Abstract Many residual network-based methods have been proposed to perform object detection. However, most of them may lead overfitting or cannot well in small detection and alleviate the problem overfitting. We propose a multiple spatial network (MSRNet) for Particularly, our method is based on central point algorithm. Our MSRNet employs as backbone. The resulting features are processed by cha...