  Combinatorial formulas for the moments of the Brownian motion on classical
compact Lie groups are obtained. These expressions are deformations of formulas
of B. Collins and P. \'Sniady for moments of the Haar measure and yield a proof
of the First Fundamental Theorem of invariant theory and of classical
Schur-Weyl dualities based on stochastic calculus.
