While scanning into an image is fine for pictures and sketches you probably want to convert the image into letters when scanning a text. On Linux there is a program called gocr available that will do this task for you. But be warned: it is not working too well, and will not preserve the layout of your document.
How to do it
Find out your distribution and proceed accordingly.
- use the scanning software: