# Improving accuracy and generalization in single kernel oil characteristics prediction in maize using NIR-HSI and a knowledge-injected spectral tabtransformer

> Research article (Artificial Intelligence in Agriculture, 2025) · cited 10× · AI/ML

**Wikidata**: [openalex:W4411200650](https://www.wikidata.org/wiki/openalex:W4411200650)  
**Source**: https://4ort.xyz/entity/improving-accuracy-and-generalization-in-single-kernel-oil-characteristics-prediction-in-maize-using-nir-hsi-and-a-knowl