Based on the neoclassical growth model , established a spatial, statistical, analytical framework of βconvergence of regional innovation growth ,employs six central provinces from 2004 to 2012 panel data to analysis the spatial spillover effects and βconvergence effect and its cause. The results show that: Since the rising strategy in central region which country implement, the spatial association becomes closer while geographical clustering obviously intensifies ;Taking the number of authorized patents as the evaluation index of regional innovation capacity existed conditional convergence trend, and the effect of research funding for innovation is greater than R&D personnel.