1. A method of locating text in digital images, comprising: scaling a digital image into images of multiple resolutions; classifying whether pixels in the multiple resolutions are part of a text region; integrating scales to create a scale integration saliency map; using the saliency map to create initial text bounding boxes through expanding the boxes from rectangles of pixels including at least one pixel to include groups of at least one pixel adjacent to the rectangles, wherein the groups have a particular relationship to a first threshold; and consolidating the initial text bounding boxes.