I met the same problem.
I found that gluon API provide nn.BatchNorm(epsilon=1e-5, momentum=0.9)to 
implement the BN op. And the sym API provide mx.sym.BatchNorm to implement BN, 
when exported, they are different. The contrast derive from the gluoncv 
official ssd512 code and the yolov3 code. 

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