For well-behaved functions (which here mean continuously differentiable), some intuitions hold, but in general functions may be ill-behaved, as illustrated below.
Such compensation is easiest with high contrast targets sensed through well-behaved atmosphere with even, reliable illumination, the real world will not always be so cooperative.