import tensorflow as tf


        # Global pooling
        X = self._add_global_avg_pool(X, w, h, ch)

        # Fully connected
        with tf.variable_scope('fully_connected'):
            aux_logits = self._add_fully_connected(X, (ch,), K, no_reg=True)

        return aux_logits

