Hi Kushaj. Thanks for paying attention to my question.
usually the output of f(A) are really big like (number of images) x channels x height x width = 50000 x 256 x 128 x 128. So saving these all images is not a good idea.
I agree that the parameter count is not a good metric. But the training time matters.