Incremental multi-target domain adaptation for object detection with efficient domain transfer

•Unsupervised multi-target domain adaptation for object detection.•Formulate multi-target adaptation problem as an incremental adaptation problem.•Take advantages of incremental learning to avoid retain/retrain on previous data.•Achieve high level of accuracy across multiple target domains/datasets.•The proposed method is also efficient in term of adaptation complexity.