Human reading states reflect people's mental activities and are closely related with learning behaviors. Consequently, it is of great value to identify reading states in many aspects. For example, it can provide timely assistance in learning processes and boost the learning efficiency of learners in a personalized way. Conventionally, researchers usually make use of EEG and fMRI to recognize human reading states. However, these methods have shortcomings of high device cost, low portability and bad user experience. In this paper, we design a real-time reading states detection system named ETist with commodity wearable glasses that can identify four reading states including attention, browsing, mind wandering and drowsiness via tracking eye movement. Through our experiments, we demonstrate that this system can recognize four fine-grained states with an average accuracy of 84.0%, which is applicable in a wide area of applications.
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Nanjing Univ, China Res Ctr Language Strategies, Sch Foreign Studies, English Dept, Nanjing, Peoples R ChinaNanjing Univ, China Res Ctr Language Strategies, Sch Foreign Studies, English Dept, Nanjing, Peoples R China
Zhao, Xin
Mao, Yansheng
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Harbin Engn Univ, Sch Foreign Studies, Harbin, Peoples R ChinaNanjing Univ, China Res Ctr Language Strategies, Sch Foreign Studies, English Dept, Nanjing, Peoples R China
Mao, Yansheng
Wang, Yihang
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Harbin Engn Univ, Harbin, Peoples R ChinaNanjing Univ, China Res Ctr Language Strategies, Sch Foreign Studies, English Dept, Nanjing, Peoples R China
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South Australian Hlth & Med Res Inst, Wardliparingga Aboriginal Hlth Equ, North Terrace, SA, AustraliaSouth Australian Hlth & Med Res Inst, Wardliparingga Aboriginal Hlth Equ, North Terrace, SA, Australia
Canuto, Kootsy
Finlay, Summer May
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Univ Wollongong, Sch Hlth & Soc, Wollongong, NSW, Australia
Univ Canberra, Hlth Res Inst, Canberra, ACT, AustraliaSouth Australian Hlth & Med Res Inst, Wardliparingga Aboriginal Hlth Equ, North Terrace, SA, Australia