A priori information is crucial to solve ill-posed inversion problems. A priori knowledge database is set up from ground measurement of surface BRDF

which can supply a priori knowledge to the inversion of kernel-driven model and subsequently derive surface albedo.The a priori information plays three roles in inversion; to judge the credibility of inversion result

to detect and Smooth noise in data

and to get a reasonable result when there are