for autonomous driving. In this work, we introduce a novel attention module called Dual
Attention (DA) which enables the model to perform robustly and accurately under
complicated enviromental conditions. More specifically, the attention mechanism adopts a
two-pathway correlated attention method to produce additional features and aggregate
globle information. We demonstrate the effectiveness of our method by following and …