Convolution

Continuous filtering

Image gradient

Effects of noise

Solution:  smooth first

Derivative theorem of convolution

Laplacian of Gaussian

2D edge detection filters

Edge detection by subtraction

Edge detection by subtraction

Edge detection by subtraction

Gaussian - image filter