This paper proposes an empirical model to estimate the capacity of lithium-ion (Li-ion) battery cells given a set of measurements. These measurements comprise the surface temperature and terminal voltage of a Li-ion battery cell at different cycles. An empirical model is derived and experimentally verified using two commercial Li-ion battery cells exposed to 500 complete charge-discharge cycles at room temperature. Derivation of the method followed by experimental verification are presented.