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
Region Guided Attention Network for Retinal Vessel Segmentation	Jul 22, 2024	DecoderRetinal Vessel Segmentation	—Unverified
Conformal Performance Range Prediction for Segmentation Output Quality Control	Jul 18, 2024	Conformal PredictionPrediction	CodeCode Available
Domain generalization for retinal vessel segmentation via Hessian-based vector field	May 31, 2024	Data AugmentationDomain Generalization	—Unverified
Image-level Regression for Uncertainty-aware Retinal Image Segmentation	May 27, 2024	Image Segmentationregression	CodeCode Available
DA-Net: A Disentangled and Adaptive Network for Multi-Source Cross-Lingual Transfer Learning	Mar 7, 2024	Cross-Lingual TransferDisentanglement	—Unverified
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
A publicly available vessel segmentation algorithm for SLO images	Nov 29, 2023	Retinal Vessel SegmentationSegmentation	—Unverified
FS-Net: Full Scale Network and Adaptive Threshold for Improving Extraction of Micro-Retinal Vessel Structures	Nov 14, 2023	DecoderDiagnostic	—Unverified
RSF-Conv: Rotation-and-Scale Equivariant Fourier Parameterized Convolution for Retinal Vessel Segmentation	Sep 27, 2023	Retinal Vessel Segmentation	CodeCode Available
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
AC-Norm: Effective Tuning for Medical Image Analysis via Affine Collaborative Normalization	Jul 28, 2023	Cardiac SegmentationLung Nodule Segmentation	CodeCode Available
Resolution-Aware Design of Atrous Rates for Semantic Segmentation Networks	Jul 26, 2023	Retinal Vessel SegmentationSegmentation	—Unverified
RVD: A Handheld Device-Based Fundus Video Dataset for Retinal Vessel Segmentation	Jul 13, 2023	Retinal Vessel SegmentationSegmentation	—Unverified
VesselMorph: Domain-Generalized Retinal Vessel Segmentation via Shape-Aware Representation	Jul 1, 2023	Retinal Vessel Segmentation	—Unverified
Deep Angiogram: Trivializing Retinal Vessel Segmentation	Jul 1, 2023	Retinal Vessel SegmentationSegmentation	—Unverified
Overview of Deep Learning Methods for Retinal Vessel Segmentation	Jun 1, 2023	Deep LearningRetinal Vessel Segmentation	—Unverified
Elongated Physiological Structure Segmentation via Spatial and Scale Uncertainty-aware Network	May 30, 2023	Retinal Vessel SegmentationSegmentation	—Unverified
SCOPE: Structural Continuity Preservation for Medical Image Segmentation	Apr 28, 2023	AnatomyImage Segmentation	—Unverified
Retinal Vessel Segmentation via a Multi-resolution Contextual Network and Adversarial Learning	Apr 25, 2023	Foreground SegmentationRetinal Vessel Segmentation	—Unverified
Block Attention and Switchable Normalization Based Deep Learning Framework for Segmentation of Retinal Vessels	Apr 10, 2023	Retinal Vessel SegmentationSegmentation	CodeCode Available
Deep Learning Architectures for Diagnosis of Diabetic Retinopathy	Mar 31, 2023	Deep LearningImage Segmentation	CodeCode Available
A Trio-Method for Retinal Vessel Segmentation using Image Processing	Sep 19, 2022	Edge DetectionRetinal Vessel Segmentation	—Unverified
Exploring Generalizable Distillation for Efficient Medical Image Segmentation	Jul 26, 2022	DecoderImage Segmentation	CodeCode Available
Orientation and Context Entangled Network for Retinal Vessel Segmentation	Jul 23, 2022	Retinal Vessel Segmentation	—Unverified
Impact of loss function in Deep Learning methods for accurate retinal vessel segmentation	Jun 1, 2022	Retinal Vessel Segmentation	—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