Abstract: A novel intermediate view synthesis method based on improved BP (Belief Propagation) algorithm is presented in this paper. First， BP algorithm is improved to increase the correct rate of the disparity estimation. Then， in view interpolation， new interpolation strategy is designed and different strategy is applied according to the characteristic of each kind of region. Experimental results show that it can synthesize virtual images with high quality.