I think it would depend on the timing of your flights. Are you leaving early in the morning?

So what time do you land in Atlanta and when do you leave? I'm thinking of logistics of getting there in the morning and going to the Aquarium that day versus arriving late in the day and staying overnight and then the Aquarium. Also whether you will need to do dinner, etc since like was noted above, dinner by the airport isn't great.