This paper studies the classification of images of identification documents. This problem is critical in various security context where proposed system must offer high performances. We address this challenge as an image classification problem, which has received a large attention from the scientific community. Several image classification methods are evaluated and we report interesting results allowing a better understanding of the specificity of such data. We are especially interested in deep learning approaches, showing good transfer capabilities and high performances.