BFMSense: WiFi Sensing Using Beamforming Feedback Matrix
Enze Yi, Dan Wu, Jie Xiong, Fusang Zhang, Kai Niu, Wenwei Li, Daqing Zhang
摘要
WiFi-based contactless sensing has attracted a tremendous amount of attention due to its pervasiveness, low-cost, and non-intrusiveness to users. Existing systems mainly leverage channel state information (CSI) for sensing. However, CSI can only be extracted from very few commodity WiFi devices through driver hacking, severely limiting the adoption of WiFi sensing in real life. We observe a new opportunity that a large range of new-generation WiFi cards can report another piece of information, i.e., beamforming feedback matrix (BFM). In this paper, we propose to leverage this new BFM information for WiFi sensing. Through establishing the relationship between BFM and CSI, we lay the theoretical foundations for BFM-based WiFi sensing for the first time. We show that through careful signal processing, BFM can be utilized for fine-grained sensing. We showcase the sensing capability of BFM using two representative sensing applications, i.e., respiration sensing and human trajectory tracking. Comprehensive experiments show that BFM-based WiFi sensing can achieve highly accurate sensing performance on a large range of newgeneration WiFi devices from various manufacturers, moving WiFi sensing one big step towards real-life adoption.
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引用它的顶会 Paper5
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- RayLoc: Wireless Indoor Localization via Fully Differentiable Ray-tracingXueqiang Han, Tianyue Zheng, Menglan Hu, Chao Cai 等UbiComp 2026 · 被引用 2 次
- Lend Me Your Beam: Privacy Implications of Plaintext Beamforming Feedback in WiFiRui Xiao, Xiankai Chen, Yinghui He, Jun Han 等NDSS 2025
- CamLopa: A Hidden Wireless Camera Localization Framework via Signal Propagation Path AnalysisXiang Zhang, Jie Zhang, Zehua Ma, Jinyang Huang 等S&P 2025
- BFId: Identity Inference Attacks Utilizing Beamforming Feedback InformationJulian Todt, Felix Morsbach, Thorsten StrufeCCS 2025
它引用的顶会 Paper13
- Contactless seismocardiography via deep learning radarsUnsoo Ha, Salah Assana, Fadel AdibMobiCom 2020 · 被引用 198 次
- FingerDraw: Sub-wavelength Level Finger Motion Tracking with WiFi SignalsDan Wu, Ruiyang Gao, Youwei Zeng, Jinyi Liu 等UbiComp 2020 · 被引用 124 次
- Exploring LoRa for Long-range Through-wall SensingFusang Zhang, Zhaoxin Chang, Kai Niu, Jie Xiong 等UbiComp 2020 · 被引用 108 次
- Towards Robust Gesture Recognition by Characterizing the Sensing Quality of WiFi SignalsRuiyang Gao, Wenwei Li, Yaxiong Xie, Enze Yi 等UbiComp 2022 · 被引用 82 次
- Sensor-free Soil Moisture Sensing Using LoRa SignalsZhaoxin Chang, Fusang Zhang, Jie Xiong, Junqi Ma 等UbiComp 2022 · 被引用 76 次
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