Baumgratz, Cramer and Plenio established a rigorous framework (BCP framework) for quantifying the coherence of quantum states [\href{http://dx.doi.org/10.1103/PhysRevLett.113.140401}{Phys. Rev. Lett. 113, 140401 (2014)}]. In BCP framework, a quantum state is called incoherent if it is diagonal in the fixed orthonormal basis, and a coherence measure should satisfy some conditions. For a fixed orthonormal basis, if a quantum state has nonzero imaginary part, then must be coherent. How to quantitatively characterize this fact? In this work, we show that any coherence measure in BCP framework has the property Re if is invariant under state complex conjugation, i.e., , here is the conjugate of Re is the real part of If does not satisfy we can define a new coherence measure such that We also establish some similar results for bosonic Gaussian states.

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