Retinal Vessel Segmentation

Retinal vessel segmentation is the task of segmenting vessels in retina imagery.

( Image credit: LadderNet )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 139 papers

Title	Date	Tasks	Status	Hype
Modeling and Enhancing Low-quality Retinal Fundus Images	May 12, 2020	Image EnhancementMedical Image Analysis	CodeCode Available	1
Channel Attention Residual U-Net for Retinal Vessel Segmentation	Apr 7, 2020	Retinal Vessel Segmentation	CodeCode Available	1
Dense Residual Network for Retinal Vessel Segmentation	Apr 7, 2020	Data AugmentationRetinal Vessel Segmentation	CodeCode Available	1
SA-UNet: Spatial Attention U-Net for Retinal Vessel Segmentation	Apr 7, 2020	Data AugmentationRetinal Vessel Segmentation	CodeCode Available	1
Deep iterative vessel segmentation in OCT angiography	Apr 1, 2020	Retinal Vessel Segmentation	CodeCode Available	1
Retinal Vessel Segmentation based on Fully Convolutional Networks	Nov 22, 2019	Retinal Vessel SegmentationSegmentation	CodeCode Available	1
Retinal vessel segmentation based on Fully Convolutional Neural Networks	Dec 18, 2018	Data AugmentationRetinal Vessel Segmentation	CodeCode Available	1
Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation	Jun 2, 2025	Data AugmentationRetinal Vessel Segmentation	CodeCode Available	0
Novel Extraction of Discriminative Fine-Grained Feature to Improve Retinal Vessel Segmentation	May 6, 2025	Kolmogorov-Arnold NetworksRetinal Vessel Segmentation	CodeCode Available	0
WMKA-Net: A Weighted Multi-Kernel Attention NetworkMethod for Retinal Vessel Segmentation	Apr 21, 2025	Retinal Vessel SegmentationSegmentation	—Unverified	0
A Novel Hybrid Approach for Retinal Vessel Segmentation with Dynamic Long-Range Dependency and Multi-Scale Retinal Edge Fusion Enhancement	Apr 18, 2025	MambaRetinal Vessel Segmentation	CodeCode Available	0
GrInAdapt: Scaling Retinal Vessel Structural Map Segmentation Through Grounding, Integrating and Adapting Multi-device, Multi-site, and Multi-modal Fundus Domains	Mar 8, 2025	Decision MakingDomain Adaptation	—Unverified	0
Enhancing Retinal Vessel Segmentation Generalization via Layout-Aware Generative Modelling	Mar 3, 2025	DiversityImage Generation	—Unverified	0
Universal Vessel Segmentation for Multi-Modality Retinal Images	Feb 10, 2025	Retinal Vessel SegmentationSegmentation	—Unverified	0
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation	Jan 7, 2025	Domain GeneralizationImage Segmentation	—Unverified	0
Deep Learning for Ophthalmology: The State-of-the-Art and Future Trends	Jan 7, 2025	DiagnosticDiversity	—Unverified	0
Convolutional Prompting for Broad-Domain Retinal Vessel Segmentation	Dec 24, 2024	Retinal Vessel SegmentationSegmentation	—Unverified	0
Retinal Vessel Segmentation via Neuron Programming	Nov 17, 2024	DiversityMedical Image Analysis	—Unverified	0
TransUNext: towards a more advanced U-shaped framework for automatic vessel segmentation in the fundus image	Nov 5, 2024	Retinal Vessel Segmentation	—Unverified	0
MDFI-Net: Multiscale Differential Feature Interaction Network for Accurate Retinal Vessel Segmentation	Oct 20, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
AdaptDiff: Cross-Modality Domain Adaptation via Weak Conditional Semantic Diffusion for Retinal Vessel Segmentation	Oct 6, 2024	Domain AdaptationImage Segmentation	CodeCode Available	0
Pediatric Wrist Fracture Detection Using Feature Context Excitation Modules in X-ray Images	Oct 1, 2024	2D Object DetectionFracture detection	CodeCode Available	0
KLDD: Kalman Filter based Linear Deformable Diffusion Model in Retinal Image Segmentation	Sep 19, 2024	Image SegmentationRetinal Vessel Segmentation	—Unverified	0
Retinal Vessel Segmentation with Deep Graph and Capsule Reasoning	Sep 17, 2024	Graph AttentionImage Segmentation	—Unverified	0
Serp-Mamba: Advancing High-Resolution Retinal Vessel Segmentation with Selective State-Space Model	Sep 6, 2024	MambaRetinal Vessel Segmentation	—Unverified	0

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All datasets DRIVE CHASE_DB1 STARE ROSE-1 DVC ROSE-1 SVC ROSE-1 SVC-DVC ROSE-2 UZLF HRF INSPIRE-AVR (LUNet subset)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Swin-Res-Net	AUC	0.99	—	Unverified
2	FR-UNet	AUC	0.99	—	Unverified
3	Study Group Learning	AUC	0.99	—	Unverified
4	SA-UNet	AUC	0.99	—	Unverified
5	DEFFA-Unet	AUC	0.99	—	Unverified
6	U-Net	AUC	0.99	—	Unverified
7	DA-Net	AUC	0.98	—	Unverified
8	FSG-Net	AUC	0.98	—	Unverified
9	IterNet	AUC	0.98	—	Unverified
10	VGN	AUC	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FSG-Net	AUC	0.99	—	Unverified
2	Study Group Learning	AUC	0.99	—	Unverified
3	RV-GAN	AUC	0.99	—	Unverified
4	FR-UNet	AUC	0.99	—	Unverified
5	SA-UNet	AUC	0.99	—	Unverified
6	IterNet	AUC	0.99	—	Unverified
7	LadderNet	AUC	0.98	—	Unverified
8	VGN	AUC	0.98	—	Unverified
9	DEFFA-Unet	AUC	0.98	—	Unverified
10	R2U-Net	AUC	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DA-Net	AUC	0.99	—	Unverified
2	R2U-Net	AUC	0.99	—	Unverified
3	FSG-Net	AUC	0.99	—	Unverified
4	RV-GAN	AUC	0.99	—	Unverified
5	VGN	AUC	0.99	—	Unverified
6	DEFFA-Unet	AUC	0.98	—	Unverified
7	DUNet	AUC	0.98	—	Unverified
8	U-Net ASPP	mIOU	0.9	—	Unverified
9	Residual U-Net	F1 score	0.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OCTA-Net	Dice Score	70.74	—	Unverified
2	U-Net	Dice Score	66.05	—	Unverified
3	ResU-Net	Dice Score	65.67	—	Unverified
4	OCTAve: OCTA-Net	Dice Score	62.55	—	Unverified
5	CE-Net	Dice Score	57.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OCTAve: OCTA-Net	Dice Score	78.03	—	Unverified
2	OCTA-Net	Dice Score	76.97	—	Unverified
3	CE-Net	Dice Score	75.11	—	Unverified
4	ResU-Net	Dice Score	74.61	—	Unverified
5	U-Net	Dice Score	71.16	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OCTAve: OCTA-Net	Dice Score	81.42	—	Unverified
2	OCTA-Net	Dice Score	75.76	—	Unverified
3	ResU-Net	Dice Score	74.61	—	Unverified
4	CE-Net	Dice Score	73	—	Unverified
5	U-Net	Dice Score	70.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OCTAve: OCTA-Net	Dice Score	71.18	—	Unverified
2	OCTA-Net	Dice Score	70.77	—	Unverified
3	CE-Net	Dice Score	70.66	—	Unverified
4	ResU-Net	Dice Score	67.25	—	Unverified
5	U-Net	Dice Score	65.64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LUNet	Average Dice (0.5Dice_a + 0.5Dice_v)	83.2	—	Unverified
2	Junior Ophtalmologist	Average Dice (0.5Dice_a + 0.5Dice_v)	82.6	—	Unverified
3	VascX	Average Dice (0.5Dice_a + 0.5Dice_v)	80.6	—	Unverified
4	Automorph	Average Dice (0.5Dice_a + 0.5Dice_v)	74	—	Unverified
5	Little W-Net	Average Dice (0.5Dice_a + 0.5Dice_v)	60.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FSG-Net	AUC	0.99	—	Unverified
2	DEFFA-Unet	AUC	0.98	—	Unverified
3	VGN	AUC	0.98	—	Unverified
4	U-Net ASPP	mIoU	0.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LUNet	Average Dice	75.6	—	Unverified