.8031	No	LadderNet: Multi-path networks based on U-Net fo...	2018-10-17	Code
11	R2U-Net	0.7928	No	Recurrent Residual Convolutional Neural Network ...	2018-02-20	Code
12	DUNet	0.7883	No	DUNet: A deformable network for retinal vessel s...	2018-11-03	-
13	Residual U-Net	0.78	No	Road Extraction by Deep Residual U-Net	2017-11-29	Code

#1RV-GANSOTA
0.8957
F1 score· 2021-01-03
RV-GAN: Segmenting Retinal Vascular Structure in Fundus Photographs using a Novel Multi-scale Generative Adversarial Network Code
#2Study Group Learning
0.8271
F1 score· 2021-03-05
Study Group Learning: Improving Retinal Vessel Segmentation Trained with Noisy Labels Code
#3MERIT-GCASCADE
0.8267
F1 score· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Code
#4PVT-GCASCADE
0.8251
F1 score· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Code
#5SA-UNetSOTA
0.8153
F1 score· 2020-04-07
SA-UNet: Spatial Attention U-Net for Retinal Vessel Segmentation Code
#6FR-UNet
0.8151
F1 score
No paperCode
#7FSG-Net
0.8101
F1 score· 2025-01-31
Full-scale Representation Guided Network for Retinal Vessel Segmentation Code
#8IterNetSOTA
0.8073
F1 score· 2019-12-12
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks Code
#9VGNSOTA
0.8034
F1 score· 2018-06-06
Deep Vessel Segmentation By Learning Graphical Connectivity Code
#10LadderNet
0.8031
F1 score· 2018-10-17
LadderNet: Multi-path networks based on U-Net for medical image segmentation Code
#11R2U-NetSOTA
0.7928
F1 score· 2018-02-20
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation Code
#12DUNet
0.7883
F1 score· 2018-11-03
DUNet: A deformable network for retinal vessel segmentation
#13Residual U-NetSOTA
0.78
F1 score· 2017-11-29
Road Extraction by Deep Residual U-Net Code