Let be a proper K"ahler fibration and a Hermitian holomorphic vector bundle. As motivated by the work of Berndtsson(\cite{Berndtsson09a}), by using basic Hodge theory, we derive several general curvature formulas for the direct image for general Hermitian holomorphic vector bundle in a simple way. A straightforward application is that, if the family is infinitesimally trivial and Hermitian vector bundle is Nakano-negative along the base , then the direct image is Nakano-negative. We also use these curvature formulas to study the moduli space of projectively flat vector bundles with positive first Chern classes and obtain that, if the Chern curvature of direct image –of a positive projectively flat family –vanishes, then the curvature forms of this family are connected by holomorphic automorphisms of the pair .

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