degerli / COVID19_Detection_Transfer_Learning_VGG16

Detecting COVID-19 induced Pneumonia from Chest X-rays with Transfer Learning

Detecting COVID-19 induced Pneumonia from Chest X-rays with Transfer Learning.

Deep Learning on the march against the novel coronavirus.

Summary

The novel coronavirus (SARS-COV-2) has become the most pressing issue facing mankind. Like a wildfire burning through the world, the COVID-19 disease has changed the global landscape in only three months.In this article, we'll explore the feasibility and difficulties in building a system capable of detecting various causes of pneumonia in Chest X-rays, using a relatively facile Transfer Learning process and a constrained dataset.

Results (2 classes: Normal, COVID19)

Results (3 classes: Normal, Bacterial, COVID19)

Results (4 classes: Normal, Bacterial, Viral, COVID19)