Hi there,
So , I was able to train the on/off or power on presents on the dev board pics, took less than 5 minutes. (I could get better inference numbers) you see in the class set there contains an "off " picture(bad) confusses model and lowers results.
(power off) Class2 Higher
(power on) Class1 Higher
HTH
GL 
PJ 