Implementation of the gradient-based edge detection

1.

The partial derivative images can be generated using simple edge operators (masks consisting of 1 and -1).

2.

If S(x, y) (the edge magnitude at (x, y)) is greater than a certain threshold value, then an edge is detected at (x, y), its corresponding edge direction is theta.