Feature pyramid network (FPN) has been an efficient framework to extract multi-scale features in object detection. However, current FPN-based methods mostly suffer from the intrinsic flaw of channel reduction, which brings about loss semantical information. And miscellaneous feature maps may cause serious aliasing effects. In this paper, we present a novel enhancement (CE-FPN) alleviate these p...