To convolve : to roll together : writhe.
Convolution : a form or shape that is folded in curved or tortuous windings.
I first encountered it as a young gamedev hobbyist, doing image post-processing in OpenGL.
One kind of kernel makes images blurry, one (attempts to) make them sharp.
It doesn't bring folding to mind at all. And in FP, "fold" means "reduce".
How much of dyscalculia is just one person thinking an analogy is completely obvious and the other person thinking it makes no sense?
https://commons.wikimedia.org/wiki/File:Cross_correlation_an...
Any kernel with positive values will blur the image, and the effect will be quite similar to Gaussian blur (by the Central Limit Theorem).
It's kernels with positive and negative coefficients that may "enhance" or "sharpen" the image.