While the symmetric f x f kernel seems obvious, how about an asymmetric kernel of size f1 x f2?
Do you believe this would provide some benefits?
Not able to get the intuition right as to why an symmetric filter is preferred … hence trying to reach out to folks if anyone has some convincing inputs.
Else I am attempting to implement an asymmetric filter and uncover why it isn’t so popular.
A brief internet search turned up this:
I think Hassan’s answer in that thread is the most useful.
Thank you for sharing the thread. I did go through the trail however am still looking for some convincing factual experimental results.
Nevertheless, I am working on the same to convince myself of all the pros mentioned in the thread.