OpenCodePapers

retinal-vessel-segmentation-on-chase-db1

Medical Image SegmentationRetinal Vessel Segmentation

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Paper	Code	AUC	F1 score	mIOU	Sensitivity	MCC	1:1 Accuracy	Acc	Average IOU	DSC	ModelName	ReleaseDate
Full-scale Representation Guided Network for Retinal Vessel Segmentation	✓ Link	0.9937	0.8101	0.8268	0.8599	0.7989		0.9751			FSG-Net	2025-01-31
Study Group Learning: Improving Retinal Vessel Segmentation Trained with Noisy Labels	✓ Link	0.9920	0.8271		0.8690						Study Group Learning	2021-03-05
RV-GAN: Segmenting Retinal Vascular Structure in Fundus Photographs using a Novel Multi-scale Generative Adversarial Network	✓ Link	0.9914	0.8957	0.9705	0.8199						RV-GAN	2021-01-03
Full-Resolution Network and Dual-Threshold Iteration for Retinal Vessel and Coronary Angiograph Segmentation	✓ Link	0.9913	0.8151		0.8798						FR-UNet	2022-07-05
SA-UNet: Spatial Attention U-Net for Retinal Vessel Segmentation	✓ Link	0.9905	0.8153								SA-UNet	2020-04-07
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks	✓ Link	0.9851	0.8073								IterNet	2019-12-12
LadderNet: Multi-path networks based on U-Net for medical image segmentation	✓ Link	0.9839	0.8031								LadderNet	2018-10-17
Deep Vessel Segmentation By Learning Graphical Connectivity	✓ Link	0.9830	0.8034								VGN	2018-06-06
Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation	✓ Link	0.9823				0.7892	0.9712		0.6891	0.8156	DEFFA-Unet	2025-06-02
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation	✓ Link	0.9815	0.7928								R2U-Net	2018-02-20
DUNet: A deformable network for retinal vessel segmentation		0.9804	0.7883								DUNet	2018-11-03
Road Extraction by Deep Residual U-Net	✓ Link	0.9779	0.7800								Residual U-Net	2017-11-29
U-Net: Convolutional Networks for Biomedical Image Segmentation	✓ Link	0.9772									U-Net	2015-05-18
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation	✓ Link		0.8267	0.7050	0.8493						MERIT-GCASCADE	2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation	✓ Link		0.8251	0.7024	0.8584						PVT-GCASCADE	2023-10-24
Resolution-Aware Design of Atrous Rates for Semantic Segmentation Networks				0.8959							U-Net ASPP	2023-07-26