Retinal Vessel Segmentation

Retinal vessel segmentation is the task of segmenting vessels in retina imagery.

( Image credit: LadderNet )

Papers

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Showing 101–139 of 139 papers

Title	Date	Tasks	Status
Deep learning-based retinal vessel segmentation with cross-modal evaluation	Jan 25, 2020	Deep LearningRetinal Vessel Segmentation	—Unverified
Evolutionary Neural Architecture Search for Retinal Vessel Segmentation	Jan 18, 2020	DecoderNeural Architecture Search	—Unverified
A Two-Stream Meticulous Processing Network for Retinal Vessel Segmentation	Jan 15, 2020	DiagnosticRetinal Vessel Segmentation	—Unverified
Patch-based Generative Adversarial Network Towards Retinal Vessel Segmentation	Dec 22, 2019	DiagnosticGenerative Adversarial Network	—Unverified
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks	Dec 12, 2019	Image SegmentationRetinal Vessel Segmentation	CodeCode Available
HybridNetSeg: A Compact Hybrid Network for Retinal Vessel Segmentation	Nov 22, 2019	Image SegmentationRetinal Vessel Segmentation	—Unverified
What Do We Really Need? Degenerating U-Net on Retinal Vessel Segmentation	Nov 6, 2019	Retinal Vessel SegmentationSegmentation	—Unverified
Lesson Learnt: Modularization of Deep Networks Allow Cross-Modality Reuse	Nov 5, 2019	DiagnosticRetinal Vessel Segmentation	—Unverified
Penalizing small errors using an Adaptive Logarithmic Loss	Oct 22, 2019	Image SegmentationMedical Image Segmentation	—Unverified
ErrorNet: Learning error representations from limited data to improve vascular segmentation	Oct 10, 2019	Domain AdaptationRetinal Vessel Segmentation	—Unverified
A Refined Equilibrium Generative Adversarial Network for Retinal Vessel Segmentation	Sep 26, 2019	Computational EfficiencyGenerative Adversarial Network	—Unverified
Automated retinal vessel segmentation based on morphological preprocessing and 2D-Gabor wavelets	Aug 12, 2019	DiagnosticRetinal Vessel Segmentation	—Unverified
A Two Stage GAN for High Resolution Retinal Image Generation and Segmentation	Jul 29, 2019	Image GenerationImage-to-Image Translation	—Unverified
A Divide-and-Conquer Approach towards Understanding Deep Networks	Jul 14, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Accurate Retinal Vessel Segmentation via Octave Convolution Neural Network	Jun 28, 2019	DecoderRetinal Vessel Segmentation	CodeCode Available
A Segmentation-Oriented Inter-Class Transfer Method: Application to Retinal Vessel Segmentation	Jun 20, 2019	ClusteringRetinal Vessel Segmentation	—Unverified
Particle Swarm Optimization for Great Enhancement in Semi-Supervised Retinal Vessel Segmentation with Generative Adversarial Networks	Jun 17, 2019	Retinal Vessel Segmentation	—Unverified
Deep Dilated Convolutional Nets for the Automatic Segmentation of Retinal Vessels	May 28, 2019	DecoderRetinal Vessel Segmentation	—Unverified
Dynamic Deep Networks for Retinal Vessel Segmentation	Mar 19, 2019	Retinal Vessel Segmentation	CodeCode Available
Connection Sensitive Attention U-NET for Accurate Retinal Vessel Segmentation	Mar 13, 2019	Retinal Vessel SegmentationSegmentation	—Unverified
M2U-Net: Effective and Efficient Retinal Vessel Segmentation for Resource-Constrained Environments	Nov 19, 2018	DecoderGPU	—Unverified
DUNet: A deformable network for retinal vessel segmentation	Nov 3, 2018	Retinal Vessel SegmentationSegmentation	—Unverified
LadderNet: Multi-path networks based on U-Net for medical image segmentation	Oct 17, 2018	DecoderImage Segmentation	CodeCode Available
Retinal Vessel Segmentation under Extreme Low Annotation: A Generative Adversarial Network Approach	Sep 5, 2018	DecoderGenerative Adversarial Network	—Unverified
Scale Space Approximation in Convolutional Neural Networks for Retinal Vessel Segmentation	Jun 24, 2018	Retinal Vessel Segmentation	—Unverified
Deep supervision with additional labels for retinal vessel segmentation task	Jun 6, 2018	Retinal Vessel Segmentation	—Unverified
Deep Vessel Segmentation By Learning Graphical Connectivity	Jun 6, 2018	Retinal Vessel SegmentationSegmentation	CodeCode Available
Retinal Vessel Segmentation Based on Conditional Deep Convolutional Generative Adversarial Networks	May 11, 2018	Retinal Vessel SegmentationSegmentation	—Unverified
BTS-DSN: Deeply Supervised Neural Network with Short Connections for Retinal Vessel Segmentation	Mar 11, 2018	Retinal Vessel SegmentationSegmentation	CodeCode Available
Low complexity convolutional neural network for vessel segmentation in portable retinal diagnostic devices	Feb 21, 2018	DiagnosticGeneral Classification	—Unverified
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation	Feb 20, 2018	image-classificationImage Classification	CodeCode Available
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
Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks	Jun 28, 2017	Retinal Vessel SegmentationSegmentation	CodeCode Available
A Fully Convolutional Neural Network based Structured Prediction Approach Towards the Retinal Vessel Segmentation	Nov 7, 2016	Retinal Vessel SegmentationSegmentation	—Unverified
Deep Neural Ensemble for Retinal Vessel Segmentation in Fundus Images towards Achieving Label-free Angiography	Sep 19, 2016	DiversityMedical Image Analysis	—Unverified
Retinal Vessel Segmentation Using A New Topological Method	Aug 3, 2016	Retinal Vessel SegmentationSegmentation	—Unverified
DASA: Domain Adaptation in Stacked Autoencoders using Systematic Dropout	Mar 19, 2016	Domain AdaptationRetinal Vessel Segmentation	—Unverified
Ant Colony based Feature Selection Heuristics for Retinal Vessel Segmentation	Mar 7, 2014	feature selectionGeneral Classification	—Unverified
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

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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