The state-of-the-art performance in the most stringent conditions (i.e. cross-dataset, in uncontrolled environment and with no image preprocessing) reaches 96.86% of accuracy and was very recently obtained by Jia and Cristianini [11] using a huge private training dataset of 4,000,000 images.