The advantages are that the attention no longer needs to find the relevant generic regions by itself but instead find relevant bounding boxes that are object orientated and can serve as semantic guides.
the drawback is that predicting bounding boxes is difficult, which requires large datasets (Krishna et al., 2017) and complex models (Ren et al., 2015(Ren et al., , 2017a.