In this paper, we fo us on nonparametri estimators in inverse problems for Poisson pro esses involving the use of wavelet de ompositions. Adopting an adaptive wavelet Galerkin dis retization we nd that our method ombines the well know theoreti al advantages of wavelet-vaguelette de ompositions for inverse problems in terms of optimally adapting to the unknown smoothness of the solution, togethe...