Application of sequential quasi Monte Carlo (SQMC) to blind channel tracking in cooperative Multiple-input multiple-output (MIMO) system is proposed in this paper, which doesn't need to transmit training symbol and can save power and wireless bandwidth. Additionally, an improved version of SQMC algorithm by taking advantage of current received signal is proposed. As will be shown through simulations, SQMC method reaches better performance than Sequential Monte Carlo (SMC) methods, and incorporation of current received signal improves performance of SQMC obviously.