Confidence Calibration for Incremental Learning

Class incremental learning is an online learning paradigm wherein the classes to be recognized are gradually increased with limited memory, storing only a partial set of examples of past tasks. At a task transition, we observe an unintentional imbalance of confidence or likelihood between the classe...

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Bibliographic Details
Main Authors: Dongmin Kang, Yeonsik Jo, Yeongwoo Nam, Jonghyun Choi
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9133417/