In this paper, we investigate the maximum a posteriori channel estimation problem when the noise covariance is unknown. We develop a quasi-closed-form solution that requires only the determination of an unknown scalar parameter through solving a polynomial equation. Furthermore, we provide a comprehensive analysis of simplified approximations for this quasi-closed-form solution under several special cases.