Hi, 
Please correct me if I am wrong, It seems the marked line has a small bug that 
makes the anchor height negative (as translated from the anchor corners before 
the exponent assuming the anchors are in order the of [xmax,ymin,xmin,ymax])
https://github.com/apache/incubator-mxnet/blob/d00cb42458802e4471c9517720924f2d595e02c0/src/operator/contrib/multibox_detection.cc#L56

Thanks!

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https://github.com/apache/incubator-mxnet/issues/12452 ]
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