plotting images with smaller bounding box

I am generating EPS files from images drawn with imshow(). How do I make
a plot with minimal bounding box? I tried the different axis() arguments, without getting
the result I am looking for so far. The image is supposed to drawn in scale, i.e., without
stretching either dimension.