# Improving skin cancer detection by Raman spectroscopy using convolutional neural networks and data augmentation

> Research article (Frontiers in Oncology, 2024) · cited 21× · AI/ML

**Wikidata**: [openalex:W4399821708](https://www.wikidata.org/wiki/openalex:W4399821708)  
**Source**: https://4ort.xyz/entity/improving-skin-cancer-detection-by-raman-spectroscopy-using-convolutional-neural-networks-and-data-augmentation