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Are there any good approaches to doing image recognition of a noughts and crosses game?

I can identify a nought and a cross but how would I approach identifying a game to go from a picture to a model of the game state?

I understand I could simply recognize all possible combinations but this seems a very inefficient way of solving the problem!

Christoph Rackwitz
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Chris
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