Before revision:   We also propose a better training strategy with the Assistant Supervision for CBNet-based detectors.
After revision:  Specifically, CBNetV2 integrates the high- and low-level features of multiple backbone networks and gradually expands the receptive field to more efficiently perform object detection. We also propose a better training strategy with the Assistant Supervision for CBNet-based detectors.