Hi there,
So I trained a class model (30 pics) for ON state, and 30 for OFF state and it didn’t work correctly until I added the the Unknown class (30 pics) random stuff. Once rebuilt it worked as expected. Do you have class with random digits or blank digits, maybe try that.
The example was the dev board on or off…
HTH
GL 
PJ 