# The Effectiveness of Image Augmentation in Deep Learning Networks for Detecting COVID-19: A Geometric Transformation Perspective

> Research article (Frontiers in Medicine, 2021) · cited 112× · AI/ML

**Wikidata**: [openalex:W3134978274](https://www.wikidata.org/wiki/openalex:W3134978274)  
**Source**: https://4ort.xyz/entity/the-effectiveness-of-image-augmentation-in-deep-learning-networks-for-detecting-covid-19-a-geometric-transformation-pers