Distilling consistent relations for multi-source domain adaptive person re-identification

Yuqiao Xian, Yi-Xing Peng, Xing Sun, Wei-Shi Zheng

Abstract: Highlights•Leverage diverse prior knowledge from multiple source domains to enhance the generalization ability on a new target domain.•Learn consistent knowledge and complementary features with experts from different domains.•Adaptively balance knowledge among experts.•Extensive experimental results on public benchmarks (Market-1501, DukeMTMCreID and MSMT17) have shown the effectiveness of the proposed method.