Yes. For texture and flavor, whole intact tomatoes are best kept out of the refrigerator, but once cut into, tomatoes need to be refrigerated. Tightly wrapped or packaged they are good for three days. If storing tomato slices, you can try putting a paper towel at the bottom of the container to absorb extra moisture.