@ankkhedia I haven't used specifically VGG19, but I just made a run with 
Inception-BN and it was able to run with around 3 GB on my laptop GPU (1060) 
with batch size of 32 on 224X224 images. 

Which version did you specifically used? Those exploding RAM explosion should 
have been fixed with the optimizers refactor.  I can try on VGG19 a bit later, 
but given Inception-BN consumption, I think you might be using mxnet prior to 
optimizers fix. 

[ Full content available at: 
https://github.com/apache/incubator-mxnet/issues/7968 ]
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