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 51–75 of 139 papers

Title	Date	Tasks	Status	Hype
Orientation and Context Entangled Network for Retinal Vessel Segmentation	Jul 23, 2022	Retinal Vessel Segmentation	—Unverified	0
Physiology-based simulation of the retinal vasculature enables annotation-free segmentation of OCT angiographs	Jul 22, 2022	BenchmarkingRetinal Vessel Segmentation	CodeCode Available	1
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
Full-Resolution Network and Dual-Threshold Iteration for Retinal Vessel and Coronary Angiograph Segmentation	Jul 5, 2022	Retinal Vessel SegmentationSegmentation	CodeCode Available	1
Impact of loss function in Deep Learning methods for accurate retinal vessel segmentation	Jun 1, 2022	Retinal Vessel Segmentation	—Unverified	0
Parametric Scaling of Preprocessing assisted U-net Architecture for Improvised Retinal Vessel Segmentation	Mar 18, 2022	Image EnhancementMedical Image Analysis	—Unverified	0
Student Becomes Decathlon Master in Retinal Vessel Segmentation via Dual-teacher Multi-target Domain Adaptation	Mar 7, 2022	Domain AdaptationDomain Generalization	CodeCode Available	0
_1DecNet+: A new architecture framework by _1 decomposition and iteration unfolding for sparse feature segmentation	Mar 5, 2022	Compressive SensingImage Segmentation	—Unverified	0
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	0
Retinal Vessel Segmentation with Pixel-wise Adaptive Filters	Feb 3, 2022	Retinal Vessel SegmentationSegmentation	CodeCode Available	1
An Active Contour Model Using Matched Filter and Hessian Matrix for Retinal Vessels Segmentation	Jan 27, 2022	DiagnosticImage Segmentation	CodeCode Available	1
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
RC-Net: A Convolutional Neural Network for Retinal Vessel Segmentation	Dec 21, 2021	Retinal Vessel SegmentationSegmentation	—Unverified	0
DR-VNet: Retinal Vessel Segmentation via Dense Residual UNet	Nov 8, 2021	Retinal Vessel SegmentationSegmentation	CodeCode Available	1
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
Image Magnification Network for Vessel Segmentation in OCTA Images	Oct 26, 2021	DecoderRetinal Vessel Segmentation	—Unverified	0
Attention W-Net: Improved Skip Connections for better Representations	Oct 17, 2021	DecoderImage Augmentation	—Unverified	0
Blindness (Diabetic Retinopathy) Severity Scale Detection	Oct 4, 2021	Retinal Vessel 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
PAENet: A Progressive Attention-Enhanced Network for 3D to 2D Retinal Vessel Segmentation	Aug 26, 2021	Retinal Vessel SegmentationSegmentation	—Unverified	0
Unsupervised Domain Adaptation for Retinal Vessel Segmentation with Adversarial Learning and Transfer Normalization	Aug 4, 2021	Domain AdaptationRetinal Vessel Segmentation	—Unverified	0
LIFE: A Generalizable Autodidactic Pipeline for 3D OCT-A Vessel Segmentation	Jul 9, 2021	Retinal Vessel SegmentationSegmentation	—Unverified	0
EAR-NET: Error Attention Refining Network For Retinal Vessel Segmentation	Jul 3, 2021	Retinal Vessel SegmentationSegmentation	CodeCode Available	0
Exploring The Limits Of Data Augmentation For Retinal Vessel Segmentation	May 19, 2021	Data AugmentationRetinal Vessel Segmentation	CodeCode Available	1
Learning to Address Intra-segment Misclassification in Retinal Imaging	Apr 25, 2021	Retinal Vessel SegmentationSegmentation	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