We study a new and important topic: script identification in scene text images.
The proposed DiscCNN combines deep features and the mid-level representation.
DiscCNN learns special characteristics of scripts from training data automatically.
DiscCNN achieves state-of-the-art performances on scene, video and document scripts.
A large-scale in-the-wild script identification dataset is proposed.