Fast incremental learning by transfer learning and hierarchical sequencing

作者：

Highlights：

• Incremental learning can be sequenced into simpler tasks by hierarchical sequencing

• Our class incremental method combines transfer learning and hierarchical sequencing

• Our method attains state-of-the-art results with far less training effort

摘要

•Incremental learning can be sequenced into simpler tasks by hierarchical sequencing•Our class incremental method combines transfer learning and hierarchical sequencing•Our method attains state-of-the-art results with far less training effort

论文关键词：Class incremental learning,Transfer learning,Image classification

论文评审过程：Received 22 December 2021, Revised 9 August 2022, Accepted 13 August 2022, Available online 19 August 2022, Version of Record 12 September 2022.

论文官网地址：https://doi.org/10.1016/j.eswa.2022.118580