# Abnormality detection in nailfold capillary images using deep learning with EfficientNet and cascade transfer learning

> Research article (Scientific Reports, 2025) · cited 10× · AI/ML

**Wikidata**: [openalex:W4406391534](https://www.wikidata.org/wiki/openalex:W4406391534)  
**Source**: https://4ort.xyz/entity/abnormality-detection-in-nailfold-capillary-images-using-deep-learning-with-efficientnet-and-cascade-transfer-learning