First of all a 12 volt power supply will not charge the battery, as there is no driving voltage as the battery is 12 volts. It takes 14 volts to charge a 12 volt battery. However the device has to be regulated in order to not over charge and damage the battery.
I would use a low powered regulated charger
like this.