Joint diagonalization for a pair of Hermitian quaternion matrices and applications to color face recognition

•A structure-preserving joint diagonalization algorithm is designed for quaternion matrices.•The proposed joint diagonalization algorithm leads to a novel 2D-QLDA method.•2D-QLDA is superior to other methods in color face recognition and image reconstruction.•A new measurement is defined that helps to avoid generating projected images explicitly.