The threshold signature is popular in electronic signature. This paper presents an efficient secure threshold signature scheme on threshold, which uses bilinear paring, threshold identity, and threshold blinding signature to solve deficiency about client performance. Analysis shows that the scheme is easy to realize and the safety of system is high. The scheme can satisfy the demand of electronic signature.