SceneAdapt: Scene-based domain adaptation for semantic segmentation using adversarial learning

•We introduce the problem of scene-based domain adaptation.•We propose and release a dataset of urban scenes to perform the analysis.•We propose a method based on adversarial learning to address the task.•Experiments show that the proposed method outperforms the state of the art.