A method for the conversion of grayscale images with a non-white background into halftone images is disclosed. The illustrated embodiment of the present invention addresses the difficulties current conversion methods have in converting multi-bit grayscale images with a non-white background into single bit halftone images. Through manipulation of the grayscale image data, the edges of text and line art features in the grayscale image data are located and extracted from the non-white background through the use of a weight driven conversion algorithm resulting in more defined halftone images.