I highly recommend you look into spritesheets, for memory efficiency/performance. There are a couple of tools out there to help you convert your collection of images into a spritesheet, such as this openSpriteSheetPacker (open source one,) or my Gimp plugin for it. A quick google found me this sdl2 tutorial on spritesheets.