A multi-scale convolutional neural network with context for joint segmentation of optic disc and cup

作者:

Highlights:

• The development and verification of the new fully convolutional neural network named W-Net.

• The design of residual multi-scale convolution module and context semantic extraction module.

• Realization of accurate segmentation of OD and OC jointly on four datasets.

摘要

•The development and verification of the new fully convolutional neural network named W-Net.•The design of residual multi-scale convolution module and context semantic extraction module.•Realization of accurate segmentation of OD and OC jointly on four datasets.

论文关键词:Convolutional neural network,Image segmentation,Optic disc,Optic cup,Glaucoma screening

论文评审过程:Received 4 July 2020, Revised 12 January 2021, Accepted 9 February 2021, Available online 17 February 2021, Version of Record 24 February 2021.

论文官网地址:https://doi.org/10.1016/j.artmed.2021.102035