TRk-CNN: Transferable Ranking-CNN for image classification of glaucoma, glaucoma suspect, and normal eyes

作者:

Highlights:

• Diagnosis of glaucoma suspect eyes is important to take proper treatment.

• Automatic diagnosis of glaucoma, glaucoma suspect, and normal eyes.

• Transfers the weights of the sub-classifiers to reflect the inter-class information.

• Better performance than existing Ranking and Multi-class classifiers.

摘要

•Diagnosis of glaucoma suspect eyes is important to take proper treatment.•Automatic diagnosis of glaucoma, glaucoma suspect, and normal eyes.•Transfers the weights of the sub-classifiers to reflect the inter-class information.•Better performance than existing Ranking and Multi-class classifiers.

论文关键词:Glaucoma,Glaucoma suspect,Convolutional neural networks,Ranking classification

论文评审过程:Received 26 September 2019, Revised 15 March 2021, Accepted 13 May 2021, Available online 25 May 2021, Version of Record 4 June 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.115211