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 26–50 of 139 papers

Title	Date	Tasks	Status	Hype
DA-Net: A Disentangled and Adaptive Network for Multi-Source Cross-Lingual Transfer Learning	Mar 7, 2024	Cross-Lingual TransferDisentanglement	—Unverified	0
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	0
A publicly available vessel segmentation algorithm for SLO images	Nov 29, 2023	Retinal Vessel SegmentationSegmentation	—Unverified	0
FS-Net: Full Scale Network and Adaptive Threshold for Improving Extraction of Micro-Retinal Vessel Structures	Nov 14, 2023	DecoderDiagnostic	—Unverified	0
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation	Oct 24, 2023	DecoderImage Segmentation	CodeCode Available	1
RSF-Conv: Rotation-and-Scale Equivariant Fourier Parameterized Convolution for Retinal Vessel Segmentation	Sep 27, 2023	Retinal Vessel Segmentation	CodeCode Available	0
An Accurate and Efficient Neural Network for OCTA Vessel Segmentation and a New Dataset	Sep 18, 2023	Efficient Neural NetworkRetinal Vessel Segmentation	CodeCode Available	1
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	0
AC-Norm: Effective Tuning for Medical Image Analysis via Affine Collaborative Normalization	Jul 28, 2023	Cardiac SegmentationLung Nodule Segmentation	CodeCode Available	0
Resolution-Aware Design of Atrous Rates for Semantic Segmentation Networks	Jul 26, 2023	Retinal Vessel SegmentationSegmentation	—Unverified	0
RVD: A Handheld Device-Based Fundus Video Dataset for Retinal Vessel Segmentation	Jul 13, 2023	Retinal Vessel SegmentationSegmentation	—Unverified	0
VesselMorph: Domain-Generalized Retinal Vessel Segmentation via Shape-Aware Representation	Jul 1, 2023	Retinal Vessel Segmentation	—Unverified	0
Deep Angiogram: Trivializing Retinal Vessel Segmentation	Jul 1, 2023	Retinal Vessel SegmentationSegmentation	—Unverified	0
Synthetic optical coherence tomography angiographs for detailed retinal vessel segmentation without human annotations	Jun 19, 2023	Domain AdaptationRetinal Vessel Segmentation	CodeCode Available	1
Overview of Deep Learning Methods for Retinal Vessel Segmentation	Jun 1, 2023	Deep LearningRetinal Vessel Segmentation	—Unverified	0
Elongated Physiological Structure Segmentation via Spatial and Scale Uncertainty-aware Network	May 30, 2023	Retinal Vessel SegmentationSegmentation	—Unverified	0
SCOPE: Structural Continuity Preservation for Medical Image Segmentation	Apr 28, 2023	AnatomyImage Segmentation	—Unverified	0
Retinal Vessel Segmentation via a Multi-resolution Contextual Network and Adversarial Learning	Apr 25, 2023	Foreground SegmentationRetinal Vessel Segmentation	—Unverified	0
Block Attention and Switchable Normalization Based Deep Learning Framework for Segmentation of Retinal Vessels	Apr 10, 2023	Retinal Vessel SegmentationSegmentation	CodeCode Available	0
Deep Learning Architectures for Diagnosis of Diabetic Retinopathy	Mar 31, 2023	Deep LearningImage Segmentation	CodeCode Available	0
A Trio-Method for Retinal Vessel Segmentation using Image Processing	Sep 19, 2022	Edge DetectionRetinal Vessel Segmentation	—Unverified	0
Retinal Image Restoration and Vessel Segmentation using Modified Cycle-CBAM and CBAM-UNet	Sep 9, 2022	Generative Adversarial NetworkImage Restoration	CodeCode Available	1
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation	Jul 27, 2022	Data AugmentationDeep Reinforcement Learning	CodeCode Available	1
Exploring Generalizable Distillation for Efficient Medical Image Segmentation	Jul 26, 2022	DecoderImage Segmentation	CodeCode Available	0
OCTAve: 2D en face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning with Locality Augmentation	Jul 25, 2022	Image SegmentationMedical Image Segmentation	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