An R and K' atlas of the IRAS 1 Jy sample of 118 ultraluminous infrared galaxies (ULIGs) was presented in a companion paper (our Paper I, Kim et al., 2002, Cat. <J/ApJS/143/277>). The present paper discusses the results from the analysis of these images supplemented with new spectroscopic data obtained at Keck.