Building an Internet Scale Meme Search Engine
My #1 recommendation for anyone thinking about the convoluted OCR solution: use a cheap OCR API and save yourself months of time / hassle / upkeep. Google's OCR API is a good place to start, but AWS has one too and dozens of others out there.