        self.convL7_     = nn.Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        self.actib7      = Hermite(num_pol=num_pol, planes=512)
        self.actib7_wts  = self.actib7.get_vars()
        # self.bnL7_       = nn.BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        # self.act7        = nn.ReLU()

        self.convL8_     = nn.Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        self.actib8      = Hermite(num_pol=num_pol, planes=512)
        self.actib8_wts  = self.actib8.get_vars()
        # self.bnL8_       = nn.BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        # self.act8        = nn.ReLU()

        self.convL9_     = nn.Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))