A deep learning based approach for automatic detection of COVID-19 cases using chest X-ray images

• Published in: Biomedical signal processing and control Vol. 71; p. 103182
• Main Authors: Bhattacharyya, Abhijit, Bhaik, Divyanshu, Kumar, Sunil, Thakur, Prayas, Sharma, Rahul, Pachori, Ram Bilas
• Format: Journal Article
• Language: English
• Published: England Elsevier Ltd 01.01.2022
• Subjects: Classification; Conditional generative adversarial network (C-GAN); COVID-19; Deep neural networks (DNN); Image segmentation; Key point extraction; Pneumonia; COVID-19; Image segmentation; Pneumonia; Key point extraction; Conditional generative adversarial network (C-GAN); Classification; Deep neural networks (DNN)

•This work presents a comprehensive study on the classification of COVID-19, pneumonia, and normal X-ray images.•Conditional generative adversarial network (C-GAN) is used to obtain segmented lung images.•Deep learning models are employed for computing discriminatory features.•The method also comput...