Understanding leaves in natural images – A model-based approach for tree species identification

•We use a global shape model to segment leaves in complex natural images.•Prior knowledge and shape constraints improve segmentation performance.•We designed explicit botany-inspired descriptors for local shapes.•Information is combined to classify leaf images into a list of species.•Dedicated high-level features prove to perform better than generic statistical ones.