Retinal Vessel Segmentation

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

( Image credit: LadderNet )

Papers

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Showing 101–139 of 139 papers

Title	Date	Tasks	Status
Unsupervised Domain Adaptation for Retinal Vessel Segmentation with Adversarial Learning and Transfer Normalization	Aug 4, 2021	Domain AdaptationRetinal Vessel Segmentation	—Unverified
VesselMorph: Domain-Generalized Retinal Vessel Segmentation via Shape-Aware Representation	Jul 1, 2023	Retinal Vessel Segmentation	—Unverified
What Do We Really Need? Degenerating U-Net on Retinal Vessel Segmentation	Nov 6, 2019	Retinal Vessel SegmentationSegmentation	—Unverified
WMKA-Net: A Weighted Multi-Kernel Attention NetworkMethod for Retinal Vessel Segmentation	Apr 21, 2025	Retinal Vessel SegmentationSegmentation	—Unverified
M2U-Net: Effective and Efficient Retinal Vessel Segmentation for Resource-Constrained Environments	Nov 19, 2018	DecoderGPU	—Unverified
MDFI-Net: Multiscale Differential Feature Interaction Network for Accurate Retinal Vessel Segmentation	Oct 20, 2024	Image SegmentationMedical Image Segmentation	—Unverified
(M)SLAe-Net: Multi-Scale Multi-Level Attention embedded Network for Retinal Vessel Segmentation	Sep 5, 2021	Retinal Vessel SegmentationSegmentation	—Unverified
Multi-Task Neural Networks with Spatial Activation for Retinal Vessel Segmentation and Artery/Vein Classification	Jul 18, 2020	ClassificationGeneral Classification	—Unverified
NuI-Go: Recursive Non-Local Encoder-Decoder Network for Retinal Image Non-Uniform Illumination Removal	Aug 7, 2020	DecoderRetinal Vessel Segmentation	—Unverified
Objective-Dependent Uncertainty Driven Retinal Vessel Segmentation	Apr 17, 2021	DecoderRetinal Vessel Segmentation	—Unverified
Overview of Deep Learning Methods for Retinal Vessel Segmentation	Jun 1, 2023	Deep LearningRetinal Vessel Segmentation	—Unverified
PAENet: A Progressive Attention-Enhanced Network for 3D to 2D Retinal Vessel Segmentation	Aug 26, 2021	Retinal Vessel SegmentationSegmentation	—Unverified
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
EAR-NET: Error Attention Refining Network For Retinal Vessel Segmentation	Jul 3, 2021	Retinal Vessel SegmentationSegmentation	CodeCode Available
AdaptDiff: Cross-Modality Domain Adaptation via Weak Conditional Semantic Diffusion for Retinal Vessel Segmentation	Oct 6, 2024	Domain AdaptationImage Segmentation	CodeCode Available
Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks	Jun 28, 2017	Retinal Vessel SegmentationSegmentation	CodeCode Available
Accurate Retinal Vessel Segmentation via Octave Convolution Neural Network	Jun 28, 2019	DecoderRetinal Vessel Segmentation	CodeCode Available
Novel Extraction of Discriminative Fine-Grained Feature to Improve Retinal Vessel Segmentation	May 6, 2025	Kolmogorov-Arnold NetworksRetinal Vessel Segmentation	CodeCode Available
Student Becomes Decathlon Master in Retinal Vessel Segmentation via Dual-teacher Multi-target Domain Adaptation	Mar 7, 2022	Domain AdaptationDomain Generalization	CodeCode Available
Conformal Performance Range Prediction for Segmentation Output Quality Control	Jul 18, 2024	Conformal PredictionPrediction	CodeCode Available
LadderNet: Multi-path networks based on U-Net for medical image segmentation	Oct 17, 2018	DecoderImage Segmentation	CodeCode Available
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks	Dec 12, 2019	Image SegmentationRetinal Vessel Segmentation	CodeCode Available
Block Attention and Switchable Normalization Based Deep Learning Framework for Segmentation of Retinal Vessels	Apr 10, 2023	Retinal Vessel SegmentationSegmentation	CodeCode Available
The Unreasonable Effectiveness of Encoder-Decoder Networks for Retinal Vessel Segmentation	Nov 25, 2020	DecoderRetinal Vessel Segmentation	CodeCode Available
Dynamic Deep Networks for Retinal Vessel Segmentation	Mar 19, 2019	Retinal Vessel Segmentation	CodeCode Available
Exploring Generalizable Distillation for Efficient Medical Image Segmentation	Jul 26, 2022	DecoderImage Segmentation	CodeCode Available
Robust Retinal Vessel Segmentation from a Data Augmentation Perspective	Jul 31, 2020	Data AugmentationRetinal Vessel Segmentation	CodeCode Available
Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation	Jun 2, 2025	Data AugmentationRetinal Vessel Segmentation	CodeCode Available
Image-level Regression for Uncertainty-aware Retinal Image Segmentation	May 27, 2024	Image Segmentationregression	CodeCode Available
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
Deep Vessel Segmentation By Learning Graphical Connectivity	Jun 6, 2018	Retinal Vessel SegmentationSegmentation	CodeCode Available
BTS-DSN: Deeply Supervised Neural Network with Short Connections for Retinal Vessel Segmentation	Mar 11, 2018	Retinal Vessel SegmentationSegmentation	CodeCode Available
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation	Feb 20, 2018	image-classificationImage Classification	CodeCode Available
AC-Norm: Effective Tuning for Medical Image Analysis via Affine Collaborative Normalization	Jul 28, 2023	Cardiac SegmentationLung Nodule Segmentation	CodeCode Available
RSF-Conv: Rotation-and-Scale Equivariant Fourier Parameterized Convolution for Retinal Vessel Segmentation	Sep 27, 2023	Retinal Vessel Segmentation	CodeCode Available
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
Pediatric Wrist Fracture Detection Using Feature Context Excitation Modules in X-ray Images	Oct 1, 2024	2D Object DetectionFracture detection	CodeCode Available
Deep Learning Architectures for Diagnosis of Diabetic Retinopathy	Mar 31, 2023	Deep LearningImage Segmentation	CodeCode Available
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

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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