Mnemonics training: Multi-class incremental learning without forgetting

• Main Authors: LIU, Yaoyao, SU, Yuting, LIU, An-An, SCHIELE, Bernt, SUN, Qianru
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2020
• Subjects: Databases and Information Systems; Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/5593; https://ink.library.smu.edu.sg/context/sis_research/article/6596/viewcontent/Liu_Mnemonics_Training_Multi_Class_Incremental_Learning_Without_Forgetting_CVPR_2020_paper.pdf
• Institution: Singapore Management University

Multi-Class Incremental Learning (MCIL) aims to learn new concepts by incrementally updating a model trained on previous concepts. However, there is an inherent trade-off to effectively learning new concepts without catastrophic forgetting of previous ones. To alleviate this issue, it has been propo...