Medical Image Segmentation on DRIVE

Metric: F1 score (higher is better)

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Results

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#	Model↕	F1 score▼	Extra Data	Paper	Date↕	Code
1	FSG-Net	0.8322	No	Full-scale Representation Guided Network for Ret...	2025-01-31	Code
2	FR-UNet	0.8316	No	-	-	Code
3	Study Group Learning	0.8316	No	Study Group Learning: Improving Retinal Vessel S...	2021-03-05	Code
4	MERIT-GCASCADE	0.829	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
5	MERIT-GCASCADE	0.829	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
6	SA-UNet	0.8263	No	SA-UNet: Spatial Attention U-Net for Retinal Ves...	2020-04-07	Code
7	VGN	0.8263	No	Deep Vessel Segmentation By Learning Graphical C...	2018-06-06	Code
8	ConvMixer	0.8245	No	-	-	Code
9	DUNet	0.8237	No	DUNet: A deformable network for retinal vessel s...	2018-11-03	-
10	BCDU-Net (d=3)	0.8224	No	Bi-Directional ConvLSTM U-Net with Densley Conne...	2019-08-31	Code
11	BCDU-net	0.8222	No	Bi-Directional ConvLSTM U-Net with Densley Conne...	2019-08-31	Code
12	ConvMixer-Light	0.8215	No	-	-	Code
13	PVT-GCASCADE	0.821	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
14	PVT-GCASCADE	0.821	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
15	IterNet	0.8205	No	IterNet: Retinal Image Segmentation Utilizing St...	2019-12-12	Code
16	LadderNet	0.8202	No	LadderNet: Multi-path networks based on U-Net fo...	2018-10-17	Code
17	DA-Net	0.8193	No	DA-Net: A Disentangled and Adaptive Network for ...	2024-03-07	-
18	FANet	0.8183	No	FANet: A Feedback Attention Network for Improved...	2021-03-31	Code
19	Residual U-Net	0.8149	No	Road Extraction by Deep Residual U-Net	2017-11-29	Code
20	U-Net	0.8142	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
21	DR_2021	0.75	No	Segmentation of Blood Vessels, Optic Disc Locali...	2022-07-09	Code

#1FSG-NetSOTA
0.8322
F1 score· 2025-01-31
Full-scale Representation Guided Network for Retinal Vessel Segmentation Code
#2FR-UNet
0.8316
F1 score
No paperCode
#3Study Group LearningSOTA
0.8316
F1 score· 2021-03-05
Study Group Learning: Improving Retinal Vessel Segmentation Trained with Noisy Labels Code
#4MERIT-GCASCADE
0.829
F1 score· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Code
#5MERIT-GCASCADE
0.829
F1 score· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Code
#6SA-UNet
0.8263
F1 score· 2020-04-07
SA-UNet: Spatial Attention U-Net for Retinal Vessel Segmentation Code
#7VGNSOTA
0.8263
F1 score· 2018-06-06
Deep Vessel Segmentation By Learning Graphical Connectivity Code
#8ConvMixer
0.8245
F1 score
No paperCode
#9DUNet
0.8237
F1 score· 2018-11-03
DUNet: A deformable network for retinal vessel segmentation
#10BCDU-Net (d=3)
0.8224
F1 score· 2019-08-31
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions Code
#11BCDU-net
0.8222
F1 score· 2019-08-31
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions Code
#12ConvMixer-Light
0.8215
F1 score
No paperCode
#13PVT-GCASCADE
0.821
F1 score· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Code
#14PVT-GCASCADE
0.821
F1 score· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Code
#15IterNet
0.8205
F1 score· 2019-12-12
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks Code
#16LadderNet
0.8202
F1 score· 2018-10-17
LadderNet: Multi-path networks based on U-Net for medical image segmentation Code
#17DA-Net
0.8193
F1 score· 2024-03-07
DA-Net: A Disentangled and Adaptive Network for Multi-Source Cross-Lingual Transfer Learning
#18FANet
0.8183
F1 score· 2021-03-31
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation Code
#19Residual U-NetSOTA
0.8149
F1 score· 2017-11-29
Road Extraction by Deep Residual U-Net Code
#20U-NetSOTA
0.8142
F1 score· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#21DR_2021
0.75
F1 score· 2022-07-09
Segmentation of Blood Vessels, Optic Disc Localization, Detection of Exudates and Diabetic Retinopathy Diagnosis from Digital Fundus Images Code