TransTM: A device-free method based on time-streaming multiscale transformer for human activity recognition

TransTM: A device-free method based on time-streaming multiscale transformer for human activity recognition

RFID-based human activity recognition (HAR) attracts attention due to its convenience, non-invasiveness, and privacy protection. Existing RFID-based HAR methods use modeling, CNN, or LSTM to extract features effectively. Still, they have shortcomings: 1) requiring complex hand-crafted data cleaning...

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Bibliographic Details
Main Authors: Yi Liu, Weiqing Huang, Shang Jiang, Bobai Zhao, Shuai Wang, Siye Wang, Yanfang Zhang
Format: Article
Language:English
Published: KeAi Communications Co., Ltd. 2024-02-01
Series:Defence Technology
Subjects:
Human activity recognition
RFID
Transformer
Online Access:http://www.sciencedirect.com/science/article/pii/S2214914723000508

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