This study proposed a fast ring artifacts removal method by exploring the correlation from projections with different views for PCCT. This method has three advantages.se pixels. Third, it can preserve reconstructed image details well with extra computational cost. Both numerical and preclinical experiments demonstrate the proposed method can suppress the ring artifacts v