Fan Lyu received the BS and MS degree in Electronic & Information Engineering, Suzhou University of Science and Technology, China, in 2015 and 2018. He is working toward the PhD degree in the College of Intelligence and Computing, Tianjin University, China. His research interests include lifelong learning, vision-language understanding, low-shot learning, etc. He has published his works on AAAI, CVPR, TPAMI, TMM, etc.