Influence of grain topography on near infrared hyperspectral images

► The influence of kernel topography on NIR hyperspectral images was investigated. ► Barley, wheat and sorghum were examined. ► Principal component analysis was applied to the image datasets. ► Kernel curvature was the greatest source of spectral variation. ► Important to consider sample shape and texture when analysing principal components.