Wi-Fi CSI based Behavior Recognition: From Signals, Actions to Activities
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Abstract (arXiv)
Human behavior recognition has been considered as a core technology that can facilitate variety of applications. However, accurate detection and recognition of human behavior is still a big challenge that attracts a lot of research efforts. Recent advances in the wireless technology (e.g., Wi-Fi Channel State Information, i.e., CSI) enable a new behavior recognition paradigm, which is able to recognize behaviors in a device-free and non-intrusive manner. In this article, we first provide an overview of the basics of Wi-Fi CSI based behavior recognition. Afterwards, we classify related applications into three-granularity: signals, actions and activities, and then provide some insights for designing new schemes. Finally, we conclude by discussing the challenges, possible solutions to these challenges and some open issues involved in CSI based behavior recognition.
Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). First posted on arXiv 1 Dec 2017.
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Citing papers per year: 2021: 1; 2022: 1; 2023: 0; 2024: 0; 2025: 2.
4 papers.
- 2021Machine Learning for the Detection and Identification of Internet of Things (IoT) Devices: A Surveycited by 9
- 2022A Wireless-Vision Dataset for Privacy Preserving Human Activity Recognitioncited by 0
- 2025CoSense-LLM: Semantics at the Edge with Cost- and Uncertainty-Aware Cloud-Edge Cooperationcited by 0
- 2025ZK-SenseLM: Verifiable Large-Model Wireless Sensing with Selective Abstention and Zero-Knowledge Attestationcited by 0
- 2025ZK-SenseLM: Verifiable Large-Model Wireless Sensing with Selective Abstention and Zero-Knowledge Attestation29 Oct 2025
- 2025CoSense-LLM: Semantics at the Edge with Cost- and Uncertainty-Aware Cloud-Edge Cooperation22 Oct 2025
- 2022A Wireless-Vision Dataset for Privacy Preserving Human Activity Recognition24 May 2022
- 2021Machine Learning for the Detection and Identification of Internet of Things (IoT) Devices: A Survey25 Jan 2021