LEDs brightness is determined by drive amperage. They need a certain voltage to operate, but that (vf) remains fairly constant.
incandescent bulbs vary intensity with voltage and current.
Battery capacity determines runtime, dependent on amperage draw. Battery chemistry determines how much power can be delivered at a given point.
There are stckys in the general, led, incandescent, and battery forums which explain the basics well.