A method of characterizing a word image includes traversing the word image in steps with a window and at each of a plurality of the steps, identifying a window image. For each of the plurality of window images, a feature is extracted. The word image is characterized, based on the features extracted from the plurality of window images, wherein the features are considered as a loose collection with associated sequential information.