The official reason coming from the paper is :

“Our method introduces small extra cost by the extra layers in the FPN, but has a lighter weight head. Overall our system is faster than the ResNet-based Faster R-CNN counterpart”

But there are always other reasons that caused by the implementation details. What FPN paper wants to demonstrate is that those extra layers does not hurt in practice.

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Deep Learning

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