Abstract: A method for converting digital images to words includes receiving a digital image comprising text, generating a binary image from the digital image for each of N binarization threshold values to provide N binary images, converting each of the N binary images to text, and aligning the text from the N binary images to provide a word lattice for the digital image. Aligning the text may include prioritizing the text from the N binary images according to error rates on a training set. The training set may be a synthetic training set. An apparatus corresponding to the above method is also disclosed herein.