Let's talk about Filters in Computer Vision(with Images), what are they and how they work in easy way.

Filters are the key thing in Computer Vision(Processing image data). You would have probably used different kinds of filters like the blur filter, vintage filters, etc in photo editing apps. Ever thought about how those filters work? . How do they give the desired effect?