A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities

Few-shot learning (FSL) has emerged as an effective learning method and shows great potential. Despite the recent creative works in tackling FSL tasks, learning valid information rapidly from just a few or even zero samples remains a serious challenge. In this context, we extensively investigated 20...

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Bibliographic Details
Published in:ACM computing surveys 2023-12, Vol.55 (13s), p.1-40, Article 271
Main Authors: Song, Yisheng, Wang, Ting, Cai, Puyu, Mondal, Subrota K., Sahoo, Jyoti Prakash
Format: Article
Language:English
Subjects:
Artificial intelligence
Computing methodologies
Learning paradigms
Machine learning
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