Jie Zhang
ABSTRACT
We present CrossSense, a novel system for scaling up WiFi sensing to new environments and larger problems. To reduce the cost of sensing model training data collection, CrossSense employs machine learning to train, off-line, a roaming model that generates from one set of measurements synthetic training samples for each target environment. To scale up to a larger problem size, CrossSense adopts a mixture-of-experts approach where multiple specialized sensing models, or experts, are used to capture the mapping from diverse WiFi inputs to the desired outputs. The experts are trained offline and at runtime the appropriate expert for a given input is automatically chosen. We evaluate CrossSense by applying it to two representative WiFi sensing applications, gait identification and gesture recognition, in controlled single-link environments. We show that CrossSense boosts the accuracy of state-of-the-art WiFi sensing techniques from 20% to over 80% and 90% for gait identification and gesture recognition respectively, delivering consistently good performance - particularly when the problem size is significantly greater than that current approaches can effectively handle.
- Heba Abdelnasser et almbox. 2015a. UbiBreathe: A Ubiquitous non-Invasive WiFi-based Breathing Estimator. In MobiHoc . Google Scholar
Digital Library
- Heba Abdelnasser et almbox. 2015b. WiGest: A ubiquitous WiFi-based gesture recognition system. In INFOCOM .Google Scholar
- Fadel Adib et almbox. 2014a. 3D tracking via body radio reflections. In NSDI . Google ScholarDigital Library
- Fadel Adib et almbox. 2014b. Demo: real-time breath monitoring using wireless signals. MobiCom . Google ScholarDigital Library
- Fadel Adib et almbox. 2015a. Capturing the Human Figure Through a Wall. ACM Transactions on Graphics (2015). Google ScholarDigital Library
- Fadel Adib et almbox. 2015b. Multi-Person Localization via RF Body Reflections. In NSDI . Google ScholarDigital Library
- Fadel Adib et almbox. 2015c. Smart Homes That Monitor Breathing and Heart Rate. In CHI . Google ScholarDigital Library
- Fadel Adib and Dina Katabi. 2013. See through walls with WiFi!. In SIGCOMM . Google ScholarDigital Library
- Kamran Ali et almbox. 2015. Keystroke Recognition Using WiFi Signals. In MobiCom . Google ScholarDigital Library
- Kamran Ali et almbox. 2017. Recognizing keystrokes using WiFi devices. IEEE Journal on Selected Areas in Communications (2017).Google Scholar
- Heba Aly and Moustafa Youssef. 2015. An Analysis of Device-Free and Device-Based WiFi-Localization Systems. In IJACI . Google ScholarDigital Library
- Anthony Bagnall et almbox. 2015. Time-Series Classification with COTE: The Collective of Transformation-Based Ensembles. IEEE Transactions on Knowledge and Data Engineering (2015).Google Scholar
- L. Chang et almbox. 2017. FitLoc: Fine-Grained and Low-Cost Device-Free Localization for Multiple Targets Over Various Areas. IEEE/ACM Transactions on Networking (2017). Google ScholarDigital Library
- Bo Chen et almbox. 2015. Tracking Keystrokes Using Wireless Signals. In MobiSys . Google ScholarDigital Library
- David A Cohn et almbox. 1996. Active learning with statistical models. Journal of Artificial Intelligence Research (1996). Google ScholarDigital Library
- Diane Cook et almbox. 2013. Transfer learning for activity recognition: A survey. Knowledge and Information Systems (2013). Google ScholarDigital Library
- Chris Cummins et almbox. 2017. End-to-end deep learning of optimization heuristics. In PACT .Google Scholar
- Simone Di Domenico et almbox. 2016. A Trained-once Crowd Counting Method Using Differential WiFi Channel State Information. In International on Workshop on Physical Analytics . Google ScholarDigital Library
- Murali Krishna Emani and Michael O'Boyle. 2015. Celebrating Diversity: A Mixture of Experts Approach for Runtime Mapping in Dynamic Environments. In PLDI . Google ScholarDigital Library
- Wolfgang Ertel. 1994. On the definition of speedup. In International Conference on Parallel Architectures and Languages Europe . Google ScholarDigital Library
- Daniel Garcia-Romero et almbox. 2017. Speaker diarization using deep neural network embeddings. In ICASSP .Google Scholar
- Y. Guan et almbox. 2015. On Reducing the Effect of Covariate Factors in Gait Recognition: A Classifier Ensemble Method. IEEE Transactions on Pattern Analysis and Machine Intelligence (2015).Google Scholar
- Srinivas Gutta and Harry Wechsler. 1996. Face recognition using hybrid classifier systems. In ICNN .Google Scholar
- Dan Halperin. {n. d.}. Linux-80211n-csitool. http://dhalperi.github.io/linux-80211n-csitool/.Google Scholar
- Chunmei Han et almbox. 2014. WiFall: Device-free fall detection by wireless networks. In INFOCOM .Google Scholar
- Wenfeng He et almbox. 2015. WiG: WiFi-Based Gesture Recognition System. In ICCCN .Google Scholar
- Feng Hong et almbox. 2016. WFID: Passive Device-free Human Identification Using WiFi Signal. In MOBIQUITOUS . Google ScholarDigital Library
- Chen-Yu Hsu et almbox. 2017. Extracting Gait Velocity and Stride Length from Surrounding Radio Signals. In CHI . Google ScholarDigital Library
- Zhiping Jiang et almbox. 2013. Rejecting the attack: Source authentication for wi-fi management frames using csi information. In INFOCOM .Google Scholar
- Michael I. Jordan and Robert A. Jacobs. 1994. Hierarchical Mixtures of Experts and the EM Algorithm. Neural Comput. (1994). Google ScholarDigital Library
- Ehud D Karnin. 1990. A simple procedure for pruning back-propagation trained neural networks. IEEE Transactions on Neural Networks (1990). Google ScholarDigital Library
- Bryce Kellogg et almbox. 2014. Bringing gesture recognition to all devices. In NSDI . Google ScholarDigital Library
- Jin Kun et almbox. 2017. Vivisnoop: Someone is snooping your typing without seeing it!. In CNS .Google Scholar
- Mengyuan Li et almbox. 2016. When CSI Meets Public WiFi: Inferring Your Mobile Phone Password via WiFi Signals. In CCS . Google ScholarDigital Library
- Hongbo Liu et almbox. 2014. Practical User Authentication Leveraging Channel State Information (CSI). In ASIA CCS . Google ScholarDigital Library
- Xuefeng Liu et almbox. 2015. Wi-Sleep: Contactless Sleep Monitoring via WiFi Signals. In RTSS .Google Scholar
- Bastien Lyonnet et almbox. 2010. Human gait classification using microdoppler time-frequency signal representations. In RadarConf .Google Scholar
- B. Mager et almbox. 2013. Fall detection using RF sensor networks. In PIMRC .Google Scholar
- Vicent Sanz Marco et almbox. 2017. Improving spark application throughput via memory aware task co-location: a mixture of experts approach. In Middleware .Google Scholar
- Pedro Melgarejo et almbox. 2014. Leveraging directional antenna capabilities for fine-grained gesture recognition. In UbiComp . Google ScholarDigital Library
- Pavlo Molchanov et almbox. 2015. Short-range FMCW monopulse radar for hand-gesture sensing. In RadarConf .Google Scholar
- Rajalakshmi Nandakumar et almbox. 2014. Wi-Fi Gesture Recognition on Existing Devices. Arxiv (2014).Google Scholar
- William Ogilvie et almbox. 2014. Fast automatic heuristic construction using active learning. In LCPC .Google Scholar
- William F Ogilvie et almbox. 2017. Minimizing the cost of iterative compilation with active learning. In CGO . Google ScholarDigital Library
- Sameera Palipana et almbox. 2018. FallDeFi: Ubiquitous Fall Detection using Commodity Wi-Fi Devices. In UbiComp . Google ScholarDigital Library
- Sinno Jialin Pan et almbox. 2008. Transfer learning via dimensionality reduction.. In AAAI .Google Scholar
- Neal Patwari et almbox. 2011. Monitoring Breathing via Signal Strength in Wireless Networks. In IEEE Transactions on Mobile Computing .Google Scholar
- Neal Patwari et almbox. 2013. Breathfinding: A Wireless Network That Monitors and Locates Breathing in a Home. IEEE Journal of Selected Topics in Signal Processing (2013).Google Scholar
- Fabian Pedregosa et almbox. 2011. Scikit-learn: Machine learning in Python. Journal of Machine Learning Research (2011). Google ScholarDigital Library
- Qifan Pu et almbox. 2013. Whole-home gesture recognition using wireless signals. In MobiCom . Google ScholarDigital Library
- Kun Qian et almbox. 2017. Inferring Motion Direction using Commodity Wi-Fi for Interactive Exergames. In CHI . Google ScholarDigital Library
- Stan Salvador and Philip Chan. 2007. Toward accurate dynamic time warping in linear time and space. Intelligent Data Analysis (2007). Google ScholarDigital Library
- Muhammad Shahzad et almbox. 2017. Behavior Based Human Authentication on Touch Screen Devices Using Gestures and Signatures. IEEE Transactions on Mobile Computing (2017).Google Scholar
- Jiacheng Shang and Jie Wu. 2017a. A Robust Sign Language Recognition System with Multiple Wi-Fi Devices. In MobiArch . Google ScholarDigital Library
- Jiacheng Shang and Jie Wu. 2017b. A Robust Sign Language Recognition System with Sparsely Labeled Instances Using Wi-Fi Signals. In MobiHoc .Google Scholar
- Longfei Shangguan et almbox. 2017. Enabling Gesture-based Interactions with Objects. In MobiSys . Google ScholarDigital Library
- Cong Shi et almbox. 2017. Smart User Authentication through Actuation of Daily Activities Leveraging WiFi-enabled IoT. In MobiHoc . Google ScholarDigital Library
- Stephan Sigg et almbox. 2013. Leveraging RF-channel fluctuation for activity recognition: Active and passive systems, continuous and RSSI-based signal features. In MoMM . Google ScholarDigital Library
- Stephan Sigg et almbox. 2014. RF-Sensing of Activities from Non-Cooperative Subjects in Device-Free Recognition Systems Using Ambient and Local Signals. IEEE Transactions on Mobile Computing (2014). Google ScholarDigital Library
- Stephan others Sigg. 2014. The telepathic phone: Frictionless activity recognition from WiFi-RSSI. In PerCom .Google Scholar
- Hichem Snoussi and Cédric Richard. 2006. Ensemble learning online filtering in wireless sensor networks. In ICCS .Google Scholar
- Sheng Tan and Jie Yang. 2016. WiFinger: leveraging commodity WiFi for fine-grained finger gesture recognition. In MobiHoc . Google ScholarDigital Library
- Xiaohua Tian et almbox. 2017. Performance Analysis of RSS Fingerprinting Based Indoor Localization. IEEE Transactions on Mobile Computing (2017).Google Scholar
- Xiaohua Tian et almbox. 2018. Improve Accuracy of Fingerprinting Localization with Temporal Correlation of the RSS. IEEE Transactions on Mobile Computing (2018).Google Scholar
- H. T. T. Truong et almbox. 2014. Comparing and fusing different sensor modalities for relay attack resistance in Zero-Interaction Authentication. In PerCom .Google Scholar
- Aditya Virmani and Muhammad Shahzad. 2017. Position and Orientation Agnostic Gesture Recognition Using WiFi. In MobiSys . Google ScholarDigital Library
- Guanhua Wang et almbox. 2014a. We Can Hear You with Wi-Fi!. In MobiCom . Google ScholarDigital Library
- Hao Wang et almbox. 2016a. Human respiration detection with commodity wifi devices: do user location and body orientation matter?. In UbiComp . Google ScholarDigital Library
- Ju Wang et almbox. 2016b. LiFS: low human-effort, device-free localization with fine-grained subcarrier information. In MobiCom . Google ScholarDigital Library
- Ju Wang et almbox. 2017. TagScan: Simultaneous Target Imaging and Material Identification with Commodity RFID Devices. In MobiCom . Google ScholarDigital Library
- J. Wang et almbox. 2018a. Device-free Wireless Sensing in Complex Scenarios Using Spatial Structural Information. IEEE Transactions on Wireless Communications (2018).Google Scholar
- Jindong Wang et almbox. 2018b. Stratified Transfer Learning for Cross-domain Activity Recognition. In PerCom .Google Scholar
- Jue Wang and Dina Katabi. 2013. Dude, where's my card?: RFID positioning that works with multipath and non-line of sight. In SIGCOMM . Google ScholarDigital Library
- Liang Wang et almbox. 2016c. Toward a Wearable RFID System for Real-Time Activity Recognition Using Radio Patterns. IEEE Transactions on Mobile Computing (2016). Google ScholarDigital Library
- Wei Wang et almbox. 2015. Understanding and Modeling of WiFi Signal Based Human Activity Recognition. In MobiCom . Google ScholarDigital Library
- Wei Wang et almbox. 2016 d. Gait recognition using wifi signals. In UbiComp . Google ScholarDigital Library
- Yan Wang et almbox. 2014b. E-eyes: device-free location-oriented activity identification using fine-grained wifi signatures. In MobiCom . Google ScholarDigital Library
- Kristen Woyach et almbox. 2006. Sensorless sensing in wireless networks: Implementation and measurements. In WiOpt .Google Scholar
- Di Wu et almbox. 2012. One shot learning gesture recognition from rgbd images. In CVPRW .Google Scholar
- Dan Wu et almbox. 2016. WiDir: walking direction estimation using wireless signals. In UbiComp . Google ScholarDigital Library
- Dan Wu et almbox. 2017. Device-Free WiFi Human Sensing: From Pattern-Based to Model-Based Approaches. IEEE Communications Magazine (2017).Google Scholar
- Wei Xi et almbox. 2014. Electronic frog eye: Counting crowd using wifi. In INFOCOM .Google Scholar
- Fu Xiao et almbox. 2018. One More Tag Enables Fine-Grained RFID Localization and Tracking. IEEE/ACM Transactions on Networking (2018). Google ScholarDigital Library
- Jiang Xiao et almbox. 2013. Pilot: Passive device-free indoor localization using channel state information. In ICDCS . Google ScholarDigital Library
- Tong Xin et almbox. 2016. FreeSense: Indoor Human Identification with Wi-Fi Signals. In GlobeCom .Google Scholar
- Shuochao Yao et almbox. 2017. DeepSense: A Unified Deep Learning Framework for Time-Series Mobile Sensing Data Processing. In WWW . Google ScholarDigital Library
- Jason Yosinski et almbox. 2014. How Transferable Are Features in Deep Neural Networks?. In NIPS . Google ScholarDigital Library
- Moustafa Youssef. 2016. CoSDEO 2016 Keynote: A decade later? Challenges: Device-free passive localization for wireless environments. In PerCom Workshops .Google ScholarCross Ref
- Yunze Zeng et almbox. 2014. Your AP knows how you move:fine-grained device motion recognition through WiFi. In HotWireless . Google ScholarDigital Library
- Yunze Zeng et almbox. 2016. WiWho: WiFi-Based Person Identification in Smart Spaces. In IPSN . Google ScholarDigital Library
- Cha Zhang and Yunqian Ma. 2012. Ensemble machine learning: methods and applications .Springer.Google Scholar
- Jin Zhang et almbox. 2016. WiFi-ID: Human Identification Using WiFi Signal. In DCOSS .Google Scholar
- Ouyang Zhang and Kannan Srinivasan. 2016. Mudra: User-friendly Fine-grained Gesture Recognition using WiFi Signals. In CoNEXT . Google ScholarDigital Library
- Mingmin Zhao et almbox. 2017. Emotion recognition using wireless signals. In MobiCom . Google ScholarDigital Library
- Zhongtang Zhao et almbox. 2011. Cross-people mobile-phone based activity recognition. In IJCAI . Google ScholarDigital Library
- Xiaolong Zheng et almbox. 2016. Smokey: Ubiquitous smoking detection with commercial WiFi infrastructures. In INFOCOM .Google Scholar
- Zimu Zhou et almbox. 2013. Towards omnidirectional passive human detection. In INFOCOM .Google Scholar
- Hai Zhu et almbox. 2017. R-TTWD: Robust Device-free Through-The-Wall Detection of Moving Human with WiFi. IEEE Journal on Selected Areas in Communications (2017).Google Scholar
Index Terms
- CrossSense: Towards Cross-Site and Large-Scale WiFi Sensing
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