This contribution proposes a new intra prediction method based on the computation of multiple Histogram of Gradients by using different reference area candidates. One Histogram of Gradients is used to derive a set of intra modes and weights that are then combined to compute the intra prediction for current block. The simulation results on top of ECM-12.0 are as follows {for Y, U, V, EncT, DecT, EncVmPeak, DecVmPeak}: