Off-line handwritten signature verification using compositional synthetic generation of signatures and Siamese Neural Networks.

•Siamese Neural Network for random forgery offline signature verification problems.•Method for generating on-demand synthetic signatures based on simple geometric shapes.•Combining synthetic, augmented and original signatures to train Siamese Networks.•Generalization capability when training and testing using different datasets.