Hi, I face the same problem now. It seems to me that there is an issue in 
sending the batch into forward_backward and further processing of it in the 
code from the tutorial. The shape [1, 128] is just one array from the entire 
batch of [8, 128] which is based on your batch_size = 8 . For instance, try 
batch_size = 4 and you will see [4, 128] instead. The training code for Faster 
RCNN is made in a different way to the one for SSD (that runs correctly). I am 
now attempting to get rid of that, but it is not ready yet.

Though, it would be nice to hear the comments from MXNet team...





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