Brand doesn't make a difference, as long as it has a low ESR (equivalent series resistance). All caps have an internal series resistance. In combination with the capacitance, they limit how fast it can charge/discharge during current transients. If the resistance is too high, it won't do squat for your stereo.
Don't bother with the fancy caps with lights and meters. All they do is look pretty.
A 1 farad with a sufficiently low ESR is all you need.