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
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
Full-scale Representation Guided Network for Retinal Vessel Segmentation	Jan 31, 2025	Retinal Vessel Segmentation	CodeCode Available	1
Deep Learning for Ophthalmology: The State-of-the-Art and Future Trends	Jan 7, 2025	DiagnosticDiversity	—Unverified	0
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation	Jan 7, 2025	Domain GeneralizationImage Segmentation	—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
Topology-aware Mamba for Crack Segmentation in Structures	Oct 25, 2024	Crack SegmentationDecoder	CodeCode Available	1
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
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
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
Region Guided Attention Network for Retinal Vessel Segmentation	Jul 22, 2024	DecoderRetinal Vessel Segmentation	—Unverified	0
Conformal Performance Range Prediction for Segmentation Output Quality Control	Jul 18, 2024	Conformal PredictionPrediction	CodeCode Available	0
Domain generalization for retinal vessel segmentation via Hessian-based vector field	May 31, 2024	Data AugmentationDomain Generalization	—Unverified	0
Image-level Regression for Uncertainty-aware Retinal Image Segmentation	May 27, 2024	Image Segmentationregression	CodeCode Available	0
DA-Net: A Disentangled and Adaptive Network for Multi-Source Cross-Lingual Transfer Learning	Mar 7, 2024	Cross-Lingual TransferDisentanglement	—Unverified	0
Enhancing Retinal Vascular Structure Segmentation in Images With a Novel Design Two-Path Interactive Fusion Module Model	Mar 3, 2024	Retinal Vessel SegmentationSegmentation	CodeCode Available	0
A publicly available vessel segmentation algorithm for SLO images	Nov 29, 2023	Retinal Vessel SegmentationSegmentation	—Unverified	0
FS-Net: Full Scale Network and Adaptive Threshold for Improving Extraction of Micro-Retinal Vessel Structures	Nov 14, 2023	DecoderDiagnostic	—Unverified	0
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation	Oct 24, 2023	DecoderImage Segmentation	CodeCode Available	1
RSF-Conv: Rotation-and-Scale Equivariant Fourier Parameterized Convolution for Retinal Vessel Segmentation	Sep 27, 2023	Retinal Vessel Segmentation	CodeCode Available	0
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
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
AC-Norm: Effective Tuning for Medical Image Analysis via Affine Collaborative Normalization	Jul 28, 2023	Cardiac SegmentationLung Nodule Segmentation	CodeCode Available	0
Resolution-Aware Design of Atrous Rates for Semantic Segmentation Networks	Jul 26, 2023	Retinal Vessel SegmentationSegmentation	—Unverified	0
RVD: A Handheld Device-Based Fundus Video Dataset for Retinal Vessel Segmentation	Jul 13, 2023	Retinal Vessel SegmentationSegmentation	—Unverified	0
VesselMorph: Domain-Generalized Retinal Vessel Segmentation via Shape-Aware Representation	Jul 1, 2023	Retinal Vessel Segmentation	—Unverified	0
Deep Angiogram: Trivializing Retinal Vessel Segmentation	Jul 1, 2023	Retinal Vessel SegmentationSegmentation	—Unverified	0
Synthetic optical coherence tomography angiographs for detailed retinal vessel segmentation without human annotations	Jun 19, 2023	Domain AdaptationRetinal Vessel Segmentation	CodeCode Available	1
Overview of Deep Learning Methods for Retinal Vessel Segmentation	Jun 1, 2023	Deep LearningRetinal Vessel Segmentation	—Unverified	0
Elongated Physiological Structure Segmentation via Spatial and Scale Uncertainty-aware Network	May 30, 2023	Retinal Vessel SegmentationSegmentation	—Unverified	0
SCOPE: Structural Continuity Preservation for Medical Image Segmentation	Apr 28, 2023	AnatomyImage Segmentation	—Unverified	0
Retinal Vessel Segmentation via a Multi-resolution Contextual Network and Adversarial Learning	Apr 25, 2023	Foreground SegmentationRetinal Vessel Segmentation	—Unverified	0
Block Attention and Switchable Normalization Based Deep Learning Framework for Segmentation of Retinal Vessels	Apr 10, 2023	Retinal Vessel SegmentationSegmentation	CodeCode Available	0
Deep Learning Architectures for Diagnosis of Diabetic Retinopathy	Mar 31, 2023	Deep LearningImage Segmentation	CodeCode Available	0
A Trio-Method for Retinal Vessel Segmentation using Image Processing	Sep 19, 2022	Edge DetectionRetinal Vessel Segmentation	—Unverified	0
Retinal Image Restoration and Vessel Segmentation using Modified Cycle-CBAM and CBAM-UNet	Sep 9, 2022	Generative Adversarial NetworkImage Restoration	CodeCode Available	1
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation	Jul 27, 2022	Data AugmentationDeep Reinforcement Learning	CodeCode Available	1
Exploring Generalizable Distillation for Efficient Medical Image Segmentation	Jul 26, 2022	DecoderImage Segmentation	CodeCode Available	0
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

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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