What is the best way to fetch a Sprite?

I have an inventory system that has a lot of items. Each item has a sprite that needs to be fetched. As far as performance and memory usage are concerned, is it better to use Resources.Load every time we need a sprite or to save public references to all Sprites on a gameobject? Or perhaps there's an even better way?