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

• Những tác giả chính: Luís Vinícius de Moura (Tác giả), Christian Mattjie (Tác giả), Caroline Machado Dartora (Tác giả), Rodrigo C. Barros (Tác giả), Ana Maria Marques da Silva (Tác giả)
• Định dạng: Sách
• Được phát hành: Frontiers Media S.A., 2022-01-01T00:00:00Z.
• Những chủ đề: article
• Truy cập trực tuyến: 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...