DRNet: Segmentation and localization of optic disc and Fovea from diabetic retinopathy image
作者：
Highlights：
• Precise segmentation and localization of optic disc and Fovea using proposed DRNet.
• Redesigning of skip connection, in DRNet, called residual skip connection.
• A considerable lightweight structure (fewer parameters (1.0 M), shorter training, and testing times).
• Localization of optic disc and Fovea centers by proposing 2D bell-shaped heatmaps of central landmarks.
• A generic DRNet by image augmentation although small datasets are being utilized.
摘要
•Precise segmentation and localization of optic disc and Fovea using proposed DRNet.•Redesigning of skip connection, in DRNet, called residual skip connection.•A considerable lightweight structure (fewer parameters (1.0 M), shorter training, and testing times).•Localization of optic disc and Fovea centers by proposing 2D bell-shaped heatmaps of central landmarks.•A generic DRNet by image augmentation although small datasets are being utilized.
论文关键词：Diabetic retinopathy and glaucoma,Ophthalmology,Encoder-decoder network,Skip connection,Segmentation and localization
论文评审过程：Received 16 August 2020, Revised 22 November 2020, Accepted 6 December 2020, Available online 13 December 2020, Version of Record 28 December 2020.
论文官网地址：https://doi.org/10.1016/j.artmed.2020.102001
