Learned features of leaf phenotype to monitor maize water status in the fields

•A maize water stress recognition dataset is constructed to do deep learning.•Local features and global context information are extracted from the CNN.•Dimensionality reduction improves recognition performance and efficiency.•Maize water stress in early stage is detected and quantified.