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 1–50 of 139 papers

Title	Date	Tasks	Status	Hype	Score
U-Net: Convolutional Networks for Biomedical Image Segmentation	May 18, 2015	Cell SegmentationCell Tracking	CodeCode Available	3	5
Deep iterative vessel segmentation in OCT angiography	Apr 1, 2020	Retinal Vessel Segmentation	CodeCode Available	1	5
Physiology-based simulation of the retinal vasculature enables annotation-free segmentation of OCT angiographs	Jul 22, 2022	BenchmarkingRetinal Vessel Segmentation	CodeCode Available	1	5
Dense Residual Network for Retinal Vessel Segmentation	Apr 7, 2020	Data AugmentationRetinal Vessel Segmentation	CodeCode Available	1	5
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation	Oct 24, 2023	DecoderImage Segmentation	CodeCode Available	1	5
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation	Jul 27, 2022	Data AugmentationDeep Reinforcement Learning	CodeCode Available	1	5
The Little W-Net That Could: State-of-the-Art Retinal Vessel Segmentation with Minimalistic Models	Sep 3, 2020	Domain AdaptationRetinal Vessel Segmentation	CodeCode Available	1	5
Topology-aware Mamba for Crack Segmentation in Structures	Oct 25, 2024	Crack SegmentationDecoder	CodeCode Available	1	5
Residual Spatial Attention Network for Retinal Vessel Segmentation	Sep 18, 2020	Retinal Vessel SegmentationSegmentation	CodeCode Available	1	5
Synthetic optical coherence tomography angiographs for detailed retinal vessel segmentation without human annotations	Jun 19, 2023	Domain AdaptationRetinal Vessel Segmentation	CodeCode Available	1	5
Full-Resolution Network and Dual-Threshold Iteration for Retinal Vessel and Coronary Angiograph Segmentation	Jul 5, 2022	Retinal Vessel SegmentationSegmentation	CodeCode Available	1	5
Full-scale Representation Guided Network for Retinal Vessel Segmentation	Jan 31, 2025	Retinal Vessel Segmentation	CodeCode Available	1	5
SA-UNet: Spatial Attention U-Net for Retinal Vessel Segmentation	Apr 7, 2020	Data AugmentationRetinal Vessel Segmentation	CodeCode Available	1	5
RV-GAN: Segmenting Retinal Vascular Structure in Fundus Photographs using a Novel Multi-scale Generative Adversarial Network	Jan 3, 2021	DecoderGenerative Adversarial Network	CodeCode Available	1	5
Unsupervised Domain Adaptation for Cross-Modality Retinal Vessel Segmentation via Disentangling Representation Style Transfer and Collaborative Consistency Learning	Jan 13, 2022	Domain AdaptationImage Reconstruction	CodeCode Available	1	5
Study Group Learning: Improving Retinal Vessel Segmentation Trained with Noisy Labels	Mar 5, 2021	Retinal Vessel SegmentationSegmentation	CodeCode Available	1	5
An Elastic Interaction-Based Loss Function for Medical Image Segmentation	Jul 6, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Modeling and Enhancing Low-quality Retinal Fundus Images	May 12, 2020	Image EnhancementMedical Image Analysis	CodeCode Available	1	5
Channel Attention Residual U-Net for Retinal Vessel Segmentation	Apr 7, 2020	Retinal Vessel Segmentation	CodeCode Available	1	5
Retinal Vessel Segmentation based on Fully Convolutional Networks	Nov 22, 2019	Retinal Vessel SegmentationSegmentation	CodeCode Available	1	5
Learning to Address Intra-segment Misclassification in Retinal Imaging	Apr 25, 2021	Retinal Vessel SegmentationSegmentation	CodeCode Available	1	5
DR-VNet: Retinal Vessel Segmentation via Dense Residual UNet	Nov 8, 2021	Retinal Vessel SegmentationSegmentation	CodeCode Available	1	5
Segmentation of Blood Vessels, Optic Disc Localization, Detection of Exudates and Diabetic Retinopathy Diagnosis from Digital Fundus Images	Jul 9, 2022	ClusteringContour Detection	CodeCode Available	1	5
OCTAve: 2D en face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning with Locality Augmentation	Jul 25, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Retinal vessel segmentation based on Fully Convolutional Neural Networks	Dec 18, 2018	Data AugmentationRetinal Vessel Segmentation	CodeCode Available	1	5
Retinal Image Restoration and Vessel Segmentation using Modified Cycle-CBAM and CBAM-UNet	Sep 9, 2022	Generative Adversarial NetworkImage Restoration	CodeCode Available	1	5
An Accurate and Efficient Neural Network for OCTA Vessel Segmentation and a New Dataset	Sep 18, 2023	Efficient Neural NetworkRetinal Vessel Segmentation	CodeCode Available	1	5
Retinal Vessel Segmentation with Pixel-wise Adaptive Filters	Feb 3, 2022	Retinal Vessel SegmentationSegmentation	CodeCode Available	1	5
VascX Models: Model Ensembles for Retinal Vascular Analysis from Color Fundus Images	Sep 24, 2024	Artery/Veins Retinal Vessel SegmentationRetinal Vessel Segmentation	CodeCode Available	1	5
ROSE: A Retinal OCT-Angiography Vessel Segmentation Dataset and New Model	Jul 10, 2020	Retinal Vessel SegmentationSegmentation	CodeCode Available	1	5
An Active Contour Model Using Matched Filter and Hessian Matrix for Retinal Vessels Segmentation	Jan 27, 2022	DiagnosticImage Segmentation	CodeCode Available	1	5
Exploring The Limits Of Data Augmentation For Retinal Vessel Segmentation	May 19, 2021	Data AugmentationRetinal Vessel Segmentation	CodeCode Available	1	5
Exploring Generalizable Distillation for Efficient Medical Image Segmentation	Jul 26, 2022	DecoderImage Segmentation	CodeCode Available	0	5
Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks	Jun 28, 2017	Retinal Vessel SegmentationSegmentation	CodeCode Available	0	5
Conformal Performance Range Prediction for Segmentation Output Quality Control	Jul 18, 2024	Conformal PredictionPrediction	CodeCode Available	0	5
EAR-NET: Error Attention Refining Network For Retinal Vessel Segmentation	Jul 3, 2021	Retinal Vessel SegmentationSegmentation	CodeCode Available	0	5
Dynamic Deep Networks for Retinal Vessel Segmentation	Mar 19, 2019	Retinal Vessel Segmentation	CodeCode Available	0	5
AC-Norm: Effective Tuning for Medical Image Analysis via Affine Collaborative Normalization	Jul 28, 2023	Cardiac SegmentationLung Nodule Segmentation	CodeCode Available	0	5
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation	Feb 20, 2018	image-classificationImage Classification	CodeCode Available	0	5
Block Attention and Switchable Normalization Based Deep Learning Framework for Segmentation of Retinal Vessels	Apr 10, 2023	Retinal Vessel SegmentationSegmentation	CodeCode Available	0	5
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	5
LUNet: Deep Learning for the Segmentation of Arterioles and Venules in High Resolution Fundus Images	Sep 11, 2023	Active LearningArtery/Veins Retinal Vessel Segmentation	CodeCode Available	0	5
Novel Extraction of Discriminative Fine-Grained Feature to Improve Retinal Vessel Segmentation	May 6, 2025	Kolmogorov-Arnold NetworksRetinal Vessel Segmentation	CodeCode Available	0	5
AdaptDiff: Cross-Modality Domain Adaptation via Weak Conditional Semantic Diffusion for Retinal Vessel Segmentation	Oct 6, 2024	Domain AdaptationImage Segmentation	CodeCode Available	0	5
Deep Vessel Segmentation By Learning Graphical Connectivity	Jun 6, 2018	Retinal Vessel SegmentationSegmentation	CodeCode Available	0	5
Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation	Jun 2, 2025	Data AugmentationRetinal Vessel Segmentation	CodeCode Available	0	5
A new baseline for retinal vessel segmentation: Numerical identification and correction of methodological inconsistencies affecting 100+ papers	Nov 6, 2021	BenchmarkingRetinal Vessel Segmentation	CodeCode Available	0	5
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks	Dec 12, 2019	Image SegmentationRetinal Vessel Segmentation	CodeCode Available	0	5
LadderNet: Multi-path networks based on U-Net for medical image segmentation	Oct 17, 2018	DecoderImage Segmentation	CodeCode Available	0	5
BTS-DSN: Deeply Supervised Neural Network with Short Connections for Retinal Vessel Segmentation	Mar 11, 2018	Retinal Vessel SegmentationSegmentation	CodeCode Available	0	5

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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