Large textures or small textures? What brings the best performance?

I have no 3D models, just many Sprites(Texture2D). Is it possible to see how much memory is used by the game? Because sometimes when loading the sprites I get an error message that says that my device is out of memory. I have a Nokia Lumia 920.