The spatial sign covariance matrix (SSCM), also known as the normalized sample (NSCM), has been widely used in signal processing a robust alternative to (SCM). It is well-known that SSCM does not provide consistent estimates of eigenvalues shape (normalized scatter matrix). To alleviate this problem, we propose BASIC (Bias Adjusted SIgn Covariance), which performs an approximate bias correction...