1. A method of rate and distortion optimization for image and video processing, comprising: determining a Cauchy-based probability density function fit to a statistical distribution of coefficients generated from a transformed image frame block that are to be quantized; and estimating rate and distortion of quantized coefficients based on the Cauchy-based probability density function.