It won't be anything like your text predictor, if you ever get around to it. 
And you don't even have to do it in 2D, basic principles should be worked out 
in 1D first: just process one row of pixels of an image. That's my 1D alg: 
https://github.com/boris-kz/CogAlg/tree/master/line_1D_alg, 1st level of 
pattern composition is 
https://github.com/boris-kz/CogAlg/blob/master/line_1D_alg/line_patterns.py
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