# Comparative analysis of deep learning and machine learning-based models for simultaneous prediction of minerals in perilla (Perilla frutescens L.) seeds using near-infrared reflectance spectroscopy

> Research article (Journal of Food Composition and Analysis, 2024) · cited 15× · AI/ML

**Wikidata**: [openalex:W4403097111](https://www.wikidata.org/wiki/openalex:W4403097111)  
**Source**: https://4ort.xyz/entity/comparative-analysis-of-deep-learning-and-machine-learning-based-models-for-simultaneous-prediction-of-minerals-in-peril