Ideally, yes, but some power supply manufacturers do not provide a quality product. A 500watt Power supply should be more than enough to handle just about any graphics card, but a lower quality power supply may struggle to provide consistent power to your system devices. That fluctuation could lead to system shutdowns or, at worst, system damage.
-Wolf sends