In this paper, we study the entropy estimates of radially symmetric solutions to a fourth order nonlinear degenerate problem related to image processing in higher dimensions. The entropy and entropy dissipated inequalities are obtained by using the algebraic approach, which improve and extend some previous results. For some spatial dimensions, counterexamples show that our entropy results are partial optimal. We remark that the derivations of the entropy estimates are substantially more difficult than the situation for one dimensional case discussed before, due to the appearance explicitly of radial variable in the equation.