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 51–100 of 139 papers

Title	Date	Tasks	Status	Score
LadderNet: Multi-path networks based on U-Net for medical image segmentation	Oct 17, 2018	DecoderImage Segmentation	CodeCode Available	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	5
Novel Extraction of Discriminative Fine-Grained Feature to Improve Retinal Vessel Segmentation	May 6, 2025	Kolmogorov-Arnold NetworksRetinal Vessel Segmentation	CodeCode Available	5
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation	Feb 20, 2018	image-classificationImage Classification	CodeCode Available	5
Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks	Jun 28, 2017	Retinal Vessel SegmentationSegmentation	CodeCode Available	5
Exploring Generalizable Distillation for Efficient Medical Image Segmentation	Jul 26, 2022	DecoderImage Segmentation	CodeCode Available	5
Robust Retinal Vessel Segmentation from a Data Augmentation Perspective	Jul 31, 2020	Data AugmentationRetinal Vessel Segmentation	CodeCode Available	5
Student Becomes Decathlon Master in Retinal Vessel Segmentation via Dual-teacher Multi-target Domain Adaptation	Mar 7, 2022	Domain AdaptationDomain Generalization	CodeCode Available	5
The Unreasonable Effectiveness of Encoder-Decoder Networks for Retinal Vessel Segmentation	Nov 25, 2020	DecoderRetinal Vessel Segmentation	CodeCode Available	5
FS-Net: Full Scale Network and Adaptive Threshold for Improving Extraction of Micro-Retinal Vessel Structures	Nov 14, 2023	DecoderDiagnostic	—Unverified	0
Deep learning-based retinal vessel segmentation with cross-modal evaluation	Jan 25, 2020	Deep LearningRetinal Vessel Segmentation	—Unverified	0
Deep Dilated Convolutional Nets for the Automatic Segmentation of Retinal Vessels	May 28, 2019	DecoderRetinal Vessel Segmentation	—Unverified	0
Deep Angiogram: Trivializing Retinal Vessel Segmentation	Jul 1, 2023	Retinal Vessel SegmentationSegmentation	—Unverified	0
Genetic U-Net: Automatically Designed Deep Networks for Retinal Vessel Segmentation Using a Genetic Algorithm	Oct 29, 2020	DecoderRetinal Vessel Segmentation	—Unverified	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
HybridNetSeg: A Compact Hybrid Network for Retinal Vessel Segmentation	Nov 22, 2019	Image SegmentationRetinal Vessel Segmentation	—Unverified	0
_1DecNet+: A new architecture framework by _1 decomposition and iteration unfolding for sparse feature segmentation	Mar 5, 2022	Compressive SensingImage Segmentation	—Unverified	0
A publicly available vessel segmentation algorithm for SLO images	Nov 29, 2023	Retinal Vessel SegmentationSegmentation	—Unverified	0
Image Magnification Network for Vessel Segmentation in OCTA Images	Oct 26, 2021	DecoderRetinal Vessel Segmentation	—Unverified	0
Impact of loss function in Deep Learning methods for accurate retinal vessel segmentation	Jun 1, 2022	Retinal Vessel Segmentation	—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
KLDD: Kalman Filter based Linear Deformable Diffusion Model in Retinal Image Segmentation	Sep 19, 2024	Image SegmentationRetinal Vessel Segmentation	—Unverified	0
Ant Colony based Feature Selection Heuristics for Retinal Vessel Segmentation	Mar 7, 2014	feature selectionGeneral Classification	—Unverified	0
DASA: Domain Adaptation in Stacked Autoencoders using Systematic Dropout	Mar 19, 2016	Domain AdaptationRetinal Vessel Segmentation	—Unverified	0
Lesson Learnt: Modularization of Deep Networks Allow Cross-Modality Reuse	Nov 5, 2019	DiagnosticRetinal Vessel Segmentation	—Unverified	0
LIFE: A Generalizable Autodidactic Pipeline for 3D OCT-A Vessel Segmentation	Jul 9, 2021	Retinal Vessel SegmentationSegmentation	—Unverified	0
Low complexity convolutional neural network for vessel segmentation in portable retinal diagnostic devices	Feb 21, 2018	DiagnosticGeneral Classification	—Unverified	0
A Novel Retinal Vessel Segmentation Based On Histogram Transformation Using 2-D Morlet Wavelet and Supervised Classification	Dec 29, 2013	General ClassificationRetinal Vessel Segmentation	—Unverified	0
M2U-Net: Effective and Efficient Retinal Vessel Segmentation for Resource-Constrained Environments	Nov 19, 2018	DecoderGPU	—Unverified	0
MDFI-Net: Multiscale Differential Feature Interaction Network for Accurate Retinal Vessel Segmentation	Oct 20, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
(M)SLAe-Net: Multi-Scale Multi-Level Attention embedded Network for Retinal Vessel Segmentation	Sep 5, 2021	Retinal Vessel SegmentationSegmentation	—Unverified	0
Multi-Task Neural Networks with Spatial Activation for Retinal Vessel Segmentation and Artery/Vein Classification	Jul 18, 2020	ClassificationGeneral Classification	—Unverified	0
Universal Vessel Segmentation for Multi-Modality Retinal Images	Feb 10, 2025	Retinal Vessel SegmentationSegmentation	—Unverified	0
NuI-Go: Recursive Non-Local Encoder-Decoder Network for Retinal Image Non-Uniform Illumination Removal	Aug 7, 2020	DecoderRetinal Vessel Segmentation	—Unverified	0
Objective-Dependent Uncertainty Driven Retinal Vessel Segmentation	Apr 17, 2021	DecoderRetinal Vessel Segmentation	—Unverified	0
DA-Net: A Disentangled and Adaptive Network for Multi-Source Cross-Lingual Transfer Learning	Mar 7, 2024	Cross-Lingual TransferDisentanglement	—Unverified	0
Orientation and Context Entangled Network for Retinal Vessel Segmentation	Jul 23, 2022	Retinal Vessel Segmentation	—Unverified	0
Overview of Deep Learning Methods for Retinal Vessel Segmentation	Jun 1, 2023	Deep LearningRetinal Vessel Segmentation	—Unverified	0
PAENet: A Progressive Attention-Enhanced Network for 3D to 2D Retinal Vessel Segmentation	Aug 26, 2021	Retinal Vessel SegmentationSegmentation	—Unverified	0
Parametric Scaling of Preprocessing assisted U-net Architecture for Improvised Retinal Vessel Segmentation	Mar 18, 2022	Image EnhancementMedical Image Analysis	—Unverified	0
Particle Swarm Optimization for Great Enhancement in Semi-Supervised Retinal Vessel Segmentation with Generative Adversarial Networks	Jun 17, 2019	Retinal Vessel Segmentation	—Unverified	0
Patch-based Generative Adversarial Network Towards Retinal Vessel Segmentation	Dec 22, 2019	DiagnosticGenerative Adversarial Network	—Unverified	0
Penalizing small errors using an Adaptive Logarithmic Loss	Oct 22, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Convolutional Prompting for Broad-Domain Retinal Vessel Segmentation	Dec 24, 2024	Retinal Vessel SegmentationSegmentation	—Unverified	0
PixelBNN: Augmenting the PixelCNN with batch normalization and the presentation of a fast architecture for retinal vessel segmentation	Dec 19, 2017	Image RegistrationRetinal Vessel Segmentation	—Unverified	0
Pyramid U-Net for Retinal Vessel Segmentation	Apr 6, 2021	DecoderRetinal Vessel Segmentation	—Unverified	0
RC-Net: A Convolutional Neural Network for Retinal Vessel Segmentation	Dec 21, 2021	Retinal Vessel SegmentationSegmentation	—Unverified	0
A Fully Convolutional Neural Network based Structured Prediction Approach Towards the Retinal Vessel Segmentation	Nov 7, 2016	Retinal Vessel SegmentationSegmentation	—Unverified	0
Region Guided Attention Network for Retinal Vessel Segmentation	Jul 22, 2024	DecoderRetinal Vessel Segmentation	—Unverified	0
Contextual Information Enhanced Convolutional Neural Networks for Retinal Vessel Segmentation in Color Fundus Images	Mar 25, 2021	DecoderImage 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