@apeforest @szha @zhreshold - Thanks for the review. Addressed your comments.
@zhreshold - Tested with and without scale factor with end-to-end ResNet50 on 
CIFAR10 example. Works as expected.

[ Full content available at: 
https://github.com/apache/incubator-mxnet/pull/12625 ]
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