%% BioMed_Central_Bib_Style_v1.01

\begin{thebibliography}{29}
% BibTex style file: bmc-mathphys.bst (version 2.1), 2014-07-24
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\csname PreBibitemsHook\endcsname

%%% 1
\bibitem[\protect\citeauthoryear{Zhou et~al.}{2016}]{bib1}
\begin{barticle}
\bauthor{\bsnm{Zhou}, \binits{Y.}},
\bauthor{\bsnm{Jiang}, \binits{G.}},
\bauthor{\bsnm{Lin}, \binits{Y.}}:
\batitle{A novel finger and hand pose estimation technique for real-time hand
  gesture recognition}.
\bjtitle{Pattern Recognition}
\bvolume{49},
\bfpage{102}--\blpage{114}
(\byear{2016})
\doiurl{10.1016/j.patcog.2015.07.014}
\end{barticle}
\endbibitem

%%% 2
\bibitem[\protect\citeauthoryear{Venkatnarayan et~al.}{}]{bib2}
\begin{botherref}
\oauthor{\bsnm{Venkatnarayan}, \binits{R.H.}},
\oauthor{\bsnm{Page}, \binits{G.}},
\oauthor{\bsnm{Shahzad}, \binits{M.}}:
Multi-user gesture recognition using wifi.
In: Proceedings of the 16th Annual International Conference on Mobile Systems,
  Applications, and Services,
pp. 401--413.
Association for Computing Machinery.
\doiurl{10.1145/3210240.3210335}
\end{botherref}
\endbibitem

%%% 3
\bibitem[\protect\citeauthoryear{Botros et~al.}{2022}]{bib3}
\begin{barticle}
\bauthor{\bsnm{Botros}, \binits{F.S.}},
\bauthor{\bsnm{Phinyomark}, \binits{A.}},
\bauthor{\bsnm{Scheme}, \binits{E.J.}}:
\batitle{Electromyography-based gesture recognition: Is it time to change focus
  from the forearm to the wrist?}
\bjtitle{IEEE Transactions on Industrial Informatics}
\bvolume{18}(\bissue{1}),
\bfpage{174}--\blpage{184}
(\byear{2022})
\doiurl{10.1109/TII.2020.3041618}
\end{barticle}
\endbibitem

%%% 4
\bibitem[\protect\citeauthoryear{Chu et~al.}{}]{bib4}
\begin{botherref}
\oauthor{\bsnm{Chu}, \binits{X.}},
\oauthor{\bsnm{Liu}, \binits{J.}},
\oauthor{\bsnm{Shimamoto}, \binits{S.}}:
A sensor-based hand gesture recognition system for japanese sign language.
In: 2021 IEEE 3rd Global Conference on Life Sciences and Technologies
  (LifeTech),
pp. 311--312.
\doiurl{10.1109/LifeTech52111.2021.9391981}
\end{botherref}
\endbibitem

%%% 5
\bibitem[\protect\citeauthoryear{Huu et~al.}{}]{bib5}
\begin{botherref}
\oauthor{\bsnm{Huu}, \binits{P.N.}},
\oauthor{\bsnm{Ngoc}, \binits{T.L.}},
\oauthor{\bsnm{Minh}, \binits{Q.T.}}:
Proposing gesture recognition algorithm using two-stream convolutional network
  and lstm.
In: 2020 IEEE Eighth International Conference on Communications and Electronics
  (ICCE),
pp. 427--432.
\doiurl{10.1109/ICCE48956.2021.9352147}
\end{botherref}
\endbibitem

%%% 6
\bibitem[\protect\citeauthoryear{Amirtha~Varshini et~al.}{}]{bib6}
\begin{botherref}
\oauthor{\bsnm{Amirtha~Varshini}, \binits{A.}},
\oauthor{\bsnm{Bhavani}, \binits{G.}},
\oauthor{\bsnm{Vithya}},
\oauthor{\bsnm{Thilagavathy}, \binits{R.}}:
Real-time hand gesture recognition for robotic arm and home automation.
In: 2021 International Symposium on Electrical, Electronics and Information
  Engineering,
pp. 218--223.
\doiurl{10.1145/3459104.3459142}
\end{botherref}
\endbibitem

%%% 7
\bibitem[\protect\citeauthoryear{Lien et~al.}{2016}]{bib7}
\begin{barticle}
\bauthor{\bsnm{Lien}, \binits{J.}},
\bauthor{\bsnm{Gillian}, \binits{N.}},
\bauthor{\bsnm{Karagozler}, \binits{M.E.}},
\bauthor{\bsnm{Amihood}, \binits{P.}},
\bauthor{\bsnm{Schwesig}, \binits{C.}},
\bauthor{\bsnm{Olson}, \binits{E.}},
\bauthor{\bsnm{Raja}, \binits{H.}},
\bauthor{\bsnm{Poupyrev}, \binits{I.}}:
\batitle{Soli: Ubiquitous gesture sensing with millimeter wave radar}.
\bjtitle{ACM Transactions on Graphics (TOG)}
\bvolume{35}(\bissue{4}),
\bfpage{1}--\blpage{19}
(\byear{2016})
\doiurl{10.1145/2897824.2925953}
\end{barticle}
\endbibitem

%%% 8
\bibitem[\protect\citeauthoryear{Yousefi et~al.}{2017}]{bib8}
\begin{barticle}
\bauthor{\bsnm{Yousefi}, \binits{S.}},
\bauthor{\bsnm{Narui}, \binits{H.}},
\bauthor{\bsnm{Dayal}, \binits{S.}},
\bauthor{\bsnm{Ermon}, \binits{S.}},
\bauthor{\bsnm{Valaee}, \binits{S.}}:
\batitle{A survey on behavior recognition using wifi channel state
  information}.
\bjtitle{IEEE Communications Magazine}
\bvolume{55}(\bissue{10}),
\bfpage{98}--\blpage{104}
(\byear{2017})
\doiurl{10.1109/mcom.2017.1700082}
\end{barticle}
\endbibitem

%%% 9
\bibitem[\protect\citeauthoryear{Huang et~al.}{2019}]{bib9}
\begin{barticle}
\bauthor{\bsnm{Huang}, \binits{J.}},
\bauthor{\bsnm{Duan}, \binits{N.}},
\bauthor{\bsnm{Ji}, \binits{P.}},
\bauthor{\bsnm{Ma}, \binits{C.}},
\bauthor{\bsnm{hu}, \binits{f.}},
\bauthor{\bsnm{Ding}, \binits{Y.}},
\bauthor{\bsnm{Yu}, \binits{Y.}},
\bauthor{\bsnm{Zhou}, \binits{Q.}},
\bauthor{\bsnm{Sun}, \binits{W.}}:
\batitle{A crowdsource-based sensing system for monitoring fine-grained air
  quality in urban environments}.
\bjtitle{IEEE Internet of Things Journal}
\bvolume{6}(\bissue{2}),
\bfpage{3240}--\blpage{3247}
(\byear{2019})
\doiurl{10.1109/jiot.2018.2881240}
\end{barticle}
\endbibitem

%%% 10
\bibitem[\protect\citeauthoryear{Wu et~al.}{2022}]{bib10}
\begin{barticle}
\bauthor{\bsnm{Wu}, \binits{C.}},
\bauthor{\bsnm{Wang}, \binits{B.}},
\bauthor{\bsnm{Au}, \binits{O.C.}},
\bauthor{\bsnm{Liu}, \binits{K.J.R.}}:
\batitle{Wi-fi can do more: Toward ubiquitous wireless sensing}.
\bjtitle{IEEE Communications Standards Magazine}
\bvolume{6}(\bissue{2}),
\bfpage{42}--\blpage{49}
(\byear{2022})
\doiurl{10.1109/MCOMSTD.0001.2100111}
\end{barticle}
\endbibitem

%%% 11
\bibitem[\protect\citeauthoryear{Ruan et~al.}{2023}]{bib11}
\begin{barticle}
\bauthor{\bsnm{Ruan}, \binits{Y.}},
\bauthor{\bsnm{LiangChe}},
\bauthor{\bsnm{Zhou}, \binits{X.}},
\bauthor{\bsnm{Liu}, \binits{Z.}},
\bauthor{\bsnm{Liu}, \binits{X.}},
\bauthor{\bsnm{Guo}, \binits{G.}},
\bauthor{\bsnm{Chen}, \binits{R.}}:
\batitle{ipos-5g: Indoor positioning via commercial 5g nr csi}.
\bjtitle{IEEE Internet of Things Journal}
\bvolume{10}(\bissue{10}),
\bfpage{8718}--\blpage{8733}
(\byear{2023})
\doiurl{10.1109/JIOT.2022.3232221}
\end{barticle}
\endbibitem

%%% 12
\bibitem[\protect\citeauthoryear{Choi et~al.}{2022}]{bib12}
\begin{barticle}
\bauthor{\bsnm{Choi}, \binits{H.}},
\bauthor{\bsnm{Fujimoto}, \binits{M.}},
\bauthor{\bsnm{Matsui}, \binits{T.}},
\bauthor{\bsnm{Misaki}, \binits{S.}},
\bauthor{\bsnm{Yasumoto}, \binits{K.}}:
\batitle{Wi-cal: Wifi sensing and machine learning based device-free crowd
  counting and localization}.
\bjtitle{IEEE Access}
\bvolume{10},
\bfpage{24395}--\blpage{24410}
(\byear{2022})
\doiurl{10.1109/ACCESS.2022.3155812}
\end{barticle}
\endbibitem

%%% 13
\bibitem[\protect\citeauthoryear{Meng et~al.}{2022}]{bib13}
\begin{barticle}
\bauthor{\bsnm{Meng}, \binits{W.}},
\bauthor{\bsnm{Chen}, \binits{X.}},
\bauthor{\bsnm{Cui}, \binits{W.}},
\bauthor{\bsnm{Guo}, \binits{J.}}:
\batitle{Wihgr: A robust wifi-based human gesture recognition system via sparse
  recovery and modified attention-based bgru}.
\bjtitle{IEEE Internet of Things Journal}
\bvolume{9}(\bissue{12}),
\bfpage{10272}--\blpage{10282}
(\byear{2022})
\doiurl{10.1109/jiot.2021.3122435}
\end{barticle}
\endbibitem

%%% 14
\bibitem[\protect\citeauthoryear{Jaehyun et~al.}{2019}]{bib16}
\begin{barticle}
\bauthor{\bsnm{Jaehyun}, \binits{P.}},
\bauthor{\bsnm{Yeojin}, \binits{J.}},
\bauthor{\bsnm{Gaeun}, \binits{L.}},
\bauthor{\bsnm{Juntaek}, \binits{O.}},
\bauthor{\bsnm{Jongryul}, \binits{Y.}}:
\batitle{915-mhz continuous-wave doppler radar sensor for detection of vital
  signs}.
\bjtitle{Electronics}
\bvolume{8}(\bissue{5}),
\bfpage{561}
(\byear{2019})
\doiurl{10.3390/electronics8050561}
\end{barticle}
\endbibitem

%%% 15
\bibitem[\protect\citeauthoryear{Abdelnasser et~al.}{}]{bib17}
\begin{botherref}
\oauthor{\bsnm{Abdelnasser}, \binits{H.}},
\oauthor{\bsnm{Youssef}, \binits{M.}},
\oauthor{\bsnm{Harras}, \binits{K.A.}}:
Wigest: A ubiquitous wifi-based gesture recognition system.
In: 2015 IEEE Conference on Computer Communications (INFOCOM),
pp. 1472--1480.
\doiurl{10.1109/INFOCOM.2015.7218525}
\end{botherref}
\endbibitem

%%% 16
\bibitem[\protect\citeauthoryear{Halperin et~al.}{2011}]{bib18}
\begin{barticle}
\bauthor{\bsnm{Halperin}, \binits{D.}},
\bauthor{\bsnm{Hu}, \binits{W.}},
\bauthor{\bsnm{Sheth}, \binits{A.}},
\bauthor{\bsnm{Wetherall}, \binits{D.}}:
\batitle{Tool release: Gathering 802.11 n traces with channel state
  information}.
\bjtitle{ACM SIGCOMM computer communication review}
\bvolume{41}(\bissue{1}),
\bfpage{53}
(\byear{2011})
\doiurl{10.1145/1925861.1925870}
\end{barticle}
\endbibitem

%%% 17
\bibitem[\protect\citeauthoryear{Zhang et~al.}{2022}]{bib19}
\begin{barticle}
\bauthor{\bsnm{Zhang}, \binits{Y.}},
\bauthor{\bsnm{Zheng}, \binits{Y.}},
\bauthor{\bsnm{Qian}, \binits{K.}},
\bauthor{\bsnm{Zhang}, \binits{G.}},
\bauthor{\bsnm{Liu}, \binits{Y.}},
\bauthor{\bsnm{Wu}, \binits{C.}},
\bauthor{\bsnm{Yang}, \binits{Z.}}:
\batitle{Widar3.0: Zero-effort cross-domain gesture recognition with wi-fi}.
\bjtitle{IEEE Transactions on Pattern Analysis and Machine Intelligence}
\bvolume{44}(\bissue{11}),
\bfpage{8671}--\blpage{8688}
(\byear{2022})
\doiurl{10.1109/TPAMI.2021.3105387}
\end{barticle}
\endbibitem

%%% 18
\bibitem[\protect\citeauthoryear{Gringoli et~al.}{}]{bib21}
\begin{botherref}
\oauthor{\bsnm{Gringoli}, \binits{F.}},
\oauthor{\bsnm{Schulz}, \binits{M.}},
\oauthor{\bsnm{Link}, \binits{J.}},
\oauthor{\bsnm{Hollick}, \binits{M.}}:
Free your csi: A channel state information extraction platform for modern wi-fi
  chipsets.
In: Proceedings of the 13th International Workshop on Wireless Network
  Testbeds, Experimental Evaluation \& Characterization,
pp. 21--28.
Association for Computing Machinery.
\doiurl{10.1145/3349623.3355477}
\end{botherref}
\endbibitem

%%% 19
\bibitem[\protect\citeauthoryear{Ma et~al.}{2019}]{bib22}
\begin{barticle}
\bauthor{\bsnm{Ma}, \binits{Y.}},
\bauthor{\bsnm{Zhou}, \binits{G.}},
\bauthor{\bsnm{Wang}, \binits{S.}}:
\batitle{Wifi sensing with channel state information: A survey}.
\bjtitle{ACM Comput. Surv.}
\bvolume{52}(\bissue{3}),
\bfpage{1}--\blpage{36}
(\byear{2019})
\doiurl{10.1145/3310194} .
\bcomment{0360-0300}
\end{barticle}
\endbibitem

%%% 20
\bibitem[\protect\citeauthoryear{Wang et~al.}{2017}]{bib23}
\begin{barticle}
\bauthor{\bsnm{Wang}, \binits{Y.}},
\bauthor{\bsnm{Wu}, \binits{K.}},
\bauthor{\bsnm{Ni}, \binits{L.M.}}:
\batitle{Wifall: Device-free fall detection by wireless networks}.
\bjtitle{IEEE Transactions on Mobile Computing}
\bvolume{16}(\bissue{2}),
\bfpage{581}--\blpage{594}
(\byear{2017})
\doiurl{10.1109/TMC.2016.2557792}
\end{barticle}
\endbibitem

%%% 21
\bibitem[\protect\citeauthoryear{Jordan and Mitchell}{2015}]{bib24}
\begin{barticle}
\bauthor{\bsnm{Jordan}, \binits{M.I.}},
\bauthor{\bsnm{Mitchell}, \binits{T.M.}}:
\batitle{Machine learning: Trends, perspectives, and prospects}.
\bjtitle{Science}
\bvolume{349}(\bissue{6245}),
\bfpage{255}--\blpage{260}
(\byear{2015})
\doiurl{10.1126/science.aaa8415}
\end{barticle}
\endbibitem

%%% 22
\bibitem[\protect\citeauthoryear{Chen et~al.}{2019}]{bib25}
\begin{barticle}
\bauthor{\bsnm{Chen}, \binits{Z.}},
\bauthor{\bsnm{Zhang}, \binits{L.}},
\bauthor{\bsnm{Jiang}, \binits{C.}},
\bauthor{\bsnm{Cao}, \binits{Z.}},
\bauthor{\bsnm{Cui}, \binits{W.}}:
\batitle{Wifi csi based passive human activity recognition using attention
  based blstm}.
\bjtitle{IEEE Transactions on Mobile Computing}
\bvolume{18},
\bfpage{2714}--\blpage{2724}
(\byear{2019})
\doiurl{10.1109/TMC.2018.2878233}
\end{barticle}
\endbibitem

%%% 23
\bibitem[\protect\citeauthoryear{Wang et~al.}{2018}]{bib41}
\begin{barticle}
\bauthor{\bsnm{Wang}, \binits{F.}},
\bauthor{\bsnm{Gong}, \binits{W.}},
\bauthor{\bsnm{Liu}, \binits{J.}},
\bauthor{\bsnm{Wu}, \binits{K.}}:
\batitle{Channel selective activity recognition with wifi: A deep learning
  approach exploring wideband information}.
\bjtitle{IEEE Transactions on Network Science and Engineering}
\bvolume{7}(\bissue{1}),
\bfpage{181}--\blpage{192}
(\byear{2018})
\end{barticle}
\endbibitem

%%% 24
\bibitem[\protect\citeauthoryear{Kabir et~al.}{2022}]{bib42}
\begin{barticle}
\bauthor{\bsnm{Kabir}, \binits{M.H.}},
\bauthor{\bsnm{Hasan}, \binits{M.A.}},
\bauthor{\bsnm{Shin}, \binits{W.}}:
\batitle{Csi-deepnet: A lightweight deep convolutional neural network based
  hand gesture recognition system using wi-fi csi signal}.
\bjtitle{IEEE Access}
\bvolume{10},
\bfpage{114787}--\blpage{114801}
(\byear{2022})
\end{barticle}
\endbibitem

%%% 25
\bibitem[\protect\citeauthoryear{Xiao et~al.}{2023}]{bib43}
\begin{botherref}
\oauthor{\bsnm{Xiao}, \binits{C.}},
\oauthor{\bsnm{Lei}, \binits{Y.}},
\oauthor{\bsnm{Liu}, \binits{C.}},
\oauthor{\bsnm{Wu}, \binits{J.}}:
Mean teacher-based cross-domain activity recognition using wifi signals.
IEEE Internet of Things Journal
(2023)
\end{botherref}
\endbibitem

%%% 26
\bibitem[\protect\citeauthoryear{Wang et~al.}{2017}]{bib27}
\begin{barticle}
\bauthor{\bsnm{Wang}, \binits{W.}},
\bauthor{\bsnm{Liu}, \binits{A.X.}},
\bauthor{\bsnm{Shahzad}, \binits{M.}},
\bauthor{\bsnm{Ling}, \binits{K.}},
\bauthor{\bsnm{Lu}, \binits{S.}}:
\batitle{Device-free human activity recognition using commercial wifi devices}.
\bjtitle{IEEE Journal on Selected Areas in Communications}
\bvolume{35}(\bissue{5}),
\bfpage{1118}--\blpage{1131}
(\byear{2017})
\doiurl{10.1109/JSAC.2017.2679658}
\end{barticle}
\endbibitem

%%% 27
\bibitem[\protect\citeauthoryear{Yang et~al.}{2023}]{bib20}
\begin{barticle}
\bauthor{\bsnm{Yang}, \binits{J.}},
\bauthor{\bsnm{Chen}, \binits{X.}},
\bauthor{\bsnm{Zou}, \binits{H.}},
\bauthor{\bsnm{Lu}, \binits{C.X.}},
\bauthor{\bsnm{Wang}, \binits{D.}},
\bauthor{\bsnm{Sun}, \binits{S.}},
\bauthor{\bsnm{Xie}, \binits{L.}}:
\batitle{Sensefi: A library and benchmark on deep-learning-empowered wifi human
  sensing}.
\bjtitle{Patterns}
\bvolume{4}(\bissue{3}),
\bfpage{100703}
(\byear{2023})
\doiurl{10.1016/j.patter.2023.100703}
\end{barticle}
\endbibitem

%%% 28
\bibitem[\protect\citeauthoryear{Chollet}{2017}]{bib44}
\begin{bchapter}
\bauthor{\bsnm{Chollet}, \binits{F.}}:
\bctitle{Xception: Deep learning with depthwise separable convolutions}.
In: \bbtitle{Proceedings of the IEEE Conference on Computer Vision and Pattern
  Recognition},
pp. \bfpage{1251}--\blpage{1258}
(\byear{2017})
\end{bchapter}
\endbibitem

%%% 29
\bibitem[\protect\citeauthoryear{Chung et~al.}{2014}]{bib30}
\begin{barticle}
\bauthor{\bsnm{Chung}, \binits{J.}},
\bauthor{\bsnm{GUlcehre}, \binits{c.}},
\bauthor{\bsnm{Cho}, \binits{K.}},
\bauthor{\bsnm{Bengio}, \binits{Y.}}:
\batitle{Empirical evaluation of gated recurrent neural networks on sequence
  modeling}.
\bjtitle{arXiv preprint arXiv:1412.3555}
(\byear{2014})
\doiurl{10.48550/arXiv.1412.3555}
\end{barticle}
\endbibitem

\end{thebibliography}
