A color fusion model based on Markowitz portfolio optimization for optic disc segmentation in retinal images
作者:
Highlights:
• Optic disc is achieved without considering vasculature segmentation pipeline.
• Markowitz weights for color component yield the maximal ratio between μ and σ.
• Only optic disc image mosaic is sufficient to train Markowitz model.
• Color fusion model is complemented with straightforward segmentation algorithms.
• Markowitz model no-need special hardware, being accessible to clinical applications.
摘要
•Optic disc is achieved without considering vasculature segmentation pipeline.•Markowitz weights for color component yield the maximal ratio between μ and σ.•Only optic disc image mosaic is sufficient to train Markowitz model.•Color fusion model is complemented with straightforward segmentation algorithms.•Markowitz model no-need special hardware, being accessible to clinical applications.
论文关键词:Diabetic retinopathy,Optic disc,Color fusion,Markowitz portfolio,Segmentation
论文评审过程:Received 14 May 2020, Revised 29 December 2020, Accepted 6 February 2021, Available online 13 February 2021, Version of Record 12 March 2021.
论文官网地址:https://doi.org/10.1016/j.eswa.2021.114697