Auto-Context R-CNN

Region-based convolutional neural networks (R-CNN) have largely dominated object detection. Operators defined on RoIs (Re-gion of Interests) play an important role in R-CNNs such as RoIPooling and RoIAlign. They all only utilize information inside RoIs for RoI prediction, even with their recent deformable extensions.