Filter centered on pixel and calculates values based on neighboring pixel values multiplied by the coefficient.

I don't understand why this is the case. I wonder how to calculate convolution in terms of matrix calculation?

@mrn someone else shared this earlier and I thought it was really helpful: https://setosa.io/ev/image-kernels/