Edge detection is a basic image processing technique that helps to find the boundaries of objects in an image by detecting the sharp changes of brightness. It has been widely used in many fields, such as finding fingerprints of tumors and self-driving cars.

One of the applications of the convolution operation in CNN is edge detection. Tuning the parameters of the filter matrix (kernel) allows detecting distinct kinds of boundaries in the image, such as vertical and horizontal edges.