retinal-vessel-segmentation-on-drive

Retinal Vessel Segmentation

Results over time

Click legend items to toggle metrics. Hover points for model names.

Leaderboard

Paper	Code	AUC	F1 score	Accuracy	mIoU	sensitivity	Specificity	MCC	1:1 Accuracy	Average IOU	DSC	ModelName	ReleaseDate
Enhancing Retinal Vascular Structure Segmentation in Images With a Novel Design Two-Path Interactive Fusion Module Model	✓ Link	0.9931										Swin-Res-Net	2024-03-03
Full-Resolution Network and Dual-Threshold Iteration for Retinal Vessel and Coronary Angiograph Segmentation	✓ Link	0.9889	0.8316	0.9705		0.8356						FR-UNet	2022-07-05
Study Group Learning: Improving Retinal Vessel Segmentation Trained with Noisy Labels	✓ Link	0.9886	0.8316			0.8380						Study Group Learning	2021-03-05
SA-UNet: Spatial Attention U-Net for Retinal Vessel Segmentation	✓ Link	0.9864	0.8263	0.9698								SA-UNet	2020-04-07
Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation	✓ Link	0.9861						0.8079	0.9701	0.7154	0.8347	DEFFA-Unet	2025-06-02
Exploring The Limits Of Data Augmentation For Retinal Vessel Segmentation	✓ Link	0.9855		0.9712								U-Net	2021-05-19
DA-Net: A Disentangled and Adaptive Network for Multi-Source Cross-Lingual Transfer Learning		0.9846	0.8193	0.8082		0.8307	0.9803					DA-Net	2024-03-07
Full-scale Representation Guided Network for Retinal Vessel Segmentation	✓ Link	0.9823	0.8322	0.9704	0.8406	0.8420		0.8173				FSG-Net	2025-01-31
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks	✓ Link	0.9816	0.8205									IterNet	2019-12-12
Deep Vessel Segmentation By Learning Graphical Connectivity	✓ Link	0.9802	0.8263									VGN	2018-06-06
DUNet: A deformable network for retinal vessel segmentation		0.9802	0.8237									DUNet	2018-11-03
LadderNet: Multi-path networks based on U-Net for medical image segmentation	✓ Link	0.9793	0.8202									LadderNet	2018-10-17
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions	✓ Link	0.9789	0.8224									BCDU-Net (d=3)	2019-08-31
Road Extraction by Deep Residual U-Net	✓ Link	0.9779	0.8149									Residual U-Net	2017-11-29
CE-Net: Context Encoder Network for 2D Medical Image Segmentation	✓ Link	0.9779		0.9545								CE-Net	2019-03-07
U-Net: Convolutional Networks for Biomedical Image Segmentation	✓ Link	0.9755	0.8142									U-Net	2015-05-18
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation	✓ Link		0.8290	0.9707	0.7081	0.8281	0.9844					MERIT-GCASCADE	2023-10-24
Deep Learning Architectures for Diagnosis of Diabetic Retinopathy	✓ Link		0.8245									ConvMixer	2023-03-31
Deep Learning Architectures for Diagnosis of Diabetic Retinopathy	✓ Link		0.8215									ConvMixer-Light	2023-03-31
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation	✓ Link		0.8210	0.9689	0.6970	0.83	0.9822					PVT-GCASCADE	2023-10-24
Segmentation of Blood Vessels, Optic Disc Localization, Detection of Exudates and Diabetic Retinopathy Diagnosis from Digital Fundus Images	✓ Link		0.75	0.9593		0.7119	0.9832					DR_2021	2022-07-09
ET-Net: A Generic Edge-aTtention Guidance Network for Medical Image Segmentation	✓ Link			0.956	0.7744							ET-Net	2019-07-25

OpenCodePapers

retinal-vessel-segmentation-on-drive