Identifying quantum resources for quantum sensing is of paramount importance. Up to date, two quantum resources has been widely recognized: the number (N) of entangled quantum probes and the coherent evolution time (T). Here we identify the spin quantum number (S) of high-spin systems as another quantum resource, which can improve the sensing precision of magnetic field according to the Heisenberg scaling in the absence of noises. Similar to the case of (N) and (T), the utility of (S) may be degraded by environmental noises. We analyze this point sysmatically under the Ornstein-Uhlenbeck noise (a prevalent noise in realistic physical systems). We find that the utility of (S) vanishes in Markovian noises, but survives in non-Markovian noises, where it improves the sensing precision according to the classical scaling (1/\sqrt{S}). Super-classical scaling can be achieved by suitable control of the high-spin system.