# ResNet-50 vs VGG-19 vs training from scratch: A comparative analysis of the segmentation and classification of Pneumonia from chest X-ray images

> Research article (Global Transitions Proceedings, 2021) · cited 239× · AI/ML

**Wikidata**: [openalex:W3193830270](https://www.wikidata.org/wiki/openalex:W3193830270)  
**Source**: https://4ort.xyz/entity/resnet-50-vs-vgg-19-vs-training-from-scratch-a-comparative-analysis-of-the-segmentation-and-classification-of-pneumonia-