Once the refrigerator and contents are cold you might see cycles of 10 or 20 minutes out of each hour, the 2.5 amp draw is only while running. Having all the items pre-chilled, direct from home refrigerator or store coolers will stretch out the run time further, as will keeping door opening to a minimum. The 18 hour figure might stretch out to 24-36 or more hours even when starting it warm and using batteries only.
Having the unit run off car battery power on the way to the camp or using home AC and DC convertor to do the work of getting fridge and contents down to near freezing before going on batteries would stretch run time w/o deep discharge also.
Are you talking about a true "dorm" style small steel refrigerator or a 12V cooler?