Steganography is the art and science of hiding data within media while its counterpart, steganalysis, refers to all methods that aims at detecting media used to transmit hidden data. Those two form a cat-and-mouse game since steganography aims at modifying the media to remain as stealth as possible and steganalysis aims at fight back by improving detection accuracy. Most of the work in those fields are based on specific dataset and application in the “real world” of current state-of-the-art steganalysis techniques is hardly possible.