How deep learning extracts and learns leaf features for plant classification.

•A deep learning approach to quantify discriminatory leaf is proposed.•Shape is not a dominant feature for leaf but rather the different orders of venation.•Deep learning reveals transformation of leaf features from general to specific types.•Findings archived fit with the hierarchical botanical definitions of leaf characters.•Features learned using deep learning can improve plant recognition performance.