image (`np.ndarray`):
                Image to normalize.
            mean (`float` or `Iterable[float]`):
                Mean values to be used for normalization.
            std (`float` or `Iterable[float]`):
                Standard deviation values to be used for normalization.
            data_format (`str` or `ChannelDimension`, *optional*):
                The channel dimension format of the image. If not provided, it will be the same as the input image.
        )