Leukocytes Image Classification Using Optimized Convolutional Neural Networks

作者：

Highlights：

• Developed a fast and accurate hybrid approach for leukocyte classification.

• Achieved fast convergence of hyperparameters with a random search approach.

• Demonstrated superior performance of an optimized convolutional neural network.

摘要

•Developed a fast and accurate hybrid approach for leukocyte classification.•Achieved fast convergence of hyperparameters with a random search approach.•Demonstrated superior performance of an optimized convolutional neural network.

论文关键词：Medical image analysis,Deep learning,Leukocytes,Hyperparameter optimization,Convolutional neural networks

论文评审过程：Received 22 December 2021, Revised 30 April 2022, Accepted 27 May 2022, Available online 2 June 2022, Version of Record 8 June 2022.

论文官网地址：https://doi.org/10.1016/j.eswa.2022.117672