Single annotated pixel based weakly supervised semantic segmentation under driving scenes

•A novel lightweight weakly supervised task setting for driving scenes understanding.•Implement objects and scenes better representation with semantic and imaging feature.•An alternative iteration structure for fusing intra and inter image learning.•A complete framework to solve weakly supervised tasks under complex driving scenes.