Sculpting Margin Penalty: Intra-Task Adapter Merging and Classifier Calibration for Few-Shot Class-Incremental Learning

Liang Bai 0006, Hong Song 0003, Jinfu Li 0004, Yucong Lin, Jingfan Fan, Tianyu Fu 0003, Danni Ai, Deqiang Xiao, Jian Yang 0009. Sculpting Margin Penalty: Intra-Task Adapter Merging and Classifier Calibration for Few-Shot Class-Incremental Learning. IEEE Trans. Circuits Syst. Video Techn., 36(7):9589-9605, July 2026. [doi]

Abstract

Abstract is missing.