Scale-pyramid dynamic atrous convolution for pixel-level labeling

Zhiqiang Li, Jie Jiang, Xi Chen, Min Zhang, Yong Wang, Qingli Li, Honggang Qi, Min Liu, Robert Laganière

Abstract: Highlights•A new scale-pyramid dynamic convolution(SDAConv) is proposed.•SDAConv is truly dynamic and multiple receptive fields.•SDAConv can improve localization accuracy and explore rich contextual information.•SDAConv can be used in a plug-and-play fashion in any architecture.