To observationally study spin-period changes of accreting pulsars caused by the accretion torque, the present work analyzes X-ray light curves of 12 Be binary pulsars obtained by the MAXI/GSC all-sky survey and their pulse periods measured by the Fermi/GBM pulsar project, both covering more than 6 years from 2009 August to 2016 March. The 12 objects were selected because they are accompanied by clear optical identification, and accurate measurements of surface magnetic fields. The luminosity L and the spin-frequency derivativesν, measured during large outbursts with L > ∼ 1 × 10 37 erg s −1 , were found to approximately follow the theoretical relations in the accretion torque models, represented byν ∝ L α (α ≃ 1), and the coefficient of proportionality betweenν and L α , agrees, within a factor of ∼ 3, with that proposed by Ghosh & Lamb (1979). In the course of the present study, the orbital elements of several sources were refined.