That basically how I did OCR 20 years ago :) One can also notice that kernels inside a text trained NN would have somewhat similar blocks and as a result what

That basically how I did OCR 20 years ago :) One can also notice that kernels inside a text trained NN would have somewhat similar blocks and as a result what the net would be doing is a similar matching.