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.