# Efficient ensemble for image-based identification of Pneumonia utilizing deep CNN and SGD with warm restarts

> Research article (Expert Systems with Applications, 2021) · cited 47× · AI/ML

**Wikidata**: [openalex:W3196546288](https://www.wikidata.org/wiki/openalex:W3196546288)  
**Source**: https://4ort.xyz/entity/efficient-ensemble-for-image-based-identification-of-pneumonia-utilizing-deep-cnn-and-sgd-with-warm-restarts