A new FPTAS for a multi-objective shortest path (MOSP) problem is developed. The running time of this FPTAS decreases with the size of the Pareto-optimal frontier. The FPTAS can be arbitrarily faster than one from literature and an exact algorithm. We provide an instance with maximum sized Pareto-optimal frontier w.r.t. the nodes. We extensively test FPTASes for the MOSP problem in a computational study.