Before revision:  Extensive experiments on the challenging COCO object detection dataset demonstrated that our CA-FPN significantly outperforms competitive baselines without bells and whistles.
After revision:  Extensive experiments on the challenging COCO object detection dataset demonstrated that our CA-FPN significantly outperforms competitive FPN-based detectors without bells and whistles.