ReSE-AG-Net Based Optic Disk Optic Cup Segmentation for Glaucoma
Segmentation of optic disk optic cup is the main basis for diagnosing glaucoma. Therefore a glaucoma optic disk optic cup segmentation method based on improved U-Net network called ReSE-AG-Net is proposed. ReSE-AG-Net,U-Net,M-Net,CE-Net and CDED-Net are tested on Drishti-GS1 dataset and RIM-ONE-R3 dataset respectively,and the segmented optic disc optic cups obtained are tested and compared. Dice coefficients and IoU of optic disk optic cups are compared. The experimental results show that the Dice coefficient and IoU of the segmented optic disk are 0.9891 and 0.9590,and the Dice coefficient and IoU of the segmented videocup are 0.9310 and 0.8710 on Drishti-GS1 dataset,and the Dice coefficient and IoU of the segmented optic disk on RIM-ONE-R3 dataset are 0.9789 and 0.9587,and the Dice coefficient and IoU for segmenting the optic cup are 0.8637 and 0.7601,respectively,which compare the U-Net model and the existing segmentation models,proving the feasibility of the method.
glaucomasegmentation of optic disk optic cupU-NetReSE-AG-Net
NETL
NSTL
万方数据
