A visual attention-based method to address the midas touch problem existing in gesture-based interaction |
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Authors: | Huiyue Wu Jianmin Wang |
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Affiliation: | 1.The School of Communication and Design,Sun Yat-Sen University,Guangzhou,China;2.User Experience Lab, The College of Arts and Media,Tongji University,Shanghai,China |
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Abstract: | The “Midas Touch” problem has long been a difficult problem existing in gesture-based interaction. This paper proposes a visual attention-based method to address this problem from the perspective of cognitive psychology. There are three main contributions in this paper: (1) a visual attention-based parallel perception model is constructed by combining top-down and bottom-up attention, (2) a framework is proposed for dynamic gesture spotting and recognition simultaneously, and (3) a gesture toolkit is created to facilitate gesture design and development. Experimental results show that the proposed method has a good performance for both isolated and continuous gesture recognition tasks. Finally, we highlight the implications of this work for the design and development of all gesture-based applications. |
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