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 101–139 of 139 papers

Title	Date	Tasks	Status
Resolution-Aware Design of Atrous Rates for Semantic Segmentation Networks	Jul 26, 2023	Retinal Vessel SegmentationSegmentation	—Unverified
Connection Sensitive Attention U-NET for Accurate Retinal Vessel Segmentation	Mar 13, 2019	Retinal Vessel SegmentationSegmentation	—Unverified
Retinal Vessel Segmentation Based on Conditional Deep Convolutional Generative Adversarial Networks	May 11, 2018	Retinal Vessel SegmentationSegmentation	—Unverified
Boosting Connectivity in Retinal Vessel Segmentation via a Recursive Semantics-Guided Network	Apr 24, 2020	Retinal Vessel SegmentationSegmentation	—Unverified
Blindness (Diabetic Retinopathy) Severity Scale Detection	Oct 4, 2021	Retinal Vessel Segmentation	—Unverified
Retinal vessel segmentation by probing adaptive to lighting variations	Apr 29, 2020	Retinal Vessel Segmentation	—Unverified
Unsupervised Domain Adaptation for Retinal Vessel Segmentation with Adversarial Learning and Transfer Normalization	Aug 4, 2021	Domain AdaptationRetinal Vessel Segmentation	—Unverified
Retinal Vessel Segmentation under Extreme Low Annotation: A Generative Adversarial Network Approach	Sep 5, 2018	DecoderGenerative Adversarial Network	—Unverified
Retinal Vessel Segmentation Using A New Topological Method	Aug 3, 2016	Retinal Vessel SegmentationSegmentation	—Unverified
Retinal Vessel Segmentation via a Multi-resolution Contextual Network and Adversarial Learning	Apr 25, 2023	Foreground SegmentationRetinal Vessel Segmentation	—Unverified
Retinal Vessel Segmentation via Neuron Programming	Nov 17, 2024	DiversityMedical Image Analysis	—Unverified
Retinal Vessel Segmentation with Deep Graph and Capsule Reasoning	Sep 17, 2024	Graph AttentionImage Segmentation	—Unverified
Automated retinal vessel segmentation based on morphological preprocessing and 2D-Gabor wavelets	Aug 12, 2019	DiagnosticRetinal Vessel Segmentation	—Unverified
A Divide-and-Conquer Approach towards Understanding Deep Networks	Jul 14, 2019	Image SegmentationMedical Image Segmentation	—Unverified
VesselMorph: Domain-Generalized Retinal Vessel Segmentation via Shape-Aware Representation	Jul 1, 2023	Retinal Vessel Segmentation	—Unverified
A Two-Stream Meticulous Processing Network for Retinal Vessel Segmentation	Jan 15, 2020	DiagnosticRetinal Vessel Segmentation	—Unverified
RVD: A Handheld Device-Based Fundus Video Dataset for Retinal Vessel Segmentation	Jul 13, 2023	Retinal Vessel SegmentationSegmentation	—Unverified
A Two Stage GAN for High Resolution Retinal Image Generation and Segmentation	Jul 29, 2019	Image GenerationImage-to-Image Translation	—Unverified
Attention W-Net: Improved Skip Connections for better Representations	Oct 17, 2021	DecoderImage Augmentation	—Unverified
Scale Space Approximation in Convolutional Neural Networks for Retinal Vessel Segmentation	Jun 24, 2018	Retinal Vessel Segmentation	—Unverified
SCOPE: Structural Continuity Preservation for Medical Image Segmentation	Apr 28, 2023	AnatomyImage Segmentation	—Unverified
A Trio-Method for Retinal Vessel Segmentation using Image Processing	Sep 19, 2022	Edge DetectionRetinal Vessel Segmentation	—Unverified
Deep supervision with additional labels for retinal vessel segmentation task	Jun 6, 2018	Retinal Vessel Segmentation	—Unverified
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation	Jan 7, 2025	Domain GeneralizationImage Segmentation	—Unverified
Domain generalization for retinal vessel segmentation via Hessian-based vector field	May 31, 2024	Data AugmentationDomain Generalization	—Unverified
Deep Neural Ensemble for Retinal Vessel Segmentation in Fundus Images towards Achieving Label-free Angiography	Sep 19, 2016	DiversityMedical Image Analysis	—Unverified
Serp-Mamba: Advancing High-Resolution Retinal Vessel Segmentation with Selective State-Space Model	Sep 6, 2024	MambaRetinal Vessel Segmentation	—Unverified
DUNet: A deformable network for retinal vessel segmentation	Nov 3, 2018	Retinal Vessel SegmentationSegmentation	—Unverified
SPNet: A novel deep neural network for retinal vessel segmentation based on shared decoder and pyramid-like loss	Feb 19, 2022	DecoderRetinal Vessel Segmentation	—Unverified
What Do We Really Need? Degenerating U-Net on Retinal Vessel Segmentation	Nov 6, 2019	Retinal Vessel SegmentationSegmentation	—Unverified
Elongated Physiological Structure Segmentation via Spatial and Scale Uncertainty-aware Network	May 30, 2023	Retinal Vessel SegmentationSegmentation	—Unverified
Evolutionary Neural Architecture Search for Retinal Vessel Segmentation	Jan 18, 2020	DecoderNeural Architecture Search	—Unverified
A Refined Equilibrium Generative Adversarial Network for Retinal Vessel Segmentation	Sep 26, 2019	Computational EfficiencyGenerative Adversarial Network	—Unverified
Enhancing Retinal Vessel Segmentation Generalization via Layout-Aware Generative Modelling	Mar 3, 2025	DiversityImage Generation	—Unverified
ErrorNet: Learning error representations from limited data to improve vascular segmentation	Oct 10, 2019	Domain AdaptationRetinal Vessel Segmentation	—Unverified
Deep Learning for Ophthalmology: The State-of-the-Art and Future Trends	Jan 7, 2025	DiagnosticDiversity	—Unverified
Extreme Consistency: Overcoming Annotation Scarcity and Domain Shifts	Apr 15, 2020	Medical Image AnalysisRetinal Vessel Segmentation	—Unverified
A Segmentation-Oriented Inter-Class Transfer Method: Application to Retinal Vessel Segmentation	Jun 20, 2019	ClusteringRetinal Vessel Segmentation	—Unverified
WMKA-Net: A Weighted Multi-Kernel Attention NetworkMethod for Retinal Vessel Segmentation	Apr 21, 2025	Retinal Vessel SegmentationSegmentation	—Unverified

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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