Pointing to the non-linearity of the FOG with the change of temperature, a method of modeling for the temperature error of scale factor with BP neural network is proposed, and it can reduce the output error of fiber optic gyroscope. Meanwhile the modeling results of BP neural network for scale factor are compared with the traditional modeling results, it demonstrates that modeling for scale factor with BP neural network is very effective.