# Lightweight deep CNN-based models for early detection of COVID-19 patients from chest X-ray images

> Research article (Expert Systems with Applications, 2023) · cited 65× · AI/ML

**Wikidata**: [openalex:W4327704827](https://www.wikidata.org/wiki/openalex:W4327704827)  
**Source**: https://4ort.xyz/entity/lightweight-deep-cnn-based-models-for-early-detection-of-covid-19-patients-from-chest-x-ray-images