zhanghang1989 commented on issue #8458: Synchronized Batch normalization in 
multi GPUs training
URL: 
https://github.com/apache/incubator-mxnet/issues/8458#issuecomment-483922861
 
 
   The SyncBN does reduce the speed due to synchronization for every BN layer 
during both forward and backward. Use it only when it is necessary, especially 
on computation intensive task such as semantic segmentation or object detection 
where the synchronization is not a huge bottleneck comparing to the computation.

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