1. A computer-implemented method of video encoding comprising: computing spatial variance for video data in a block of a video sequence; estimating a first bit-rate based on the spatial variance, a transform coefficient threshold, and variance multiplicative factors empirically determined for first transform coefficients; and encoding the block based on the first bit-rate.