Various embodiments provide for a method for calibrating a dimensioner. An example method includes receiving two or more previously captured images of a common field of view of the dimensioner, and identifying at least one static object in the common field of view. The method further includes determining one or more reference dimensions of the at least one static object. Thereafter, the method includes detecting an event on the dimensioner, and when an event is detected, determining one or more updated dimensions of the at least one static object. The method includes comparing the one or more updated dimensions to the one or more reference dimensions to determine whether the one or more updated dimensions satisfy a predefined dimension error range. When the one or more updated dimensions fail to satisfy the predefined dimension error range, the method includes modifying one or more parameters associated with the dimensioner.