Before revision:  Inspired by human reasoning mechanism , it is believed that external visual commonsense knowledge is beneficial for reasoning visual relationships of objects in images, which is however rarely considered in existing methods.
After revision:  Inspired by human reasoning mechanisms , it is believed that external visual commonsense knowledge is beneficial for reasoning visual relationships of objects in images, which is however rarely considered in existing methods.