An Overview of Deep Neural Networks for Few-Shot Learning

Recent advancements in deep learning have led to significant breakthroughs across various fields. However, these methods often require extensive labeled data for optimal performance, posing challenges and high costs in practical applications. Addressing this issue, Few-Shot Learning (FSL) is introdu...

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Bibliographic Details
Main Authors: Juan Zhao, Lili Kong, Jiancheng Lv
Format: Article
Language:English
Published: Tsinghua University Press 2025-02-01
Series:Big Data Mining and Analytics
Subjects:
Online Access:https://www.sciopen.com/article/10.26599/BDMA.2024.9020049
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