Explainable Machine Learning for COVID-19 Pneumonia Classification With Texture-Based Features Extraction in Chest Radiography

• Main Authors: Luís Vinícius de Moura (Author), Christian Mattjie (Author), Caroline Machado Dartora (Author), Rodrigo C. Barros (Author), Ana Maria Marques da Silva (Author)
• Format: Book
• Published: Frontiers Media S.A., 2022-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

Both reverse transcription-PCR (RT-PCR) and chest X-rays are used for the diagnosis of the coronavirus disease-2019 (COVID-19). However, COVID-19 pneumonia does not have a defined set of radiological findings. Our work aims to investigate radiomic features and classification models to differentiate...