1. A method of characterizing a word image comprising: traversing the word image stepwise with a window to provide a plurality of window images; for each of the plurality of window images: splitting the window image to provide a plurality of cells; extracting a feature from each of the plurality of cells, the feature comprising a gradient orientation histogram; and characterizing the word image based on the features extracted from the plurality of window images.