Signatures are aligned well to reference template based on Gaussian Mixture Model before verification. Efficiency of verification is improved by modified dynamic time warping with signature curve constraint. Distance probability is presented to describe the dissimilarity between test signatures and references. A strategy of dynamic weight factors being assigned to features depend on coefficient of variation.