SA-DPNet: Structure-aware dual pyramid network for salient object detection

•We propose a structure-aware spatial non-local block to harvest structure context into the spatial pyramid module.•The gradient-based edge loss is exploited to enhance the edge structure context and the patch-based global structure context.•We evaluate the proposed method on nine datasets and our network sets a new state-of-the-art performance.