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Currently, tfa.layers.FilterResponseNormalization only support 4D tensors of order NHWC. We need to add support for arbitrary tensors and let the user specify the axis/axes to normalize over. (axes currently is forced to be [1, 2]).
See the TODO in tensorflow_addons/layers/normalizations.py.