In 2002, TC8-01 launched the CIECAM02 color appearance model and determined it as recommendation for industrial applications. In this paper, we review the situation and the latest theoretical research progress about CIECAM02 and discuss the main theoretical issues from three aspects , uniformity, model defects, prediction improvement, finally we analyze its shortcomings and put forward the problem to be solved and some research directions.