0,5m led strip (15 leds) Phone Power Supply
This, you will have to try. Try run it full brightness for a while and if your phone charger get hot or the voltage drop is steep, you may need another power supply.

Cheap phone chargers capable of 1A is quite common out there now. Look those up.