Before revision:  Code will be made publicly available .
After revision:  When plugging CA-FPN into Cascade R-CNN framework built upon a standard ResNet-50 backbone, our method can achieve 44.8 AP on COCO mini-val. Its performance surpasses the previous state-of-the-art by 1.5 AP, demonstrating the potentiality of application .