We present a novel source modeling framework in this paper. With the proposed source model, we can estimate the rate-distortion(R-D) curve before quantization and coding for DCT-based still images and video compression. The relative estimation error is less than 5%. In addition, the estimation algorithm has very low computational complexity. Based on the estimated R-D curve, we can perform accurate bit rate and picture quality control for still images and video compression.