Hannibal lost his siege machines when he crossed the Alps to get into Italy.
Without these machines we could not hope to take a Florence city guide the size of Rome, which would have had to be starved into submission with a long siege. After travelling from northern to central Italy and winning a battle there, Hannibal headed to the south instead attacking Rome for this reason.