Linux 802.11n CSI Tool

Overview | Publications | Users | Credits
GitHub | Installation Instructions | FAQ | Get Help

Overview

Picture of IWL5300 wireless NIC
An Intel 5300 NIC

This webpage contains instructions to use our 802.11n measurement and experimentation platform. The CSI Tool is built on the Intel Wi-Fi Wireless Link 5300 802.11n MIMO radios, using a custom modified firmware and open source Linux wireless drivers. We include all the software and scripts needed to run experiments, and to read and parse the channel measurements.

The IWL5300 provides 802.11n channel state information in a format that reports the channel matrices for 30 subcarrier groups, which is about one group for every 2 subcarriers at 20 MHz or one in 4 at 40 MHz. Each channel matrix entry is a complex number, with signed 8-bit resolution each for the real and imaginary parts. It specifies the gain and phase of the signal path between a single transmit-receive antenna pair.

There is more information in our tool release announcement below.

Channel state information for four 1x1 links
Example CSI for 4 SISO links

Publications

Users

More than our own work, we are excited about others using our platform to advance the state of the art. We are proud to list the following published papers using our tools and data.

  1. Heba Abdelnasser, Khaled A. Harras, and Moustafa Youssef.
    A Ubiquitous WiFi-based Fine-Grained Gesture Recognition System. IEEE Trans. Mobile Computing, 2018.
  2. Florian Adamsky, Tatiana Retunskaia, Stefan Schiffner, Christian Köbel, and Thomas Engel.
    WLAN Device Fingerprinting using Channel State Information (CSI). ACM WiSec 2018.
  3. Mohammed Alloulah, Anton Isopoussu, Chulhong Min, and Fahim Kawsar.
    On Tracking the Physicality of Wi-Fi: A Subspace Approach. arXiv: cs.IT, 2018.
  4. Sheheryar Arshad, Chunhai Feng, Israel Elujide, Siwang Zhou, and Yonghe Liu.
    SafeDrive-Fi: A Multimodal and Device Free Dangerous Driving Recognition System Using WiFi. IEEE Intl. Conf. on Comm. (ICC), 2018.
  5. Wenqi Bi, Xiang-Yang Li, Panlong Yang, Guang Li, Hao Zhou, Yichang Li, and Ning Xiao.
    Signal Tracking Using Commodity WiFi. IEEE Big Data Computing and Communications (BIGCOM), 2018.
  6. Yongle Chen, Xiaojian Wang, Dan Yu, Yuli Yang, and Jian Chen.
    Localizing Access Point through Simple Gesture. IEEE Access, 2018.
  7. Zhenghua Chen, Le Zhang, Chaoyang Jiang, Zhiguang Cao, and Wei Cui.
    WiFi CSI Based Passive Human Activity Recognition Using Attention Based BLSTM. IEEE Trans. Mobile Computing, 2018.
  8. Tahmid Z. Chowdhury.
    Using Wi-Fi channel state information (CSI) for human activity recognition and fall detection. Ph.D. Thesis, University of British Columbia, 2018.
  9. Simone Di Domenico, Mauro De Sanctis, Ernestina Cianca, Fabrizio Giuliano, and Giuseppe Bianchi.
    Exploring Training Options for RF Sensing Using CSI. IEEE Communications Magazine, vol. 56 no. 5, May 2018.
  10. Simone Di Domenico, Mauro De Sanctis, Ernestina Cianca, and Marina Ruggieri.
    WiFi-based through-the-wall presence detection of stationary and moving humans analyzing the doppler spectrum. IEEE Aerospace and Electronic Systems Magazine, vol. 33 no. 5–6, May–Jun 2018.
  11. Enjie Ding, Xiansheng Li, Tong Zhao, Lei Zhang, and Yanjun Hu.
    A robust passive intrusion detection system with commodity WiFi devices. Hindawi Journal of Sensors, 2018.
  12. Zehua Dong, Fangmin Li, Julang Ying, and Kaveh Pahlavan.
    Indoor Motion Detection Using Wi-Fi Channel State Information in Flat Floor Environments Versus in Staircase Environments. Sensors, vol. 18, no. 7, July 2018.
  13. Shing H. Doong.
    Counting Human Flow with Deep Neural Network. Hawaii Intl. Conf. on System Sciences (HICSS) 2018.
  14. Changlai Du.
    Exploring the Sensing Capability of Wireless Signals. Ph.D. Thesis, Virginia Polytechnic Institute and State University, 2018.
  15. Changlai Du, Xiaoqun Yuan, Wenjing Lou, and Y. Thomas Hou.
    Context-Free Fine-Grained Motion Sensing using WiFi. IEEE SECON, 2018.
  16. Shihong Duan, Tianqing Yu, and Jie He.
    WiDriver: Driver Activity Recognition System Based on WiFi CSI. Intl. J. Wireless Information Networks, Springer US, 2018.
  17. Dou Fan, Aifeng Ren, Nan Zhao, Xiaodong Yang, Zhiya Zhang, Syed Aziz Shah, Fangming Hu, and Qammer H. Abbasi.
    Breathing Rhythm Analysis in Body Centric Networks. IEEE Access, vol. 6, June 2018.
  18. Jian Fang, Lei Wang, Zhenquan Qin, Jialin Liu, and Bingxian Lu.
    GCC: Group-Based CSI Feedback Compression for MU-MIMO Networks. Mobile Networks and Applications, Springer US, 2018.
  19. Chunhai Feng, Sheheryar Arshad, Ruiyun Yu, and Yonghe Liu.
    Evaluation and Improvement of Activity Detection Systems with Recurrent Neural Network. IEEE Intl. Conf. on Comm. (ICC), 2018.
  20. Liangyi Gong, Chundong Wang, Likun Zhu, Jian Zhang, Wu Yang, Yiyang Zhao, and Chaocan Xiang.
    LAMP: Lightweight and Accurate Malicious Access Points Localization via Channel Phase Information. Wireless Algorithms, Systems, and Applications (WASA) 2018.
  21. Wei Gong and Jiangchuan Liu.
    RoArray: Towards More Robust Indoor Localization Using Sparse Recovery with Commodity WiFi. IEEE Trans. Mobile Computing, July 2018.
  22. Wei Gong and Jiangchuan Liu.
    SiFi: Pushing the Limit of Time-Based WiFi Localization Using a Single Commodity Access Point. ACM Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT), 2018.
  23. Yu Gu, Tao Liu, Jie Li, Fuji Ren, Zhi Liu, Xiaoyan Wang, and Peng Li.
    EmoSense: Data-Driven Emotion Sensing via Off-the-Shelf WiFi Devices. IEEE Intl. Conf. on Comm. (ICC), 2018.
  24. Yu Gu, Jinhai Zhan, Zhi Liu, Jie Li, Yusheng Ji, and Xiaoyan Wang.
    Sleepy: Adaptive sleep monitoring from afar with commodity WiFi infrastructures. IEEE WCNC 2018.
  25. Yu Gu, Yifan Zhang, Jie Li, Yusheng Ji, Xin An, and Fuji Ren.
    Sleepy: Wireless Channel Data Driven Sleep Monitoring via Commodity WiFi Devices. IEEE Trans. Big Data, June 2018.
  26. Xiuzhen Guo, Yuan He, Xiaolong Zheng, Liangcheng Yu, and Omprakash Gnawali.
    ZigFi: Harnessing Channel State Information for Cross-Technology Communication. IEEE INFOCOM 2018.
  27. Chong Han, Qingqing Tan, Lijuan Sun, Hai Zhu, and Jian Guo.
    CSI Frequency Domain Fingerprint-Based Passive Indoor Human Detection. Information, vol. 9, no. 4, 2018.
  28. Shuai Han, Yi Li, Weixiao Meng, Cheng Li, Tianqi Liu, and Yanbo Zhang.
    Indoor Localization With a Single Wi-Fi Access Point Based on OFDM-MIMO. IEEE Systems Journal 2018.
  29. Jingyu Hua, Hongyi Sun, Zhenyu Shen, Zhiyun Qian, and Sheng Zhong.
    Accurate and Efficient Wireless Device Fingerprinting Using Channel State Information. IEEE INFOCOM 2018.
  30. Hua Huang and Shan Lin.
    WiDet: Wi-Fi Based Device-Free Passive Person Detection with Deep Convolutional Neural Networks. ACM Modeling, Analysis, and Simulation of Wireless and Mobile Systems (MSWIM) 2018.
  31. Weijia Jia, Hongjian Peng, Na Ruan, Zhiqing Tang, and Wei Zhao.
    WiFind: Driver fatigue detection with fine-grained Wi-Fi signal features. IEEE Trans. Big, June 2018.
  32. Wenjun Jiang, Chenglin Miao, Fenglong Ma, Shuochao Yao, Yaqing Wang, Ye Yuan, Hongfei Xue, Chen Song, Xin Ma, Dimitrios Koutsonikolas, Wenyao Xu, and Lu Su.
    Towards Environment Independent Device Free Human Activity Recognition. ACM MobiCom 2018.
  33. Yu Jiang, Aiqun Hu, and Jie Huang.
    A lightweight physical-layer based security strategy for Internet of things. J. Cluster Computing, 2018.
  34. Nan Jing, Yu Sun, Lin Wang, and Jinxin Shan.
    Fine-grained wireless propagation ambience sensing. Intl. J. Dist. Sensor Networks, vol. 14, no. 10, 2018.
  35. Chitra R. Karanam, Belal Korany, and Yasamin Mostofi.
    Magnitude-Based Angle-of-Arrival Estimation, Localization, and Target Tracking. IEEE/ACM Information Processing in Sensor Networks (IPSN), 2018.
  36. Nopphon Keerativoranan, Azril Haniz, Kentaro Saito, and Jun-ichi Takada.
    Mitigation of CSI Temporal Phase Rotation with B2B Calibration Method for Fine-Grained Motion Detection Analysis on CommodityWi-Fi Devices. Sensors, vol. 18, no. 3795, 2018.
  37. Sanaz Kianoush, Stefano Savazzi, and Vittorio Rampa.
    Leveraging MIMO-OFDM radio signals for device-free occupancy inference: system design and experiments. EURASIP J. Advances in Sig. Proc, vol. 44, 2018.
  38. Sang-Chul Kim, Kyung Jae Lee, and Taegi Kim.
    Human Activity Recognition Using RNN LSTM. Korea Computer Congress, 2018.
  39. Sang-Chul Kim, Kyung Jae Lee, and Taegi Kim.
    WiFi Channel State Information-based Human Activity Recognition and Prediction with Machine-learning. Proc. Korean Inst. Communications and Information Sciences, June 2018.
  40. Yonghwi Kim, Sanghyun An, and Jungmin So.
    Identifying signal source using channel state information in wireless LANs. IEEE Intl. Conf. Information Networking (ICOIN), 2018.
  41. Ilya V. Korogodin and Vladimir V. Dneprov.
    Impact of antenna mutual coupling on WiFi positioning and angle of arrival estimation. Moscow Workshop on Electronic and Networking Technologies (MWENT), 2018.
  42. Sangyoun Lee, Young-Deok Park, Young-Joo Suh, and Seokseong Jeon.
    Design and implementation of monitoring system for breathing and heart rate pattern using WiFi signals. IEEE Consumer Communications & Networking Conference (CCNC), 2018.
  43. Xinyu Lei, Guan-Hua Tu, Alex X. Liu, Chi-Yu Li, Tian Xie.
    The Insecurity of Home Digital Voice Assistants &emdash; Vulnerabilities, Attacks and Countermeasures. IEEE Conf. Communications and Network Security (CNS) 2018.
  44. He Li, Kaoru Ota, Mianxiong Dong, and Minyi Guo.
    Learning Human Activities through Wi-Fi Channel State Information with Multiple Access Points. IEEE Communications Magazine, vol. 56 no. 5, May 2018.
  45. Qiyue Li, Heng Qu, Zhi Liu, Nana Zhou, Wei Sun, and Jie Li.
    AF-DCGAN: Amplitude Feature Deep Convolutional GAN for Fingerprint Construction in Indoor Localization System. arXiv cs.NI 2018.
  46. Tao Li, Hai Wang, Yuan Shao, and Qiang Niu.
    Channel state information–based multi-level fingerprinting for indoor localization with deep learning. Intl. J. Dist. Sensor Networks, vol. 14, no. 10, 2018.
  47. Shengjie Li, Xiang Li, Qin Lv, and Daqing Zhang.
    WiFit: A Bodyweight Exercise Monitoring System with Commodity Wi-Fi. ACM UbiComp 2018.
  48. Xiang Li, Daqing Zhang, Jie Xiong, Yue Zhang, Shengjie Li, Yasha Wang, and Hong Mei.
    Training-Free Human Vitality Monitoring Using Commodity Wi-Fi Devices. ACM Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT), 2018.
  49. Ze Li, Zengshan Tian, Mu Zhou, Zhenyuan Zhang, and Yue Jin.
    Awareness of Line-of-sight Propagation for Indoor Localization Using Hopkins Statistic. IEEE Sensors J., vol pp., no. 99, March 2018.
  50. Chi Lin, Jiaye Hu, Yu Sun, Fenglong Ma, Lei Wang, and Guowei Wu.
    WiAU: An Accurate Device-Free Authentication System with ResNet. IEEE SECON 2018.
  51. Chi Lin and Mohammad S. Obaidat.
    Behavioral Biometrics Based on Human-Computer Interaction Devices. In Biometric-Based Physical and Cybersecurity Systems, Springer 2018
  52. Wang Lin, Su Xing, Jing Nan, Liu Wenyuan, and Li Binbin.
    Concurrent Recognition of Cross-scale Activities via Sensorless Sensing. IEEE Sensors Journal, 2018.
  53. Jialin Liu, Lei Wang, Jian Fang, Linlin Guo, Bingxian Lu, and Lei Shu.
    Multi-Target Intense Human Motion Analysis and Detection Using Channel State Information. Sensors, vol. 18, no. 3379, 2018.
  54. Jian Liu, Yingying Chen, Yan Wang, Xu Chen, Jerry Cheng, and Jie Yang.
    Monitoring Vital Signs and Postures During Sleep Using WiFi Signals. IEEE Internet of Things Journal, vol 5., no. 3, June 2018.
  55. Heju Li, Xukai Chen, Haohua Du, Xin He, Jianwei Qian, Peng-Jun Wan, and Panlong Yang.
    Wi-Motion: A Robust Human Activity Recognition Using WiFi Signals. arXiv eess.SP, 2018.
  56. Changqing Luo, Jinlong Ji, Qianlong Wang, Xuhui Chen, and Pan Li.
    Channel State Information Prediction for 5G Wireless Communications: A Deep Learning Approach. IEEE Trans. Net. Sci. and Eng., vol 5., no. 3, June 2018.
  57. Yongsen Ma, Gang Zhou, Suangquan Wang, Hongyang Zhao, and Woosub Jung.
    SignFi: Sign Language Recognition Using WiFi. ACM Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT), 2018.
  58. Mohamed Naoufal Mahfoudi, Thierry Parmentelat, Thierry Turletti, and Walid Dabbous.
    Towards Reproducible Wireless Experiments Using R2lab. Extended abstract, SILECS Infrastructure for Large-scale Experimental Computer Science, 2018.
  59. Chulhong Min, Mohammed Alloulah, and Fahim Kawsar.
    An Early Resource Characterisation of Wi-Fi Sensing on Residential Gateways. ACM BuildSys, 2018.
  60. Kai Niu, Fusang Zhang, Zhaoxin Chang, and Daqing Zhang.
    A Fresnel Diffraction Model Based Human Respiration Detection System Using COTS Wi-Fi Devices. ACM UbiComp 2018.
  61. Kazuya Ohara and Takuya Maekawa.
    Easy-to-Install Methods for Indoor Context Recognition Using Wi-Fi Signals. Distributed, Ambient and Pervasive Interactions: Technologies and Contexts (DAPI), 2018.
  62. Thierry Parmentelat, Thierry Turletti, Walid Dabbous, Mohamed Naoufal Mahfoudi, and Francesco Bronzino.
    nepi-ng: an efficient experiment control tool in R2lab. ACM WiNTECH 2018.
  63. Swadhin Pradhan, Ghufran Baig, Wenguang Mao, Lili Qiu, Guohai Chen, and Bo Yang.
    Smartphone-based Acoustic Indoor Space Mapping. ACM Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT), 2018.
  64. Kun Qian, Chenshu Wu, Zheng Yang, Yunhao Liu, Fugui He, and Tianzhang Xing.
    Enabling Contactless Detection of Moving Humans with Dynamic Speeds Using CSI. ACM Trans. Embedded Computing Systems (TECS), vol. 17, no. 2, Jan. 2018.
  65. Kun Qian, Chenshu Wu, Yi Zhang, Guidong Zhang, Zheng Yang, and Yunhao Liu.
    Widar2.0: Passive Human Tracking with a Single Wi-Fi Link. ACM MobiSys 2018.
  66. Muneeba Raja, Viviane Ghaderi, and Stephan Sigg.
    Detecting Driver's Distracted Behaviour from Wi-Fi. IEEE Vehic. Tech. Conf. (VTC), Spring 2018.
  67. Muneeba Raja, Viviane Ghaderi, and Stephan Sigg.
    WiBot! In-Vehicle Behaviour and Gesture Recognition Using Wireless Network Edge. IEEE Intl. Conf. Distributed Computing Systems (ICDCS), 2018.
  68. Ramin Ramezani, Yubin Xiao, and Arash Naeim.
    Sensing-Fi: Wi-Fi CSI and accelerometer fusion system for fall detection. IEEE Biomedical & Health Informatics (BHI), 2018.
  69. Muhammad Shahzad and Shaohu Zhang.
    Augmenting User Identification with WiFi Based Gesture Recognition. ACM Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT), 2018.
  70. Amr M. Shata, Salma S. Abd El-Hamid, Yehia A. Heiba, and Omar A. Nasr.
    Multi-site fusion for WLAN based indoor localization via maximum discrimination fingerprinting. IEEE Innovative Trends in Computer Engineering (ITCE), 2018.
  71. Fengrui Shi, Zhijin Qin, Di Wu, and Julie A. McCann.
    Effective truth discovery and fair reward distribution for mobile crowdsensing. Pervasive and Mobile Computing, 2018.
  72. Shuyu Shi, Stephan Sigg, Lin Chen, and Yusheng Ji.
    Accurate Location Tracking from CSI-based Passive Device-free Probabilistic Fingerprinting. IEEE Trans. Vehicular Technology, vol. PP, no. 99, 2018.
  73. Elahe Soltanaghaei, Avinash Kalyanaraman, and Kamin Whitehouse.
    Multipath Triangulation: Decimeter-level WiFi Localization and Orientation with a Single Unaided Receiver. ACM MobiSys 2018.
  74. Qingqing Tan, Chong Han, Lijuan Sun, Jian Guo, and Hai Zhu.
    A CSI Frequency Domain Fingerprint-Based Method for Passive Indoor Human Detection. IEEE TrustCom/BigDataSE 2018.
  75. Zhou Tao-Yun, Lian Bao-Wang, Zhang Yi, and Liu Sen.
    Amp-Phi: a CSI-based Indoor Positioning System. Intl. J. Pattern Recognition and Artificial Intelligence, 2018.
  76. Yu Taso, Shih-Chun Yeh, Yu-You Liang, Chu-Hsuan Wang and Shih-Hau Fang.
    Subcarrier selection for efficient CSI-based indoor localization. IOP Conf. Ser.: Mater. Sci. Eng., vol. 383, 2018.
  77. Xiaohua Tian, Sujie Zhu, Sijie Xiong, Binyao Jiang, Yucheng Yang, and Xinbing Wang.
    Performance Analysis of Wi-Fi Indoor Localization with Channel State Information. IEEE Trans. on Mobile Computing, vol. pp, no. 99, 2018.
  78. Zengshan Tian, Jiacheng Wang, Xiaolong Yang, and Mu Zhou.
    WiCatch: A Wi-Fi Based Hand Gesture Recognition System. IEEE Access, vol. pp, no. 99, 2018.
  79. Raghav H. Venkatnarayan, Griffin Page, and Muhammad Shahzad.
    Multi-User Gesture Recognition Using WiFi. ACM MobiSys 2018.
  80. Chao Wang, Siwen Chen, Yanwei Yang, Feng Hu, Fugang Liu, and Jie Wu.
    Literature Review on Wireless Sensing—Wi-Fi Signal-Based Recognition of Human Activities. Tsinghua Science and Technology, vol. 23, no. 2, April 2018.
  81. Chundong Wang, Likun Zhu, Liangyi Gong, Zheli Liu, Xiuliang Mo, Wenjun Yang, Min Li, and Zhaoyang Li.
    Detecting Evil-Twin Attack with the Crowd Sensing of Landmark in Physical Layer. Intl. Conf. Algorithms and Architectures for Parallel Processing (ICA3PP), 2018.
  82. Chundong Wang, Likun Zhu, Liangyi Gong, Zhentang Zhao, Lei Yang, Zheli Liu, and Xiaochun Cheng.
    Accurate Sybil Attack Detection Based on Fine-Grained Physical Channel Information. Sensors, vol. 18, no. 3, 2018.
  83. Fangxin Wang, Wei Gong, and Jiangchuan Liu.
    On Spatial Diversity in WiFi-based Human Activity Recognition: A Deep Learning based Approach. IEEE Internet of Things Journal, 2018.
  84. Fei Wang, Jinsong Han, Ziyi Dai, Han Ding, and Dong Huang.
    WiPIN: Operation-free Person Identification using WiFi Signals. arXiv eess.SP 2018.
  85. Fei Wang, Jinsong Han, Shiyuan Zhang, Xu He, and Dong Huang.
    CSI-Net: Unified Body Characterization and Action Recognition. arXiv cs.LG 2018.
  86. Fei Wang, Zhenjiang Li, and Jinsong Han.
    Continuous User Authentication by Contactless Wireless Sensing. arXiv cs.CR 2018.
  87. Jie Wang, Jingyu Tong, Qinghua Gao, Zhenyu Wu, Sheng Bi, and Hongyu Wang.
    Device-Free vehicle speed estimation with WiFi. IEEE Trans. Vehicular Technology (TVT), 2018.
  88. Jie Wang, Liming Zhang, Qinghua Gao, Miao Pan, and Hongyu Wang.
    Device-free Wireless Sensing in Complex Scenarios Using Spatial Structural Information. IEEE Trans. Wireless Communications (TWC), vol. pp, no. 99, 2018.
  89. Ju Wang, Jie Xiong, Hongbo Jiang, Kyle Jamieson, Xiaojiang Chen, Dingyi Fang, and Chen Wang.
    Low Human-Effort, Device-Free Localization with Fine-Grained Subcarrier Information. IEEE Trans. Mobile Communications (TMC), vol. pp, no. 99, 2018.
  90. Xiangyu Wang.
    WiFi Fingerprinting based Indoor Localization: When CSI Tensor meets Deep Residual Sharing Learning. M.S. Thesis, Auburn University, 2018.
  91. Xuyu Wang.
    RF Sensing for Internet of Things: When Machine Learning Meets Channel State Information. Ph.D. Thesis, Auburn University, 2018.
  92. Xuyu Wang, Xiangyu Wang, and Shiwen Mao.
    RF Sensing in the Internet of Things: A General Deep Learning Framework. IEEE Communications Magazine, vol. 56, no. 9, Sept. 2018.
  93. Xuyu Wang, Xiangyu Wang, and Shiwen Mao.
    Deep Convolutional Neural Networks for Indoor Localization with CSI Images. IEEE Trans. on Network Science and Engineering, vol. pp, no. 99, 2018.
  94. Yanzhao Wang, Chundi Xiu, Xuanli Zhang, and Dongkai Yang.
    WiFi Indoor Localization with CSI Fingerprinting-Based Random Forest. Sensors, vol. 18, no. 9, 2018.
  95. Ziqi Wang, Zhihao Gu, Junwei Yin, Zhe Chen, and Yuedong Xu.
    Syncope Detection in Toilet Environments Using Wi-Fi Channel State Information. ACM UbiComp 2018.
  96. Liu Wenyuan, Wang Siyang, Wang Lin, Li Binbin, Su Xing, and Jing Nan.
    From Lens to Prism: Device-free Modeling and Recognition of Multi-part Activities. IEEE ACCESS, June 2018.
  97. Myounggyu Won, Yunfan Zhang, XiaoZhu Jin, and Yongsoon Eun.
    WiParkFind: Finding Empty Parking Slots Using WiFi. IEEE Intl. Conf. on Comm. (ICC), 2018.
  98. Xuangou Wu, Zhaobin Chu, Panlong Yang, Chaocan Xiang, Xiao Zheng, and Wenchao Huang.
    TW-See: Human Activity Recognition Through the Wall with Commodity Wi-Fi Devices. IEEE Trans. Vehicular Tech. (TVT), 2018.
  99. Zhefu Wu, Lei Jiang, Zhuangzhuang Jiang, Bin Chen, Kai Liu, Qi Xuan, and Yun Xiang.
    Accurate Indoor Localization Based on CSI and Visibility Graph. Sensors, vol. 18, no. 8, 2018.
  100. Fu Xiao, Jing Chen, Xiaohui Xie, Linqing Gui, Lijuan Sun, and Ruchuan Wang.
    SEARE: A System for Exercise Activity Recognition and Quality Evaluation Based on Green Sensing. IEEE Trans. Emerging Topics in Computing, vol. pp, no. 99, 2018.
  101. Yalong Xiao, Shigeng Zhang, Jianxin Wang, and Chengzhang Zhu.
    A Novel Indoor Localization Algorithm for Efficient Mobility Management in Wireless Networks. Hindawi Wireless Communications and Mobile Computing, 2018.
  102. Tong Xin, Bin Guo, Zhu Wang, Pei Wang, Jacqueline Chi Kei Lam, Victor Li, and Zhiwen Yu.
    FreeSense: A Robust Approach for Indoor Human Detection Using Wi-Fi Signals. ACM Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT), 2018.
  103. Tong Xin, Bin Guo, Zhu Wang, Pei Wang, and Zhiwen Yu.
    FreeSense: human-behavior understanding using Wi-Fi signals. J. Ambient Intelligence and Human Computing, 2018.
  104. Weidong Yang, Xuyu Wang, Anxiao Song, and Shiwen Mao.
    Wi-Wheat: Contact-free Wheat Moisture Detection with Commodity WiFi. IEEE Intl. Conf. on Communications (ICC) 2018.
  105. Xiaodong Yang, Syed Aziz Shah, Aifeng Ren, Nan Zhao, Zhiya Zhang, Dou Fan, Jianxun Zhao, Weigang Wang, and Masood Ur-Rehman.
    Freezing of Gait Detection Considering Leaky Wave Cable. IEEE Transactions on Antennas and Propagation, 2018.
  106. Xu Yang, Fangyuan Xiong, Yuan Shao, and Qiang Niu.
    WmFall: WiFi-based multistage fall detection with channel state information. Intl. J. Dist. Sensor Networks, vol. 14, no. 10, 2018.
  107. Yanni Yang, Jiannong Cao, Xuefeng Liu, and Xiulong Liu.
    Wi-Count: Passing People Counting with COTS WiFi Devices. IEEE ICCCN 2018.
  108. Nan Yu, Wei Wang, Alex X. Liu, and Lingtao Kong.
    QGesture: Quantifying Gesture Distance and Direction with WiFi Signals. ACM Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT), 2018.
  109. Youwei Zeng, Enze Yi, Dan Wu, Ruiyang Gao, and Daqing Zhang.
    A Full Human Respiration Detection System Using Commodity Wi-Fi Devices. ACM UbiComp 2018.
  110. Fusang Zhang, Daqing Zhang, Jie Xiong, Hao Wang, Kai Niu, Beihong Jin, and Yuxiang Wang.
    From Fresnel Diffraction Model to Fine-grained Human Respiration Sensing with Commodity Wi-Fi Devices. ACM Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT), 2018.
  111. Jie Zhang, Zhanyong Tang, Meng Li, Dingyi Fang, Xiaojiang Chen, and Zheng Wang.
    Find Me A Safe Zone: A Countermeasure for Channel State Information Based Attacks. J. Computers and Security, 2018.
  112. Lei Zhang, Meiguang Liu, Liangfu Lu, and Liangyi Gong.
    Wi-Run: Multi-Runner Step Estimation Using Commodity Wi-Fi. IEEE SECON, 2018.
  113. Yue Zhang, Xiang Li, Shengjie Li, Jie Xiong, and Daqing Zhang.
    A Training-Free Contactless Human Vitality Monitoring Platform Using Commodity Wi-Fi Devices. ACM UbiComp 2018.
  114. Yunfan Zhang.
    An Approach to Finding Parking Space Using the CSI-based WiFi Technology. M.S. Thesis, South Dakota State University, 2018.
  115. Lili Zheng, Binjie Hu, and Haoxiang Chen.
    A High Accuracy Time-Reversal Based WiFi Indoor Localization Approach with a Single Antenna . Sensors, vol. 18, no. 3437, 2018.
  116. Yang Zheng, Min Sheng, Junyu Liu, and Jiandong Li.
    OpArray: Exploiting Array Orientation for Accurate Indoor Localization. IEEE Trans. Communications, 2018.
  117. Mu Zhou, Ze Li, Yue Jin, Zhenyuan Zhang, and Zengshan Tian.
    Intelligent Sub-meter Localization Based on OFDM Modulation Signal. Geological Disaster Monitoring Based on Sensor Networks, 2018.
  118. Rui Zhou, Meng Hao, Xiang Lu, Mingjie Tang, and Yang Fu.
    Device-free Localization Based on CSI Fingerprints and Deep Neural Networks. IEEE SECON 2018.
  119. Qizhen Zhou, Jianchun Xing, Wei Chen, Xuewei Zhang, and Qiliang Yang.
    From Signal to Image: Enabling Fine-Grained Gesture Recognition with Commercial Wi-Fi Devices. Sensors, vol. 18, no. 9, 2018.
  120. Wei Zhou, Lei Wang, Bingxian Lu, Naigao Jin, Linlin Guo, Jialin Liu, Honglei Sun, and Hui Liu.
    Unmanned Aerial Vehicle Detection based on Channel State Information. IEEE SECON Workshops, 2018.
  121. Hongzi Zhu, Yiwei Zhuo, Qinghao Liu, and Shan Chang.
    π-Splicer: Perceiving Accurate CSI Phases with Commodity WiFi Devices. IEEE Trans. Mobile Computing, vol. pp, no. 99, 2018.
  122. Talal Ahmad, Ranveer Chandra, Ashish Kapoor, Michael Daum, and Eric Horvitz.
    Wi-Fly: Widespread Opportunistic Connectivity via Commercial Air Transport. ACM HotNets-XVI 2017.
  123. Kamran Ali, Alex X. Liu, Wei Wang, and Muhammad Shahzad.
    Recognizing Keystrokes Using WiFi Devices. IEEE J. Selected Areas in Communication, vol. 35, no. 5, May 2017.
  124. Mustafa S. Aljumaily and Ghaida A. Al-Suhail.
    Towards ubiquitous human gestures recognition using wireless networks. Intl. J. Pervasive Computing and Communications, vol. 13, no. 4, 2017.
  125. Mohammed A. A. Al-qaness, Yousif Al-Eryani, Nashat Al-jallad.
    Indoor Human Activity Recognition Method Using Csi Of Wireless Signals. International Symposium on Computer Science and Artificial Intelligence (ISCSAI) 2017.
  126. Sheheryar Arshad, Chunhai Feng, Yonghe Liu, Yupeng Hu, Ruiyun Yu, Siwang Zhou, Heng Li.
    Wi-Chase: A WiFi based Human Activity Recognition System for Sensorless Environments. IEEE WoWMoM 2017.
  127. Wenchang Cao, Xinhua Liu, and Fangmin Li.
    Robust device-free fall detection using fine-grained Wi-Fi signatures. IEEE Advanced Information Technology, Electronic and Automation Control Conference (IAEAC) 2017.
  128. Jen-Yin Chang, Kuan-Ying Lee, Yu-Lin Wei, Kate Ching-Ju Lin, and Winston Hsu.
    We Can “See” You via Wi-Fi — WiFi Action Recognition via Vision-based Methods. arXiv cs.CV 2017.
  129. Hao Chen, Yifan Zhang, Wei Li, Xiaofeng Tao, and Ping Zhang.
    ConFi: Convolutional Neural Networks Based Indoor Wi-Fi Localization Using Channel State Information. IEEE Access, vol. 5, 2017.
  130. Yuanying Chen, Wei Dong, Yi Gao, Xue Liu, and Tao Gu.
    Rapid: A Multimodal and Device-free Approach Using Noise Estimation for Robust Person Identification. ACM J. Proc. Interactive Mobile Wearable Ubiquitous Technology, vol. 1, no. 3, September 2017.
  131. Yen-Kai Cheng and Ronald Y. Chang.
    Device-Free Indoor People Counting Using Wi-Fi Channel State Information for Internet of Things. IEEE Globecom 2017.
  132. Tahmid Z. Chowdhury, Cyril Leung, and Chun Yan Miao.
    WiHACS: Leveraging WiFi for Human Activity Classification using OFDM Subcarriers’ correlation. IEEE GlobalSIP 2017.
  133. Weirong Cui, Chenglie Du, and Jinchao Chen.
    PSP: proximity-based secure pairing of mobile devices using WiFi signals. J. Wireless Networks 2017.
  134. Giovanni Escudero, Jun Gyu Hwang, and Joon Goo Park.
    An Indoor Positioning Method using IEEE 802.11 Channel State Information. IEEE J. Elec. Eng. & Tech., vol. 12, no. 3, 2017.
  135. Jian Fang, Lei Wang, Zhenquan Qin, Jialin Liu, and Bingxian Lu.
    LFC: Adaptive location-based CSI feedback compression for MU-MIMO networks. IEEE Intl. Smart Cities Conference (ISC2) 2017.
  136. Chunhai Feng, Sheheryar Arshad, and Yonghe Liu.
    MAIS: Multiple Activity Identification System Using Channel State Information of WiFi Signals. Wireless Algorithms, Systems, and Applications (WASA) 2017.
  137. Qinhua Gao, Jie Wang, Xiaorui Ma, Xueyan Feng, and Hongyu Wang.
    CSI-based Device-free Wireless Localization and Activity Recognition Using Radio Image Features. IEEE Trans. Vehicular Tech., vol. pp, no. 99, 2017.
  138. Ruiyang Gao, Hao Wang, Dan Wu, Kai Niu, Enze Yi, and Daqing Zhang.
    A model based decimeter-scale device-free localization system using COTS wi-fi devices. ACM UbiComp/ISWC 2017.
  139. Wei Gong and Jiangchuan Liu.
    Robust Indoor Wireless Localization Using Sparse Recovery. IEEE ICDCS 2017.
  140. G Gottardi and T Moriyama.
    Indoor detection of passive targets recast as an inverse scattering problem. J. Phys.: Conf. Ser. 904, 2017.
  141. Yu Gu, Jinhai Zhan, Yusheng Ji, Jie Li, Fuji Ren, and Shangbing Gao.
    MoSense: A RF-based Motion Detection System via Off-the-Shelf WiFi Devices. IEEE Internet of Things Journal 2017.
  142. Linlin Guo, Lei Wang, Jialin Liu, Wei Zhou, and Bingxian Lu.
    HuAc: Human Activity Recognition Using Crowdsourced WiFi Signals and Skeleton Data. Hindawi Wireless Communications and Mobile Computing 2017.
  143. Xiaonan Guo, Bo Liu, Cong Shi, Hongbo Liu, Yingying Chen, and Mooi Choo Chuah.
    WiFi-Enabled Smart Human Dynamics Monitoring. ACM SenSys 2017.
  144. Juan He, Yue Hu, Xinyan Liu, Chen Liu, Yao Peng, and Xianjia Meng.
    LiReT: An Fine-Grained Self-Adaption Device-Free Localization with Little Human Effort. IEEE SMARTCOMP 2017.
  145. Xudong Huang, Songtao Guo, Yan Wu, and Yuanyuan Yang.
    A fine-grained indoor fingerprinting localization based on magnetic field strength and channel state information. Pervasive and Mobile Computing, vol. 41, Oct. 2017.
  146. Hayoung Jeong and Jong Kim.
    Leveraging CSI-channel for motion frequency inference. Korea Information Science Society, vol. 2017 no. 6, Jun 2017.
  147. Hyeseong Jeong, Sungsoo Kim, and Jaehyuk Choi.
    Understanding of Wi-Fi Channel State Information for Driver’s Motion Recognition in Vehicle Environments. Korea Software Congress, vol. 2017 no. 12, Dec 2017.
  148. Sang-Chul Kim.
    Device-free Activity Recognition Using CSI & Big Data Analysis: A Survey. IEEE Ubiquitous and Future Networks (ICUFN), 2017.
  149. Ilya V. Korogodin, Evgeniy N. Boldenkov, and Vladimir V. Dneprov.
    Vehicle-to-vehicle Angular Determinations by Means of DSRC Signals. ION GNSS+ 2017.
  150. Manikanta Kotaru and Sachin Katti.
    Position Tracking for Virtual Reality using Commodity WiFi. arXiv cs.CV 2017.
  151. Manikanta Kotaru, Pengyu Zhang, and Sachin Katti.
    Localizing Low-power Backscatter Tags Using Commodity WiFi. ACM CoNEXT 2017.
  152. Sangyoun Lee, Seokseong Jeon, Young Deok Park, and Young-Joo Suh.
    Detection of Breathing and Heart-Rate Pattern Change Using Off-the-shelf WiFi Devices. J. of Korean Institute of Communications and Information Sciences, vol. 42, no. 8, 2017.
  153. Won-Seok Lee, Chang-Hee Kang, Yeon-Kug Moon, and Hyoung-Kyu Song.
    Determination Scheme for Detection Thresholds Using Multiple Antennas in Wi-Fi Backscatter Systems. IEEE Access, vol. 5, October 2017.
  154. Xinyu Lei, Guan-Hua Tu, Alex X. Liu, Chi-Yu Li, Tian Xie.
    The Insecurity of Home Digital Voice Assistants – Amazon Alexa as a Case Study. arXiv cs.CR 2017.
  155. Ilya Levitsky and Alexey Kureev (Илья Левицкий and Алексей Куреев).
    Localization in rooms using Wi-Fi networks (Локализация в помещениях с помощью сетей Wi-Fi). 11th Interdisciplinary School-Conference on Information Technologies and Systems, Ufa, 2017.
  156. Fan Li, Xiuxiu Wang, Huijie Chen, Kashif Sharif, and Yu Wang.
    ClickLeak: Keystroke Leaks Through Multimodal Sensors in Cyber-Physical Social Networks. IEEE Access, vol. pp, no. 99, 2017.
  157. Shengjie Li, Xiang Li, Kai Niu, Hao Wang, Yue Zhang, and Daqing Zhang.
    AR-Alarm: An Adaptive and Robust Intrusion Detection System Leveraging CSI from Commodity Wi-Fi. Intl. Conf. Smart Homes and Health Telematics (ICOST) 2017.
  158. Xiang Li, Daqing Zhang, Qin Lv, Jie Xiong, Shengjie Li, Yue Zhang, and Hong Mei.
    IndoTrack: Device-Free Indoor Human Tracking with Commodity Wi-Fi. ACM J. Proc. Interactive Mobile Wearable Ubiquitous Technology, vol. 1, no. 3, September 2017.
  159. Xiaohai Li, Yiqiang Chen, Zhongdong Wu, Xiaohui Peng, Jindong Wang, Lisha Hu, and Diancun Yu.
    Weak multipath effect identification for indoor distance estimation. 2017.
  160. Hongbo Liu, Yan Wang, Jian Liu, Jie Yang, Yingying Chen, and Vincent Poor.
    Authenticating Users through Fine-grained Channel Information. IEEE Trans. Mobile Computing (TMC), 2017.
  161. Jialin Liu, Lei Wang, Linlin Guo, Jian Fang, Bingxian Lu, and Wei Zhou.
    A research on CSI-based human motion detection in complex scenarios. IEEE Intl. Conf. on e-Health Networking, Applications and Services (Healthcom) 2017.
  162. Jiguang Lv, Dapeng Man, Wu Yang, Xiaojiang Du, and Miao Yu.
    Robust WLAN-based Indoor Intrusion Detection Using PHY Layer Information. IEEE Access, vol. PP, no. 99, 2017.
  163. Jiguang Lv, Wu Yang, and Dapeng Man.
    Device-Free Passive Identity Identification via WiFi Signals. Sensors, vol. 17, no. 11, 2017.
  164. Hongjiang Lyu, Linghe Kong, Chengzhang Li, Yunxin Liu, Jiansong Zhang, and Guihai Chen.
    BikeLoc: a Real-time High-Precision Bicycle Localization System Using Synthetic Aperture Radar. ACM Asia-Pacific Workshop on Networking (APNet) 2017.
  165. Yongsen Ma, Gang Zhou, and Shan Lin.
    EliMO: Eliminating Channel Feedback from MIMO. IEEE SMARTCOMP 2017.
  166. Huafeng Mei, Xinhua Liu, Caiyun Xia, and Hao Ren.
    RAPD: Robust and adaptive passive human detection using PHY layer information. IEEE Advanced Information Technology, Electronic and Automation Control Conference (IAEAC) 2017.
  167. Hessam Mohammadmoradi, Shengrong Yin, and Omprakash Gnawali.
    Room occupancy estimation through wifi, UWB, and light sensors mounted on doorways. Int'l Conf. on Smart Digital Environments (ICSDE) 2017
  168. Mohamed Naoufal Mahfoudi, Thierry Turletti, Thierry Parmentelat, and Walid Dabbous.
    Lessons Learned while Trying to Reproduce the OpenRF Experiment. ACM SIGCOMM Reproducibility Workshop (Reproducibility) 2017.
  169. Md. Nafiul Alam Nipu and Souvik Talukder.
    Human identification using wifi signal. BRAC University, 2017.
  170. Kazuya Ohara, Taisei Hayashi, Takuya Maekawa, and Yasuyuki Matsushita.
    Metric Structure from Motion by Indoor Localization using Wi-Fi Channel State Information. IEEE Intl. Conf. Mechanics and Automation (ICMA) 2017.
  171. Kazuya Ohara, Takuya Maekawa, and Yasuyuki Matsushita.
    Detecting State Changes of Indoor Everyday Objects using Wi-Fi Channel State Information. ACM J. Proc. Interactive Mobile Wearable Ubiquitous Technology, vol. 1, no. 3, September 2017.
  172. Sameera Palipana, David Rojas, Piyush Agrawal, and Disk Pesch.
    FallDeFi: Ubiquitous Fall Detection using Commodity Wi-Fi Devices. Proc. ACM Interactive, Mobile, Wearable, and Ubiquitous Technologies, vol. 1, no, 4, December 2017.
  173. Na Pang, Dali Zhu, Gang Li, and Shaowu Liu.
    WarnFi: Non-invasive wifi-based abnormal activity sensing using non-parametric model. IEEE MILCOM 2017.
  174. Na Pang, Dali Zhu, Kaiwen Xue, Wenjing Rong, Yinlong Liu, and Changhai Ou.
    Analyzing Customer’s Product Preference Using Wireless Signals. Knowledge Science, Engineering, and Management (KSEM) 2017.
  175. Hongjian Peng and Weijia Jia.
    WiFind: Driver Fatigue Detection with Fine-Grained Wi-Fi Signal Features. IEEE GLOBECOM 2017.
  176. Kun Qian, Chenshu Wu, Zheng Yang, Yunhao Liu, and Kyle Jamieson.
    Widar: Decimeter-Level Passive Tracking via Velocity Monitoring with Commodity Wi-Fi. ACM MobiHoc 2017.
  177. Kun Qian, Chenshu Wu, Zimu Zhou, Yue Zheng, Zheng Yang, and Yunhao Liu.
    Inferring Motion Direction using Commodity Wi-Fi for Interactive Exergames. CHI 2017.
  178. Syed Aziz Shah, Zhiya Zhang, Aifeng Ren, Nan Zhao, Xiaodong Yang, Wei Zhao, Jie Yang, Jianxun Zhao, Wanrong Sun and Yang Hao.
    Buried Object Sensing Considering Curved Pipeline. IEEE Antennas and Wireless Propagation Letters, 2017.
  179. Muhammad Shahzad and Munindar P. Singh.
    Continuous Authentication and Authorization for the Internet of Things. IEEE Internet Computing, vol. 21, no. 2, March-April 2017.
  180. Jiacheng Shang and Jie Wu.
    A Robust Sign Language Recognition System with Multiple Wi-Fi Devices. ACM MobiArch 2017.
  181. Jiacheng Shang and Jie Wu.
    A Robust Sign Language Recognition System with Sparsely Labeled Instances Using Wi-Fi Signals. ACM Mobile, Ad-hoc, and Sensor Systems (MASS) 2017.
  182. Bai Shi, Jie Zhuang, and Hong Pang.
    Non-cooperative indoor human motion detection through channel state information. J. Computer Applications, 1001-9081, 2017.
  183. Cong Shi, Jian Liu, Hongbo Liu, and Yingying Chen.
    Smart User Authentication through Actuation of Daily Activities Leveraging WiFi-enabled IoT. ACM MobiHoc 2017.
  184. Elahe Soltanaghaei, Avinash Kalyanaraman, and Kamin Whitehouse.
    Peripheral WiFi Vision: Exploiting Multipath Reflections for More Sensitive Human Sensing. ACM Workshop on Physical Analytics (WPA) 2017.
  185. Elahe Soltanaghaei, Avinash Kalyanaraman, and Kamin Whitehouse.
    Poster: Improving Multipath Resolution with MIMO Smoothing. ACM MobiCom 2017.
  186. Zhenyu Song, Longfei Shangguan, and Kyle Jamieson.
    Wi-Fi Goes to Town: Rapid Picocell Switching for Wireless Transit Networks. ACM SIGCOMM 2017.
  187. Keming Tang, Yong Xu, and Wei Guo.
    An indoor human motion detection algorithm based on channel state information. IEEE Intl. Smart Cities Conference (ISC2) 2017.
  188. Zengshan Tian, Yong Li, Mu Zhou, and Yinghui Lian.
    WLAN Indoor Localization Using Angle of Arrival. Intl. Conf. Machine Learning and Intelligent Communications (MLICOM) 2017.
  189. F. Viani, A. Polo, E. Giarola, M. Salucci, and A. Massa.
    Principal component analysis of CSI for the robust wireless detection of passive targets. IEEE ACES 2017.
  190. Aditya Virmani and Muhammad Shahzad.
    Position and Orientation Agnostic Gesture Recognition Using WiFi. ACM MobiSys 2017.
  191. Hao Wang, Daqing Zhang, Kai Niu, Qin Lv, Yuanhuai Liu, Dan Wu, Ruiyang Gao, and Bing Xie.
    MFDL: A Multicarrier Fresnel Penetration Model based Device-Free Localization System leveraging Commodity Wi-Fi Cards. arXiv cs.NI 2017.
  192. Hao Wang, Daqing Zhang, Yasha Wang, Junyi Ma, Yuxiang Wang, and Shengjie Li.
    RT-Fall: A Real-Time and Contactless Fall Detection System with Commodity WiFi Devices. IEEE Trans. Mobile Computing, vol. 16, no. 2, February 2017.
  193. Pei Wang, Bin Guo, Tong Xin, Zhu Wang, and Zhiwen Yu.
    TinySense: Multi-User Respiration Detection using Wi-Fi CSI Signals. IEEE Intl. Conf. on e-Health Networking, Applications and Services (Healthcom) 2017.
  194. Wei Wang, Alex X. Liu, Muhammad Shazad, Kang Ling, and Sanglu Lu.
    Device-free Human Activity Recognition Using Commercial WiFi Devices. IEEE J. Selected Areas in Communication, vol. PP, no. 99, March 2017.
  195. Xuyu Wang, Lingjun Gao, and Shiwen Mao.
    BiLoc: Bi-Modal Deep Learning for Indoor Localization With Commodity 5GHz WiFi. IEEE ACCESS, vol. 5, March 2017.
  196. Xuyu Wang, Lingjun Gao, Shiwen Mao, and Santosh Pandey.
    CSI-Based Fingerprinting for Indoor Localization: A Deep Learning Approach. IEEE Trans. Vehicular Technology, vol. 66, no. 1, Jan 2017.
  197. Xuyu Wang, Chao Yang, and Shiwen Mao.
    PhaseBeat: Exploiting CSI Phase Data for Vital Sign Monitoring with Commodity WiFi Devices. IEEE ICDCS 2017.
  198. Xuyu Wang, Chao Yang, and Shiwen Mao.
    TensorBeat: Tensor Decomposition for Monitoring Multi-Person Breathing Beats with Commodity WiFi. arXiv cs.CE 2017.
  199. Zhu Wang, Bin Guo, Zhiwen Yu, and Xingshe Zhou.
    Wi-Fi CSI based Behavior Recognition: From Signals, Actions to Activities. arXiv cs.HC 2017.
  200. Myounggyu Won, Shaohu Zhang, and Sang H. Son.
    WiTraffic: Low-cost and Non-intrusive Traffic Monitoring System Using WiFi. IEEE ICCCN 2017.
  201. Dan Wu, Daqing Zhang, Chenren Xu, Hao Wang, and Xiang Li.
    Device-Free WiFi Human Sensing: From Pattern-Based to Model-Based Approaches. IEEE Communications Magazine, vol. 55, no. 10, Oct. 2017.
  202. Zhefu Wu, Qiang Xu, Jianan Li, Chenbo Fu, Qi Xuan, and Yun Xiang.
    Passive Indoor Localization Based on CSI and Naive Bayes Classification. IEEE Trans. Systems, Man, and Cybernetics, vol. PP, No. 99, April 2017.
  203. Zhefu Wu, Qiang Xu, Zhongyou Wang, Bin Chen, and Qi Xuan.
    Passive indoor positioning based on channel state information. J. Harbin Engineering University, vol. 38, no. 8, 2017.
  204. Yalong Xiao, Jianxin Wang, Shigeng Zhang, Haodong Wang, and Jiannong Cao.
    Accurate Indoor Localization with Multiple Feature Fusion. Wireless Algorithms, Systems, and Applications (WASA) 2017.
  205. Yang Xu, Wei Yang, Jianxin Wang, Xing Zhou, Hong Li, and Liusheng Huang.
    172 WiStep: Device-free Step Counting with WiFi Signals. ACM Interactive, Mobile, Wearable, and Ubiquitous Technologies (IMWUT) 2017.
  206. Chao Yang.
    Contact-free Vital Sign Monitoring Using Phase Difference of Channel State Information. M.S. Thesis, Auburn University, 2017.
  207. Hao Yang, Hua Xu, and Keming Tang.
    WiHumo: a real-time lightweight indoor human motion detection. Intl. J. Sensor Networks, Vol. 24, No. 2, 2017.
  208. Hao Yang, Licai Zhu, and Weipeng Lv.
    A HCI Motion Recognition System Based on Channel State Information with Fine Granularity. Wireless Algorithms, Systems, and Applications (WASA) 2017.
  209. Zhice Yang, Qianyi Huang, and Qian Zhang.
    NICScatter: Backscatter as a Covert Channel in Mobile Devices. ACM MobiCom 2017.
  210. Siamak Yousefi, Hirokazu Narui, Sankalp Dayal, Stefano Ermon, and Shahrokh Valaee.
    A Survey on Behaviour Recognition Using WiFi Channel State Information. IEEE Communications Magazine, vol. 55, no. 10, Oct. 2017.
  211. Hongli Yu, Guilin Chen, Shenghui Zhao, and Chih-Yung Chang.
    A Passive Localization Scheme Based on Channel State Information in an Indoor Environment. IEEE Advanced Information Networking and Applications Workshops (WAINA), March 2017.
  212. Xi Zeng, Wei Lin, and Jingwei Lan.
    Based on the CSI regional segmentation indoor localization algorithm. American Institute of Physics (AIP) Conference Proceedings 2017.
  213. Yunze Zeng, Ioannis Pefkianakis, Kyu-Han Kim, and Prasant Mohapatra.
    MU-MIMO-Aware AP Selection for 802.11ac Networks. ACM MobiHoc 2017.
  214. Daping Zhang, Hao Wang, and Dan Wu.
    Toward Centimeter-Scale Human Activity Sensing with Wi-Fi Signals. IEEE Computer, vol. 50, no. 1, January 2017.
  215. Feng Zhang, Chen Chen, Beibei Wang, and K. J. Ray Liu.
    WiSpeed: A Statistical Electromagnetic Approach for Device-Free Indoor Speed Estimation. arXiv eess.SP 2017.
  216. Lei Zhang, Enjie Ding, Zhikai Zhao, Yanjun Hu, Xin Wang, and Kai Zhang.
    A novel fingerprinting using channel state information with MIMO–OFDM . Cluster Computing, Springer US, 2017.
  217. Yuhe Zhang and Lin Zhang.
    WiFi-based contactless activity recognition on smartphones. IEEE Communications in China (ICCC), 2017.
  218. Linsheng Zhao, Hongpeng Wang, Pengpeng Li, and Jingtai Liu.
    An Improved WiFi Indoor Localization Method Combining Channel State Information and Received Signal Strength. IEEE Chinese Control Conference (CCC) 2017.
  219. Xiaolong Zheng, Jiliang Wang, Longfei Shangguan, Zimu Zhou, and Yunhao Liu.
    Design and Implementation of a CSI-Based Ubiquitous Smoking Detection System. IEEE/ACM Trans. Networking, vol. pp, no. 99, 2017.
  220. Qizhen Zhou, Chenshu Wu, Jianchun Xing, Juelong Li, Zheng Yang, and Qiliang Yang.
    Wi-Dog: Monitoring School Violence with Commodity WiFi Devices. Wireless Algorithms, Systems, and Applications (WASA) 2017.
  221. Rui Zhou, Jiesong Chen, Xiang Lu and Jia Wu.
    CSI Fingerprinting with SVM Regression to Achieve Device-free Passive Localization. IEEE WoWMoM 2017.
  222. Rui Zhou, Xiang Lu, Pengbiao Zhao, and Jiesong Chen.
    Device-free Presence Detection and Localization with SVM and CSI Fingerprinting. IEEE Sensors Journal, vol. pp, no. 99, 2017.
  223. Dali Zhu, Na Pang, Weimiao Feng, Muhmmad Al-Khiza'ay, and Yuchen Ma.
    Device-Free Intruder Sensing Leveraging Fine-Grained Physical Layer Signatures. Knowledge Science, Engineering, and Management (KSEM) 2017.
  224. Dali Zhu, Na Pang, Gang Li, and Shaowu Liu.
    NotiFi: A ubiquitous WiFi-based abnormal activity detection system. IEEE Intl. Joint Conf. on Neural Networks (IJCNN) 2017.
  225. Hai Zhu, Fu Xiao, Lijuan Sun, Ruchuan Wang, and Panlong Yang.
    R-TTWD: Robust Device-free Through-The-Wall Detection of Moving Human with WiFi. IEEE J. Selected Areas in Communication, vol. PP, no. 99, March 2017.
  226. Hai Zhu, Fu Xiao, Lijuan Sun, Xiaohui Xie, Panlong Yang, and Ruchuan Wang.
    Robust and passive motion detection with COTS WiFi devices. Tsinghua Science and Technology, vol. 22 no. 4, August 2017.
  227. Yiwei Zhuo, Hongzi Zhu, Hua Xue, and Shan Chang.
    Perceiving Accurate CSI Phases with Commodity WiFi Devices. IEEE INFOCOM, 2017.
  228. Yongpan Zou, Weifeng Liu, Kaishun Wu, and Lionel M. Ni.
    Wi-Fi Radar: Recognizing Human Behavior with Commodity Wi-Fi. IEEE Communications Magazine, vol. 55, no. 10, Oct. 2017.
  229. Yongpan Zou, Yuxi Wang, Shufeng Ye, Kaishun Wu, and Lionel M. Ni.
    TagFree: Passive Object Differentiation via Physical Layer Radiometric Signatures. IEEE PERCOM, 2017.
  230. Mohammed Abdulaziz Aide Al-qaness and Fangmin Li.
    WiGeR: WiFi-Based Gesture Recognition System. ISPRS J. Geo-Inf, vol. 5, no. 6, June 2016.
  231. Mohammed Abdulaziz Aide Al-qaness, Fangmin Li, Xiaolin Ma, and Guo Liu.
    Device-Free Home Intruder Detection and Alarm System Using Wi-Fi Channel State Information. Intl. J. Future Computer and Communication, vol. 5, no. 4, August 2016.
  232. Mohammed Abdulaziz Aide Al-qaness, Fangmin Li, Xiaolin Ma, Yong Zhang, and Guo Liu.
    Device-Free Indoor Activity Recognition System. Applied Sciences, vol. 6, no. 11, November 2016.
  233. Mustafa Aljumaily and Ramin Nabati.
    Convex Optimization in Human Gesture Recognition. ECE-611 Course Project Report, The University of Tennessee, Knoxville, Dec. 2016.
  234. Ibrahim Ethem Bagci.
    Novel Security Mechanisms for Wireless Sensor Networks. Ph.D. Thesis, Lancaster University 2016.
  235. Christian Brauers, Wolfgang Endemann, and Rüdiger Kays.
    Augmenting OFDM wireless local networks with motion detection capability. IEEE ICCE-Berlin 2016.
  236. Jen-Yin Chang, Kuan-Ying Lee, Kate Ching-Ju Lin, and Winston Hsu.
    WiFi action recognition via vision-based methods. IEEE ICASSP 2016.
  237. Sankalp Dayal, Hirokazu Narui, and Paraskevas Deligiannis.
    Human Fall Detection in Indoor Environments Using Channel State Information of Wi-Fi Signals. CS229, Stanford University 2016.
  238. Simone Di Domenico, Mauro De Sanctis, Ernestina Cianca, and Giuseppe Bianchi.
    A Trained-once Crowd Counting Method Using Differential WiFi Channel State Information. ACM MobiSys Workshop on Physical Analytics 2016.
  239. Simone Di Domenico, Giovanni Pecoraro, Ernestina Cianea, and Mauro De Sanctis.
    Trained-once device-free crowd counting and occupancy estimation using WiFi: A Doppler spectrum based approach. IEEE WiMob 2016.
  240. Biyi Fang, Nicholas D. Lane, Mi Zhang, Aidan Boran, and Fahim Kawsar.
    BodyScan: Enabling Radio-based Sensing on Wearable Devices for Contactless Activity and Vital Sign Monitoring. ACM MobiSys 2016.
  241. Biyi Fang, Nicholas D. Lane, Mi Zhang, and Fahim Kawsar.
    HeadScan: A Wearable System for Radio-Based Sensing of Head and Mouth-Related Activities. IEEE IPSN 2016.
  242. Ethan D. Gaebel.
    Looks Good to Me: Authentication for Augmented Reality. M.S. Thesis, Virginia Polytechnic Institute and State University 2016.
  243. Ethan D. Gaebel, Ning Zhang, Wenjing Lou, and Y. Thomas Hou.
    Looks Good to Me: Authentication for Augmented Reality. Intl. Workshop on Trustworthy Embedded Devices 2016.
  244. Liangyi Gong, Wu Yang, Zimu Zhou, Dapeng Man, Haibin Cai, Xiancun Zhou, and Zheng Yang.
    An adaptive wireless passive human detection via fine-grained physical layer information. Ad Hoc Networks, vol. 38, 1 March 2016.
  245. Liangyi Gong, Wu Yang, Dapeng Man, and Jiguang Lv.
    iPil: improving passive indoor localisation via link-based CSI features. Intl. J. Ad Hoc and Ubiquitous Computing 2016.
  246. Mahanth Gowda, Ashutosh Dhekne, and Romit Roy Choudhury.
    The Case for Robotic Wireless Networks. WWW 2016.
  247. Sebastian Henningsen, Stefan Dietzel, and Björn Scheuermann.
    Attack Detection in Wireless Networks Using Channel State Information. Proc. 2nd GI Expert Talk on Localization, RWTH Aachen 2016.
  248. Feng Hong, Xiang Wang, Yanni Yang, Yuan Zong, and Zhongwen Guo.
    WFID: Passive Device-free Human Identification Using WiFi Signal. ACM MOBIQUITOUS 2016.
  249. Chitra Javali, Girish Revadigar, Kasper B. Rasmussen, Wen Hu, and Sanjay Jha.
    I Am Alice, I Was in Wonderland: Secure Location Proof Generation and Verification Protocol. IEEE Local Computer Networks 2016.
  250. Muhammad O Khan and Lili Qiu.
    Accurate WiFi packet delivery rate estimation and applications. IEEE INFOCOM 2016.
  251. Young-Han Kim, Hyun-Seok Ahn, Chanseok Yoon, Yongseok Lim, and Seung-ok Lim.
    Development of zero-energy communication sensor tag system using ambient Wi-Fi signal. IEEE SENSORS 2016.
  252. Swarun Kumar.
    Pushing the Limits of Wireless Networks. Ph.D. Thesis, MIT 2016.
  253. Bing Li, Shengkai Zhang, and Shaojie Xhen.
    CSI-Based WiFi-Internal State Estimation. IEEE Intl. Conf. Multisensor Fusion and Integration for Intelligent Systems 2016.
  254. Chu-Chen Li and Shih-Hau Fang.
    Device-free human detection using WiFi signals. IEEE Consumer Electronics 2016.
  255. Fangmin Li, Mohammed Abdulaziz Aide Al-qaness, Yong Zhang, Bihai Zhao, and Xidao Luan.
    A Robust and Device-Free System for the Recognition and Classification of Elderly Activities. Sensors, Vol 16., no. 12., December 2016
  256. Hong Li, Wei Yang, Jianxin Wang, Yang Xu, and Liusheng Huang.
    WiFinger: talk to your smart devices with finger-grained gesture. ACM UbiComp 2016.
  257. Hong Li, Wei Yang, Yang Xu, Jianxin Wang, and Liusheng Huang.
    A Real Time Wireless Interactive Multimedia System. Asia-Pacific Web Conference 2016.
  258. Hong Li, Wei Yang, Yang Xu, Jianxin Wang, and Liusheng Huang.
    WiCare: A Synthesized Healthcare Service System Based on WiFi Signals. Intl. Conf. Service-Oriented Computing 2016.
  259. Mengyuan Li, Yan Meng, Junyi Liu, Haojin Zhu, Xiaohui Liang, Yao Liu, and Na Ruan.
    When CSI Meets Public WiFi: Inferring Your Mobile Phone Password via WiFi Signals. ACM CCS 2016.
  260. Xiang Li, Shengjie Li, Daqing Zhang, Jie Xiong, Yasha Wang, and Hong Mei.
    Dynamic-MUSIC: accurate device-free indoor localization. ACM UbiComp 2016.
  261. Xuefeng Liu, Jiannong Cao, Shaojie Tang, Jiaqi Wen, and Peng Guo.
    Contactless Respiration Monitoring Via Off-the-Shelf WiFi Devices. IEEE Trans. Mobile Computing, October 2016.
  262. Jiguang Lv, Wu Yang, Liangyi Gong, Dapeng Man, and Xiaojiang Du.
    Robust WLAN-based Indoor Fine-grained Intrusion Detection. IEEE GLOBECOM 2016.
  263. Junyi Ma, Yuxiang Wang, Hao Wang, Yasha Wang, and Daqing Zhang.
    When can we detect human respiration with commodity wifi devices?. ACM ISWC 2016.
  264. Spence Madsen, Jordan Baczuk, Kurt Thorup, Richard Barton, Neal Patwari, and John T. Langell.
    A noncontact RF-based respiratory sensor: results of a clinical trial. J. Surgical Research, vol. 203, no. 1, June 2016.
  265. Avishek Mukherjee and Zhenghao Zhang.
    Channel State Information Compression for MIMO Systems Based on Curve Fitting. IEEE SECON 2016.
  266. Kun Qian, Chenshu Wu, Zheng Yang, Chaofan Yang, Yunhao Liu.
    Decimeter Level Passive Tracking with WiFi. ACM HotWireless 2016.
  267. Kun Qian, Chenshu Wu, Zheng Yang, Zimu Zhou, Xu Wang, and Yunhao Liu.
    Tuning by turning: Enabling phased array signal processing for WiFi with inertial sensors. IEEE INFOCOM 2016.
  268. Sameera Palipana, Piyush Agrawal, and Dirk Pesch.
    Channel State Information Based Human Presence Detection using Non-linear Techniques. ACM BuildSys 2016
  269. Swati Rallapalli, Wei Dong, Lili Qiu, and Yin Zhang.
    WaveLoc: Wavelet Signatures for Ubiquitous Localization. IEEE Mobile Ad Hoc and Sensor Systems (MASS) 2016
  270. Martin Schüssel.
    Angle of Arrival Estimation using WiFi and Smartphones. Intl. Conf. Indoor Positioning and Indoor Navigation 2016.
  271. Syed Aziz Shah, Nan Zhao, Aifeng Ren, Zhiya Zhang, Xiaodong Yang, Jie Yang, Wei Zhao.
    Posture Recognition to Prevent Bedsores for Multiple Patients Using Leaking Coaxial Cable. IEEE ACCESS vol. 4, 2016.
  272. Jiacheng Sheng and Jie Wu.
    Fine-grained Vital Signs Estimation Using Commercial Wi-Fi Devices. ACM MobiCom S3, 2016.
  273. Shuyu Shi, Stephan Sigg, and Yusheng Ji.
    Probabilistic Fingerprinting Based Passive Device-Free Localization from Channel State Information. IEEE VTC Spring 2016.
  274. Sheng Tan and Jie Yang.
    WiFinger: leveraging commodity WiFi for fine-grained finger gesture recognition. ACM MobiHoc 2016.
  275. Zengshan Tian, Ze Li, Mu Zhou, Yue Jin, and Zipeng Wu.
    PILA: Sub-Meter Localization Using CSI from Commodity Wi-Fi Devices. Sensors 2016.
  276. Deepak Vasisht, Swarun Kumar, and Dina Katabi.
    Decimeter-Level Localization with a Single WiFi Access Point. USENIX NSDI 2016.
  277. Chen Wang, Xiuyuan Zheng, Yingying Chen, and Jie Yang.
    Locating Rogue Access Point using Fine-grained Channel Information. IEEE Trans. Mobile Computing 2016.
  278. Ju Wang, Hongbo Jiang, Jie Xiong, Kyle Jamieson, Xiaojiang Chen, Dingyi Fang, and Binbin Xie.
    LiFS: Low Human-Effort, Device-Free Localization with Fine-Grained Subcarrier Information. ACM MobiCom 2016.
  279. Wei Wang, Yingjie Chen, Qian Zhang, and Tao Jiang.
    A software-defined wireless networking enabled spectrum management architecture. IEEE Communications Magazine, vol. 54, no. 1, January 2016.
  280. Wei Wang, Alex X. Liu, and Muhammad Shahzad.
    Gait Recognition Using WiFi Signals. ACM UbiComp 2016.
  281. Dan Wu, Daqing Zhang, Chenren Xu, Yasha Wang, and Hao Wang.
    WiDir: walking direction estimation using wireless signals. ACM UbiComp 2016.
  282. Kaishun Wu.
    Wi-metal: Detecting metal by using wireless networks. IEEE ICC 2016.
  283. Wei Xi, Chen Qian, Jinsong Han, Kun Zhao, Sheng Zhong, Xiang-Yang Li, and Jizhong Zhao.
    Instant and Robust Authentication and Key Agreement among Mobile Devices. ACM CCS 2016.
  284. Tong Xin, Bin Guo, Zhu Wang, Mingyang Li, and Zhiwen Yu.
    FreeSense:Indoor Human Identification with WiFi Signals. arXiv cs.HC 2016.
  285. Yunze Zeng, Parth H. Pathak, and Prasant Mohapatra.
    WiWho: WiFi-Based Person Identification in Smart Spaces. IEEE IPSN 2016.
  286. Jie Zhang, Xiaolong Zheng, Zhanyong Tang, Tianzhang Xing, Xiaojiang Chen, Dingyi Fang, Rong Li, Xiaoqing Gong, and Feng Chen.
    Privacy Leakage in Mobile Sensing: Your Unlock Passwords Can Be Leaked through Wireless Hotspot Functionality. Hindawi Mobile Information Systems 2016.
  287. Jin Zhang, Bo Wei, Wen Hu, Salii S. Kanhere, and Ariel Tan.
    Human identification using WiFi signal. IEEE PerCom 2016.
  288. Pengyu Zhang, Dinesh Bharadia, Kiran Joshi, and Sachin Katti.
    HitchHike: Practical Backscatter Using Commodity WiFi. ACM SenSys 2016.
  289. Xiang Zhang, Rukhsana Ruby, Jinfeng Long, Lu Wang, Zhong Ming, and Kaishun Wu.
    WiHumidity: A Novel CSI-Based Humidity Measurement System. Smart Computing and Communication 2016.
  290. Xiaolong Zheng, Jiliang Wang, Longfei Shangguan, Zimu Zhou, and Yunhao Liu.
    Smokey: Ubiquitous smoking detection with commercial WiFi infrastructures. IEEE INFOCOM 2016.
  291. Qizhen Zhou, Jianchun Xing, Juelong Li, and Qiliang Yang.
    A Device-free Number Gesture Recognition Approach Based on Deep Learning . IEEE Computational Intelligence and Security 2016.
  292. Dali Zhu, Na Pang, Gang Li, and Shaowu Liu.
    WiseFi: Activity Localization and Recognition on Commodity Off-the-shelf WiFi Devices. IEEE HPCC/SmartCity/DSS 2016.
  293. Yiwei Zhuo, Hongzi Zhu, and Hua Xue.
    Identifying a New Non-Linear CSI Phase Measurement Error with Commodity WiFi Devices. IEEE ICPADS 2016.
  294. Kamran Ali, Alex X. Liu, Wei Wang, and Muhammad Shahzad.
    Keystroke Recognition Using WiFi Signals. ACM MobiCom 2015.
  295. Ibrahim Ethem Bagci, Utz Roedig, Ivan Martinovic, Matthias Schulz, and Matthias Hollick.
    Using Channel State Information for Tamper Detection in the Internet of Things. ACSAC 2015.
  296. Xiong Cai, Xiaohui Li, Ruiyang Yuan, and Yongqiang Hei.
    Identification and mitigation of NLOS based on channel state information for indoor WiFi localization. IEEE Wireless Communications & &Signal Processing 2015.
  297. Yogita Chapre, Aleksandar Ignjatovic, Aruna Seneviratne, and Sanjay Jha.
    CSI-MIMO: An efficient Wi–Fi fingerprinting using Channel State Information with MIMO. Pervasive and Mobile Computing, July 2015.
  298. Lingjun Gao.
    Channel State Information Fingerprinting Based Indoor Localization: a Deep Learning Approach. Ph.D. Thesis, Auburn University, 2015.
  299. Liangyi Gong, Wu Yang, Dapeng Man, Guozhong Dong, Miao Yu, and Jiguang Lv.
    WiFi-Based Real-Time Calibration-Free Passive Human Motion Detection. Sensors 2015.
  300. Mahanth Gowda, Ashutosh Dhekne, Romit Roy Choudhury, and Srihari Nelakuditi.
    If WiFi APs Could Move: A Measurement Study. Technical Report, UIUC 2015.
  301. Wenfeng He, Kaishun Wu, Yongpan Zou, Zhong Ming.
    WiG: WiFi-Based Gesture Recognition System. IEEE ICCCN, 2015.
  302. A. S. M. Sanwar Hosen, Jong Seon Park and Gi Hwan Cho.
    Utilizing the Virtual Triangulation for Wireless Indoor Localization of Mobile Devices with Channel State Information. Intl. J. Multimedia and Ubiquitous Engineering, 2015.
  303. Chitra Javali, Girish Revadigar, Wen Hu, and Sanjay Jha.
    Poster: Were You in the Cafe Yesterday?: Location Proof Generation & Verification for Mobile Users. ACM SenSys 2015.
  304. Muhammad O Khan.
    Improving the Performance and Efficiency of Wireless Networks using Rate Adaptation. Ph.D. Thesis, University of Texas at Austin 2015.
  305. Muhammad O Khan, Lili Qiu, Apurv Bhartia, and Kate Ching-Ju Lin.
    Smart Retransmission and Rate Adaptation in WiFi. IEEE ICNP 2015.
  306. Manikanta Kotaru, Kiran Joshi, Dinesh Bharadia, and Sachin Katti.
    SpotFi: Decimeter Level Localization Using WiFi. ACM SIGCOMM 2015.
  307. Okhwan Lee, Weiping Sun, Jihoon Kim, Hyuk Lee, Bo Ryu, Jungwoo Lee, and Sunghyun Choi. nc
    ChASER: Channel-Aware Symbol Error Reduction for High-Performance WiFi Systems in Dynamic Channel Environment. IEEE INFOCOM 2015.
  308. Zan Li, Danilo Burbano Acuña, Zhongliang Zhao, Jose Luis Carrera, and Torsten Braun.
    Fine-grained Indoor Tracking by Fusing Inertial Sensor and Physical Layer Information in WLANs. Technischer Bericht INF-15-004 vom 22. December 2015.
  309. Zhenjiang Li, Wan Du, Yuanqing Zheng, Mo Li, Dapeng Wu. nc
    From Rateless to Hopless. ACM MobiHoc 2015.
  310. Zan Li, Torsten Braun, and Desislava C. Dimitrova.
    A Passive WiFi Source Localization System based on Fine-grained Power-based Trilateration. IEEE WoWMoM 2015.
  311. Jian Liu, Yan Wang, Yingying Chen, Jie Yang, Xu Chen, and Jerry Cheng.
    Tracking Vital Signs During Sleep Leveraging Off-the-shelf WiFi. ACM MobiHoc 2015.
  312. Wenyuan Liu, Xi Gao, Lin Wang, and Danyang Wang. nc
    Bfp: Behavior-Free Passive Motion Detection Using PHY Information. Wireless Personal Communications, February 2015.
  313. Bingxian Lu, Zhicheng Zeng, Lei Wang, Brian Peck, and Daji Qiao.
    Poster: Crowdsourced Location Aware Wi-Fi Access Control. ACM MobiCom 2015.
  314. Saurabh Maheshwari and Anil K. Tiwari.
    Walking parameters estimation through channel state information preliminary results. IEEE ICSPS 2015.
  315. Changwon Nam and Saewoong Bahk.
    ΔSNR-MAC: A priority-based multi-round contention scheme for MU-MIMO WLANs. Computer Networks 2015.
  316. Asaf Tzur, Ofer Amrani, and Avishai Wool.
    Direction Finding of rogue Wi-Fi access points using an off-the-shelf MIMO–OFDM receiver. Physical Communication 2015.
  317. Xiufeng Xie, Xinyu Zhang, Swarun Kumar, and Li Erran Li.
    piStream: Physical Layer Informed Adaptive Video Streaming Over LTE. MobiCom 2015.
  318. Deepak Vasisht, Swarun Kumar, and Dina Katabi.
    Sub-Nanosecond Time of Flight on Commercial Wi-Fi Cards. arXiv preprint arXiv:1505.03446 2015.
  319. Xuyu Wang, Lingjun Gao, Shiwen Mao, and Santosh Pandey. nc
    DeepFi: Deep Learning for Indoor Fingerprinting Using Channel State Information. IEEE WCNC 2015.
  320. Wei Wang, Yingjie Chen, and Qian Zhang.
    Privacy-Preserving Location Authentication in Wi-Fi Networks Using Fine-Grained Physical Layer Signatures. IEEE Trans. Wireless Communication, 2015.
  321. Wei Wang, Alex X. Liu, Muhammad Shahzad, Kang Ling, and Sanglu Lu.
    Understanding and Modeling of WiFi Signal Based Human Activity Recognition. ACM MobiCom 2015.
  322. Yi Wang, Xinli Jiang, Rongyu Cao, and Xiyang Wang.
    Robust Indoor Human Activity Recognition Using Wireless Signals. Sensors, 2015.
  323. Chenshu Wu, Zheng Yang, Zimu Zhou, Xuefeng Liu, Yunhao Liu, and Jiannong Cao.
    Non-invasive Detection of Moving and Stationary Human with WiFi. IEEE J. Selected Areas of Communication, 2015.
  324. Chenshu Wu, Zheng Yang, Zimu Zhou, Kun Qian, Yunhao Liu, and Mingyan Liu. nc
    PhaseU: Real-time LOS Identification with WiFi. IEEE INFOCOM 2015.
  325. Haijiang Xie, Li Lin, Zhiping Jiang, Wei Xi, Kun Zhao, Meiyong Ding, and Jizhong Zhao.
    Accelerating Crowdsourcing Based Indoor Localization Using CSI. IEEE ICPADS 2015.
  326. Hong Xiong, Fengyuan Gong, Lin Qu, Chenlin Du, and Khaled Harfoush.
    CSI-based Device-free Gesture Detection. IEEE HONET 2015.
  327. Jeong-Woo Yang and Gi-hwan Cho.
    Utilizing CSI to Improve Distance Estimation Precision in the Indoor Environment. SERSC Intl. J. Software Engineering and its Applications 2015.
  328. Wu Yang, Liangyi Gong, Dapeng Man, Jiguang Lv, Haibin Cai, Xiancun Zhou and Zheng Yang.
    Enhancing the Performance of Indoor Device-free Passive Localization. Intl. J. of Distributed Sensor Networks, 2015.
  329. Yunze Zeng, Parth H. Pathak, and Prasant Mohapatra.
    Analyzing Shopper's Behavior through WiFi Signals. ACM WPA 2015.
  330. Daqing Zhang, Hao Wang, Yasha Wang, and Junyi Ma.
    Anti-fall: A Non-intrusive and Real-Time Fall Detector Leveraging CSI from Commodity WiFi Devices. ICOST 2015.
  331. Zimu Zhou, Zheng Yang, Chenshu Wu, Yunhao Liu, and Lionel M. Ni.
    On Multipath Link Characterization and Adaptation for Device-free Human Detection. ICDCS, 2015.
  332. Ibrahim Ethem Bagci, Utz Roedig, Matthias Schulz, and Matthias Hollick.
    Short Paper: Gathering Tamper Evidence in Wi-Fi Networks Based on Channel State Information. ACM WiSec 2014.
  333. Arijit Banerjee, Dustin Maas, Maurizio Bocca, Neal Patwari, and Sneha Kasera.
    Violating Privacy Through Walls by Passive Monitoring of Radio Windows. ACM WiSec 2014.
  334. Apurv Bhartia. nc
    Improving Spectrum Utilization in Wireless Networks. Ph.D. Thesis, University of Texas at Austin, 2014.
  335. Seongho Byeon, Kangjin Yoon, Okhwan Lee, Sunghyun Choi, Woonsun Cho, and Seungseok Oh.
    MoFA: Mobility-aware Frame Aggregation in Wi-Fi. ACM CoNEXT 2014.
  336. Yogita Chapre, Aleksandar Ignjatovic, Aruna Seneviratne, and Sanjay Jha.
    CSI-MIMO Indoor Wi-Fi Fingerprinting System. IEEE LCN 2014.
  337. Deng Chen, Li Du, Zhiping Jiang, Wei Xi, Jinsong Han, Kun Zhao, Jizhong Zhao, Zhi Wang, Rui Li.
    A Fine-Grained Indoor Localization using Multidimensional Wi-Fi Fingerprinting. IEEE ICPADS 2014.
  338. Yi-Chao Chen, Lili Qiu, Yin Zhang, Guangtao Xue, and Zhenxian Hu. nc
    Robust Network Compressive Sensing. ACM MobiCom 2014.
  339. Yingjie Chen, Wei Wang, and Qian Zhang. nc
    Privacy-Preserving Location Authentication in WiFi with Fine-Grained Physical Layer Information. IEEE GLOBECOM 2014.
  340. Jon Gjengset, Jie Xiong, Graeme McPhillips, and Kyle Jamieson.
    Phaser: enabling phased array signal processing on commodity WiFi access points. ACM MobiCom 2014.
  341. Jon Gjengset, Graeme McPhillips, and Kyle Jamieson.
    ArrayPhaser: Enabling Signal Processing on WiFi Access Points. UCL RN/14/04 2014.
  342. Chunmei Han, Kaishun Wu, Yuxi Wang, and Lionel M. Ni.
    WiFall: Device-free fall detection by wireless networks. IEEE INFOCOM 2014.
  343. Dai Hanyi and Zhang Gong. nc
    The Research and Tests of Wi-Fi Interference Based on IEEE 802.11n CSI-Tool. Electronic Engineer, vol. 40, no. 1, Feb. 2014.
  344. Donny Huang and Rajalakshmi Nandakumar and Shyam Gollakota.
    Feasibility and Limits of Wi-Fi Imaging. ACM SenSys 2014.
  345. Zhiping Jiang, Wei Xi, Xiangyang Li, Shaojie Tang, Ji-Zhong Zhao, Jin-Song Han, Kun Zhao, Zhi Wang, and Bo Xiao. nc
    Communicating Is Crowdsourcing: Wi-Fi Indoor Localization with CSI-based Speed Estimation. Springer J. Computer Science and Technology 2014.
  346. Bryce Kellogg, Aaron Parks, Shyamnath Gollakota, Joshua R. Smith, and David Wetherall.
    Wi-Fi Backscatter: Internet Connectivity for RF-Powered Devices. ACM SIGCOMM 2014.
  347. Swarun Kumar, Stephanie Gil, Dina Katabi, and Daniela Rus.
    Accurate indoor localization with zero start-up cost. ACM MobiCom 2014.
  348. Okhwan Lee, Jihoon Kim, Jongtae Lim, and Sunghyun Choi. nc
    SIRA: SNR-aware Intra-frame Rate Adaptation. IEEE Communications Letters, November 2014.
  349. Suchul Lee, Jaehyuk Choi, Joon Yoo, and Chong-Kwon Kim.
    Frequency Diversity-Aware Wi-Fi Using OFDM-based Bloom Filters. IEEE Trans. Mobile Computing, 2014.
  350. Suchul Lee, Jaehyuk Choi, Joon Yoo, and Chong-Kwon Kim.
    Providing quality-of-service for frequency-aware Wi-Fi using OFDM-based variable-length Bloom filters. EURASIP Journal on Wireless Communications and Networking, 2014.
  351. Hongbo Liu, Yang Wang, Jian Liu, Jie Yang, and Yingying Chen. nc
    Practical User Authentication Leveraging Channel State Information (CSI). ASIA CCS 2014.
  352. Rajalakshmi Nandakumar, Bryce Kellogg, and Shyamnath Gollakota.
    Wi-Fi Gesture Recognition on Existing Devices. arXiv preprint arXiv:1411.5394 2014.
  353. Minsu Park, Okhwan Lee, Bo Ryu, Sunghyun Choi, Byeonggi Lee. nc
    An Energy Efficient Rate Adaptation Method in IEEE 802.11n WLAN. Korea Information and Communications Society General Conference (Winter) 2014.
  354. Kun Qian, Chenshu Wu, Zheng Yang, Yunhao Liu, and Zimu Zhou. nc
    PADS: Passive Detection of Moving Targets with Dynamic Speed using PHY Layer Information. IEEE ICPADS 2014.
  355. Swati Rallapalli.
    Mobile Localization: Approach and Applications. Ph.D. Thesis, University of Texas at Austin, 2014.
  356. Yan Wang, Jian Liu, Yingying Chen, Marco Gruteser, Jie Yang, and Hongbo Liu.
    E-eyes: Device-free Location-oriented Activity Identification Using Fine-grained WiFi Signatures. ACM MobiCom 2014.
  357. Zhi Wang, Jinsong Han, Wei Xi, and Jizhong Zhao.
    Efficient and secure key extraction using channel state information. Springer J. Supercomputing 2014.
  358. Wei Xi, Xiang-Yang Li, Chen Qian, Jinsong Han, Shaojie Tang, Jizhong Zhao, and Kun Zhao.
    KEEP: Fast Secret Key Extraction Protocol for D2D Communication. IEEE/ACM IWQoS 2014.
  359. Wei Xi, Jizhong Zhao, Xiang-Yang Li, Kun Zhao, Shaojie Tang, Xue Liu, and Zhiping Jiang. nc
    Electronic Frog Eye: Counting Crowd Using WiFi. IEEE INFOCOM 2014.
  360. Jiang Xiao, Youwen Yi, Lu Wang, Haochao Li, Zimu Zhou, Kaishun Wu, and Lionel M. Ni. nc
    NomLoc: Calibration-Free Indoor Localization with Nomadic Access Points. IEEE ICDCS 2014.
  361. Guanhua Wang, Yongpan Zou, Zimu Zhou, Kaishun Wu, Lionel M. Ni. nc
    We can hear you with Wi-Fi!. ACM MobiCom 2014.
  362. Jeong-woo, Yang Gae-il An, Shin-hyo Kim, Byung-ho Chung, Tae-yeon Kim, Ki-hyun Pyun, and Gi-hwan Cho. nc
    A Distance Estimation Scheme Based on WLAN RF Properties for Localization of Mobile Terminals. J. Korea Information and Communications Society, vol. 39B, no. 7, July 2014.
  363. Zheng Yang, Zimu Zhou, and Yunhao Liu. nc
    From RSSI to CSI: Indoor Localization via Channel Response. ACM Computing Surveys, vol. 26, no. 2, June 2014.
  364. Yunze Zeng, Parth H. Pathak, Chao Xu, and Prasant Mohapatra.
    Your AP Knows How You Move: Fine-grained Device Motion Recognition through WiFi. ACM HotWireless 2014.
  365. Xiuyuan Zheng, Chen Wang, Yingying Chen, and Jie Yang. nc
    Accurate Rogue Access Point Localization Leveraging Fine-grained Channel Information. IEEE CNS 2014.
  366. Zenghua Zhao, Fucheng Zhang, Shaoping Guo, Xiang-Yang Li, and Junze Han.
    RainbowRate: MIMO Rate Adaptation in 802.11n WiLD Links. IEEE IPCCC 2014.
  367. Zimu Zhou, Zheng Yang, Chenshu Wu, Longfei Shangguan, and Yunhao Liu. nc
    Omnidirectional Coverage for Device-Free Passive Human Detection. IEEE Trans. Parallel and Distributed Systems 2014.
  368. Zimu Zhou, Zheng Yang, Chenshu Wu, Wei Sun, and Yunhao Liu. nc
    LiFi: Line-Of-Sight Identification with WiFi. IEEE INFOCOM 2014.
  369. Heba Abdel-Nasser, Reham Samir, Ibrahim Sabek, and Moustafa Youssef.
    MonoPHY: Mono-Stream-based Device-free WLAN Localization via Physical Layer Information. IEEE WCNC 2013.
  370. Jun Huang, Yu Wang, and Guoliang Xing.
    LEAD: leveraging protocol signatures for improving wireless link performance. ACM MobiSys 2013.
  371. Zhiping Jiang, Jizhong Zhao, Xiang-Yang Li, Jinsong Han, and Wei Xi. nc
    Rejecting the attack: Source authentication for Wi-Fi management frames using CSI Information. IEEE INFOCOM 2013.
  372. Muhammad Owais Khan, Vacha Dave, Yi-Chao Chen, Oliver Jensen Lili Qiu, Apurv Bhartia, and Swati Rallapalli.
    Model-Driven Energy-Aware Rate Adaptation. ACM MobiHoc 2013.
  373. Swarun Kumar, Diego Cifuentes, Shyamnath Gollakota, and Dina Katabi.
    Bringing Cross-Layer MIMO to Today's Wireless LANs. ACM SIGCOMM 2013.
  374. Hongbo Liu, Yang Wang, Jie Yang, and Yingying Chen.
    Fast and practical secret key extraction by exploiting channel response. IEEE INFOCOM 2013.
  375. Ibrahim Sabek and Moustafa Youssef.
    MonoStream: A Minimal-Hardware High Accuracy Device-free WLAN Localization System. arXiv.org 2013.
  376. Zimu Zhou, Zheng Yang, Chenshu Wu, Longfei Shangguan, and Yunhao Liu.
    Towards Omnidirectional Passive Human Detection. IEEE INFOCOM 2013.
  377. Riccardo Crepaldi, Jeongkeun Lee, Raul Etkin, Sung-Ju Lee, and Robin Kravets.
    CSI-SF: Estimating wireless channel state using CSI sampling & fusion. IEEE INFOCOM 2012.
  378. Sobia Jangsher, Syed Ali Khayam, and Qasim Chaudhari. nc
    Application-aware MIMO Video Rate Adaptation. IEEE INFOCOM 2012.
  379. Suchul Lee and Chong-Kwon Kim.
    D-Fi: A Diversity-Aware Wi-Fi Using An OFDM-based Bloom Filter. IEEE ICNP 2012.
  380. Hariharan Rahul, Swarun Kumar, and Dina Katabi.
    MegaMIMO: Scaling Wireless Capacity with User Demands. ACM SIGCOMM 2012.
  381. Souvik Sen, Romit Roy Choudhury, and Srihari Nelakuditi. nc
    SpinLoc: Spin once to know your location. HotMobile 2012.
  382. Souvik Sen, Božidar Radunovic, Romit Roy Choudhury, and Tom Minka. nc
    You are facing the Mona Lisa: spot localization using PHY layer information. ACM MobiSys 2012.
  383. Jiang Xiao, Kaishun Wu, Youwen Yi, Lu Wang, and Lionel M. Ni. nc
    FIMD: Fine-grained Device-free Motion Detection. IEEE ICPADS 2012.
  384. Jiang Xiao, Kaishun Wu, Youwen Yi, and Lionel M. Ni. nc
    FIFS: Fine-Grained Indoor Fingerprinting System. IEEE ICCCN 2012.
  385. Kaishun Wu, Jiang Xiao, Youwen Yi, Dihu Chen, Xiaonan Luo, and Lionel M. Ni. nc
    CSI-based Indoor Localization. IEEE TPDS 2012.
  386. Kaishun Wu, Jiang Xiao, Youwen Yi, Min Gao, and Lionel M. Ni. nc
    FILA: Fine-grained indoor localization. IEEE INFOCOM 2012.
  387. Jizhong Zhao, Wei Xi, Jinsong Han, Shaojie Tang, Xiangyang Li, Yunhao Liu, Yihong Gong, and Zehua Zhou.
    Efficient and Secure Key Extraction using CSI without Chasing down Errors. arXiv 2012.
  388. Apurv Bhartia, Yi-Chao Chen, Swati Rallapalli, and Lili Qiu.
    Harnessing Frequency Diversity in Wi-Fi Networks. ACM MobiCom 2011.
  389. Souvik Sen, Romit Roy Choudhury, Božidar Radunovic, and Tom Minka. nc
    Precise indoor localization using PHY layer information. HotNets 2011.
  390. Michelle X. Gong, Eldad Perahia, Roy Want, and Shiwen Mao.
    Training protocols for multi-user MIMO wireless LANs. IEEE PIMRC 2010.

Credits

Authors: Daniel Halperin | Wenjun Hu | Anmol Sheth | David Wetherall
Maintainers: Daniel Halperin | David Ward

To cite this tool, the best reference is the CCR 2011 paper (BibTeX).