LeafSpec: An accurate and portable hyperspectral corn leaf imager

•Hyperspectral imaging suffered from ambient light, imaging distance and angle.•A hyperspectral imaging handheld device was developed for corn leaf.•Field test showed significant differences between genotypes and treatments.•The device showed high performance to predict N content and RWC.•Each hyperspectral image was geo-referenced based on a smartphone.