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Collaboration Better Than Integration:A Novel Time-Frequency-Assisted Deep Feature Enhancement Mechanism for Few-Shot Transfer Learning in Anomaly Detection

Wentao Mao Jianing Wu Shubin Du Ke Feng Zidong Wang

自动化学报（英文版）2026，Vol.13Issue(2)：366-382,17.

自动化学报（英文版）2026，Vol.13Issue(2)：366-382,17.DOI:10.1109/JAS.2025.125702

Collaboration Better Than Integration:A Novel Time-Frequency-Assisted Deep Feature Enhancement Mechanism for Few-Shot Transfer Learning in Anomaly Detection

Wentao Mao ¹Jianing Wu ¹Shubin Du ²Ke Feng ³Zidong Wang⁴

作者信息

1. School of Computer and Information Engineering,Henan Normal University,Xinxiang 453007||Engineering Laboratory of Intelligence Business and Internet of Things of Henan Province,Xinxiang 453007,China
2. Department of Equipment and Mechanical Power,HBIS Group Tangsteel Company,Tangshan 063000,China
3. National University of Singapore,Singapore 119260,Singapore||State Key Laboratory for Manufacturing System Engineering,Xi'an Jiaotong University,Xi'an 710049,China
4. Department of Computer Science,Brunel University London,Uxbridge,Middlesex UB8 3PH,UK
折叠

摘要

关键词

Anomaly detection/feature enhancement/few-shot learning/time frequency analysis/transfer learning

Key words

Anomaly detection/feature enhancement/few-shot learning/time frequency analysis/transfer learning

引用本文复制引用

Wentao Mao,Jianing Wu,Shubin Du,Ke Feng,Zidong Wang..Collaboration Better Than Integration:A Novel Time-Frequency-Assisted Deep Feature Enhancement Mechanism for Few-Shot Transfer Learning in Anomaly Detection[J].自动化学报（英文版）,2026,13(2):366-382,17.

基金项目

This work was supported in part by the National Natural Science Foundation of China(62472146)and the Key Technologies Research Development Joint Foundation of Henan Province of China(225101610001). （62472146）

自动化学报（英文版）

ISSN：2329-9266

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