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Are "mess" and "unknown" the same bin? I would expect that they get grouped together as a "human intervention" bin. It would be very surprising if you went so far as to train the neural net to recognize pieces stuck together as something different than an unrecognized piece.

Yes. Well, the net is trained to see them different for later (I have some more nifty ideas) but they are grouped together when sorting.

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