The headlight is probably 50 or 60 Watts so you need about 5A at 12V. It doesn't have to be DC so all you need is a 110V->12V step-down transformer rated for 5 Amps (per bulb).
And, that's the issue... Unless you've got a "big" 12V transformer (or power supply) lying around, or unless you've got a good reason for going low-voltage, it's probably not worthwhile.