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 101–139 of 139 papers

Title	Date	Tasks	Status	Hype
Patch-based Generative Adversarial Network Towards Retinal Vessel Segmentation	Dec 22, 2019	DiagnosticGenerative Adversarial Network	—Unverified	0
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks	Dec 12, 2019	Image SegmentationRetinal Vessel Segmentation	CodeCode Available	0
HybridNetSeg: A Compact Hybrid Network for Retinal Vessel Segmentation	Nov 22, 2019	Image SegmentationRetinal Vessel Segmentation	—Unverified	0
Retinal Vessel Segmentation based on Fully Convolutional Networks	Nov 22, 2019	Retinal Vessel SegmentationSegmentation	CodeCode Available	1
What Do We Really Need? Degenerating U-Net on Retinal Vessel Segmentation	Nov 6, 2019	Retinal Vessel SegmentationSegmentation	—Unverified	0
Lesson Learnt: Modularization of Deep Networks Allow Cross-Modality Reuse	Nov 5, 2019	DiagnosticRetinal Vessel Segmentation	—Unverified	0
Penalizing small errors using an Adaptive Logarithmic Loss	Oct 22, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
ErrorNet: Learning error representations from limited data to improve vascular segmentation	Oct 10, 2019	Domain AdaptationRetinal Vessel Segmentation	—Unverified	0
A Refined Equilibrium Generative Adversarial Network for Retinal Vessel Segmentation	Sep 26, 2019	Computational EfficiencyGenerative Adversarial Network	—Unverified	0
Automated retinal vessel segmentation based on morphological preprocessing and 2D-Gabor wavelets	Aug 12, 2019	DiagnosticRetinal Vessel Segmentation	—Unverified	0
A Two Stage GAN for High Resolution Retinal Image Generation and Segmentation	Jul 29, 2019	Image GenerationImage-to-Image Translation	—Unverified	0
A Divide-and-Conquer Approach towards Understanding Deep Networks	Jul 14, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Accurate Retinal Vessel Segmentation via Octave Convolution Neural Network	Jun 28, 2019	DecoderRetinal Vessel Segmentation	CodeCode Available	0
A Segmentation-Oriented Inter-Class Transfer Method: Application to Retinal Vessel Segmentation	Jun 20, 2019	ClusteringRetinal Vessel Segmentation	—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
Deep Dilated Convolutional Nets for the Automatic Segmentation of Retinal Vessels	May 28, 2019	DecoderRetinal Vessel Segmentation	—Unverified	0
Dynamic Deep Networks for Retinal Vessel Segmentation	Mar 19, 2019	Retinal Vessel Segmentation	CodeCode Available	0
Connection Sensitive Attention U-NET for Accurate Retinal Vessel Segmentation	Mar 13, 2019	Retinal Vessel SegmentationSegmentation	—Unverified	0
Retinal vessel segmentation based on Fully Convolutional Neural Networks	Dec 18, 2018	Data AugmentationRetinal Vessel Segmentation	CodeCode Available	1
M2U-Net: Effective and Efficient Retinal Vessel Segmentation for Resource-Constrained Environments	Nov 19, 2018	DecoderGPU	—Unverified	0
DUNet: A deformable network for retinal vessel segmentation	Nov 3, 2018	Retinal Vessel SegmentationSegmentation	—Unverified	0
LadderNet: Multi-path networks based on U-Net for medical image segmentation	Oct 17, 2018	DecoderImage Segmentation	CodeCode Available	0
Retinal Vessel Segmentation under Extreme Low Annotation: A Generative Adversarial Network Approach	Sep 5, 2018	DecoderGenerative Adversarial Network	—Unverified	0
Scale Space Approximation in Convolutional Neural Networks for Retinal Vessel Segmentation	Jun 24, 2018	Retinal Vessel Segmentation	—Unverified	0
Deep Vessel Segmentation By Learning Graphical Connectivity	Jun 6, 2018	Retinal Vessel SegmentationSegmentation	CodeCode Available	0
Deep supervision with additional labels for retinal vessel segmentation task	Jun 6, 2018	Retinal Vessel Segmentation	—Unverified	0
Retinal Vessel Segmentation Based on Conditional Deep Convolutional Generative Adversarial Networks	May 11, 2018	Retinal Vessel SegmentationSegmentation	—Unverified	0
BTS-DSN: Deeply Supervised Neural Network with Short Connections for Retinal Vessel Segmentation	Mar 11, 2018	Retinal Vessel SegmentationSegmentation	CodeCode Available	0
Low complexity convolutional neural network for vessel segmentation in portable retinal diagnostic devices	Feb 21, 2018	DiagnosticGeneral Classification	—Unverified	0
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation	Feb 20, 2018	image-classificationImage Classification	CodeCode Available	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
Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks	Jun 28, 2017	Retinal Vessel SegmentationSegmentation	CodeCode Available	0
A Fully Convolutional Neural Network based Structured Prediction Approach Towards the Retinal Vessel Segmentation	Nov 7, 2016	Retinal Vessel SegmentationSegmentation	—Unverified	0
Deep Neural Ensemble for Retinal Vessel Segmentation in Fundus Images towards Achieving Label-free Angiography	Sep 19, 2016	DiversityMedical Image Analysis	—Unverified	0
Retinal Vessel Segmentation Using A New Topological Method	Aug 3, 2016	Retinal Vessel SegmentationSegmentation	—Unverified	0
DASA: Domain Adaptation in Stacked Autoencoders using Systematic Dropout	Mar 19, 2016	Domain AdaptationRetinal Vessel Segmentation	—Unverified	0
U-Net: Convolutional Networks for Biomedical Image Segmentation	May 18, 2015	Cell SegmentationCell Tracking	CodeCode Available	3
Ant Colony based Feature Selection Heuristics for Retinal Vessel Segmentation	Mar 7, 2014	feature selectionGeneral 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

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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