A spatially aware global and local perspective approach for few-shot incremental learning

Abstract The ability to continuously perceive new concepts with extremely limited samples is innate in human beings. Few-shot incremental learning impersonates this ability by constructing an intelligent learning mechanism, and its intention is to identify novel categories from a given few instances...

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Bibliographic Details
Main Authors: Heng Wu, Zijun Zheng, Laishui Lv, Yifeng Xu, Dalal Bardou, Shanzhou Niu, Gaohang Yu, Yinyin Wang
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-08323-5
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