def METHOD_NAME(self):
    # Backbone serialized in `super`
    config = super().METHOD_NAME()
    config.update(
        {
            "backbone": keras.layers.serialize(self.backbone),
            "num_classes": self.num_classes,
            "pooling": self.pooling,
            "activation": self.activation,
        }
    )
    return config