def METHOD_NAME(**kwargs):
    model = resnet.ResNet(
        resnet.Bottleneck, [3, 4, 23, 3],
        radix=2,
        groups=1,
        bottleneck_width=64,
        deep_stem=True,
        stem_width=64,
        avg_down=True,
        avd=True,
        avd_first=False,
        **kwargs)
    return model