Using multi-layer perceptron with Laplacian edge detector for bladder cancer diagnosis

作者：

Highlights：

• Multilayer perceptron with Laplacian can be used for bladder cancer diagnosis.

• With larger input image decrease of AUC value can be noticed.

• Maximal AUC value is achieved if MLP with intermediate complexity is utilized.

• An expert system composed of several multilayer perceptrons can be utilized.

摘要

•Multilayer perceptron with Laplacian can be used for bladder cancer diagnosis.•With larger input image decrease of AUC value can be noticed.•Maximal AUC value is achieved if MLP with intermediate complexity is utilized.•An expert system composed of several multilayer perceptrons can be utilized.

论文关键词：Artificial intelligence,Image pre-processing,Laplacian edge detector,Multi-layer perceptron,Urinary bladder cancer

论文评审过程：Received 21 May 2019, Revised 22 October 2019, Accepted 27 October 2019, Available online 13 November 2019, Version of Record 19 November 2019.

论文官网地址：https://doi.org/10.1016/j.artmed.2019.101746