Let's get really pedantic and identify that memes are mental viruses - the digital analogue (see, that's a pun) to genes.

So your random picture that nobody cares about with text is not a meme.

Your picture with hide the pain Harold that is identifiable to millions of people around the world with a clever witticism (that's redundant) is a meme.