You can use big candles as shown in the left image. However, we love candles floating in water in elegant looking jars. Add a bit of rose petals here and there and elevate your centerpiece to the next level!
Candles really make great centerpiece because they come in lots of shapes. Just choose a special shape that represents your theme and voila, you have a theme-based centerpiece right there!