Many tasks in computer vision, such as object recognition, use edge maps as an intermediate representation to help simplify the problem.
Current edge detectors tend to handle noisy
images poorly or have low sensitivity to edges in trying to ignore
the noise. That is, they produce edge maps with either many spurious edges
or few "real" edges when faced with noise.