EfficientFi: Towards Large-Scale Lightweight WiFi Sensing via CSI
Compression

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EfficientFi: Towards Large-Scale Lightweight WiFi Sensing via CSI Compression

8 April 2022

Lihua Xie

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Papers citing "EfficientFi: Towards Large-Scale Lightweight WiFi Sensing via CSI Compression"

18 / 18 papers shown

Title
HoloLLM: Multisensory Foundation Model for Language-Grounded Human Sensing and Reasoning Chuhao Zhou Jianfei Yang VLM 250 0 0 23 May 2025
A Transformer-based Multimodal Fusion Model for Efficient Crowd Counting Using Visual and Wireless Signals Zhe Cui Yuli Li Le-Nam Tran 57 0 0 28 Apr 2025
6G WavesFM: A Foundation Model for Sensing, Communication, and Localization Ahmed Aboulfotouh E. Mohammed Hatem Abou-Zeid 70 2 0 18 Apr 2025
Validation of Practicality for CSI Sensing Utilizing Machine Learning Tomoya Tanaka Ayumu Yabuki Mizuki Funakoshi Ryo Yonemoto 28 0 0 09 Sep 2024
On-Device Training Empowered Transfer Learning For Human Activity Recognition Pixi Kang Julian Moosmann Sizhen Bian Michele Magno 90 0 0 04 Jul 2024
SGSM: A Foundation-model-like Semi-generalist Sensing Model Tianjian Yang Hao Zhou Shuo Liu Kaiwen Guo Yiwen Hou Haohua Du Zhi Liu Xiang-Yang Li 27 0 0 15 Jun 2024
Vector Quantization for Deep-Learning-Based CSI Feedback in Massive MIMO Systems Junyong Shin Yujin Kang Yo-Seb Jeon 33 5 0 12 Mar 2024
WiMANS: A Benchmark Dataset for WiFi-based Multi-user Activity Sensing Shuokang Huang Kaihan Li Di You Yichong Chen Arvin Lin Siying Liu Xiaohui Li Julie A. McCann 76 10 0 24 Jan 2024
RSCNet: Dynamic CSI Compression for Cloud-based WiFi Sensing Borna Barahimi Hakam Singh Hina Tabassum Omer Waqar Mohammad Omer 45 6 0 19 Jan 2024
Autosen: improving automatic wifi human sensing through cross-modal autoencoder Qian Gao Yanling Hao Yuanwei Liu 39 2 0 08 Jan 2024
TENT: Connect Language Models with IoT Sensors for Zero-Shot Activity Recognition Yunjiao Zhou Jianfei Yang Han Zou Lihua Xie VLM 86 22 0 14 Nov 2023
Streamlining Multimodal Data Fusion in Wireless Communication and Sensor Networks M. J. Bocus Xiaoyang Wang Robert Piechocki 58 1 0 24 Feb 2023
AirFi: Empowering WiFi-based Passive Human Gesture Recognition to Unseen Environment via Domain Generalization Dazhuo Wang Jianfei Yang Wei Cui Lihua Xie S. Sun 85 32 0 21 Sep 2022
GaitFi: Robust Device-Free Human Identification via WiFi and Vision Multimodal Learning Lang Deng Jianfei Yang Shenghai Yuan Han Zou Chris Xiaoxuan Lu Lihua Xie CVBM 77 44 0 30 Aug 2022
SenseFi: A Library and Benchmark on Deep-Learning-Empowered WiFi Human Sensing Jianfei Yang Xinyan Chen Dazhuo Wang Han Zou Chris Xiaoxuan Lu S. Sun Lihua Xie 3DV 91 91 0 16 Jul 2022
Overview of Deep Learning-based CSI Feedback in Massive MIMO Systems Jiajia Guo Chao-Kai Wen Shi Jin Geoffrey Ye Li 94 155 0 29 Jun 2022
AutoFi: Towards Automatic WiFi Human Sensing via Geometric Self-Supervised Learning Jianfei Yang Xinyan Chen Han Zou Dazhuo Wang Lihua Xie 77 34 0 12 Apr 2022
SecureSense: Defending Adversarial Attack for Secure Device-Free Human Activity Recognition Jianfei Yang Han Zou Lihua Xie AAML HAI 86 20 0 04 Apr 2022

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