Two-view fine-grained classification of plant species

•A two-view representation method for fine-grained plant classification.•A Coarse-to-fine strategy to reduce the complexity of the classification task.•Deep metric learning used to classify plant species with a small number of labeled samples.•Scalable method since new plant species can be easily added without retraining.