Scale-aware spatial pyramid pooling with both encoder-mask and scale-attention for semantic segmentation.

•A scale-aware SPP module is proposed for selecting scale feature for each pixel.•An encoder-mask module is proposed to extract sharper boundary information.•An attention module is proposed to capture long-range dependencies.