Power Arduino from ATX power supply

I think this won't be a problem, as the PSU I would use already powers a lot of devices. Anyway, I'll measure it to confirm. If it does provide 12v, can I wire to the Arduino as I said before?

And supose I have to use only this Arduino board on the PSU, and supose it doesn't function properly because of the low load of the Arduino, how could I workarround this?