I tried the headless wallet on my Raspberry Pi.
When I started the node, the whole system was overloaded. It should be possible to run a node on a system with a Quad Core 1.2GHz CPU and 1GB RAM.

edit: Synced node don't need that much resources. Is something like ethereums initial fast sync possible here + low power usage?