Thanks for the suggestions but unfortunately the poisson-binomial distribution [1] is not a simple combination of those two distributions. It requires of specialized packages like PoissonBinomial[2] in R.

[1]https://en.wikipedia.org/wiki/Poisson_binomial_distribution

[2]https://cran.r-project.org/web/packages/PoissonBinomial/inde...