Semantic segmentation is an essential and challenging task with high potential values in a variety of applications, e.g., human-computer interaction, augmented reality , and driverless technology. In this talk, we will introduce a development toolkit for semantic segmentation called PaddleSeg which builds upon PaddlePaddle. It provides reliable implementations of classical methods. Then, we present our research works based on the PaddleSeg.