Text alignment in early printed books combining deep learning and dynamic programming

•It is possible to use of Faster-CNN for word recognition and location in early printed documents.•It is possible to use dynamic programming algorithms to automatically expand the training set of historical documents.•It is possible to train Deep-models for word recognition with ground truth not checked by human supervision.