Multiobjective Genetic Algorithm and Convolutional Neural Network Based COVID-19 Identification in Chest X-Ray Images

Algorithm 1

Proposed CNN-based COVID-19 identification model.

(1)	Input: chest X-ray images as a labeled dataset
(2)	Initially, GoogLeNet is utilized to evaluate the significant characteristics of COVID-19 dataset images
(3)	Further, transfer learning is considered to build a CNN-based COVID-19 identification model
(4)	Multiobjective genetic algorithm is utilized to tune the designed model
(5)	Implement -fold validation to overcome overfitting
(6)	Return tThe constructed COVID-19 identification model for chest X-ray images