# A Critical Assessment of Generative Models for Synthetic Data Augmentation on Limited Pneumonia X-ray Data

> Research article (Bioengineering, 2023) · cited 17× · AI/ML

**Wikidata**: [openalex:W4389736156](https://www.wikidata.org/wiki/openalex:W4389736156)  
**Source**: https://4ort.xyz/entity/a-critical-assessment-of-generative-models-for-synthetic-data-augmentation-on-limited-pneumonia-x-ray-data