The absolute threshold is the minimum amount of stimulation needed for a person to detect a stimulus 50% of the time (e.g., the faintest sound you can hear).
The difference threshold (or just noticeable difference) is the smallest change in a stimulus that can be detected 50% of the time (e.g., noticing a slight increase in volume).