Exploring Gesture-Based Interaction in Smartwatch Games: A Comparative Study Between Continuous Gesture Recognition and Hidden Markov Models

被引:0
|
作者
Silva, Leonardo [1 ]
Fernandes, Deborah [2 ]
Nogueira, Emilia [2 ]
Felix, Juliana [2 ]
Cardoso, Luciana [1 ]
Aranha, Renan [3 ]
Nascimento, Thamer Horbylon [1 ]
Soares, Fabrizzio [2 ]
机构
[1] Fed Inst Goiano, Campus Ipora, Ipora, Goias, Brazil
[2] Univ Fed Goias, Inst Informat, Goiania, Go, Brazil
[3] Univ Fed Mato Grosso, Cuiaba, Goias, Brazil
关键词
Smartwatches Gesture interaction; Continuous gesture recognition; Hidden Markov Models (HMM); Games;
D O I
10.1007/978-3-031-77389-1_35
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work presents the evaluation of two interaction techniques in games using a smartwatch as a control device: On-screen Continuous Gesture Recognition and air gestures with HMM. The experiment involved participants, aged between 17 and 50 years old. The results indicated a clear preference for the On-screen Continuous Gesture Recognition technique, highlighting its effectiveness and acceptance by users. The analysis of the System Usability Scale (SUS) results showed a positive evaluation for this technique, while the HMM technique was considered less favorable for endless running games. Participants showed a preference for the on-screen touch approach, emphasizing its intuitiveness and satisfactory interaction experience. The findings suggest that On-screen Continuous Gesture Recognition provides a smoother and more natural interaction compared to air gestures with HMM.
引用
收藏
页码:448 / 459
页数:12
相关论文
共 50 条
  • [41] A dynamic gesture interface for virtual environments based on Hidden Markov Models
    Chen, Q
    El-Sawah, A
    Joslin, C
    Georganas, ND
    2005 IEEE INTERNATIONAL WORKSHOP ON HAPTIC AUDIO VISUAL ENVIRONMENTS AND THEIR APPLICATIONS, 2005, : 110 - 115
  • [42] DEICTIC: A compositional and declarative gesture description based on hidden markov models
    Carcangiu, Alessandro
    Spano, Lucio Davide
    Fumera, Giorgio
    Roli, Fabio
    INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, 2019, 122 : 113 - 132
  • [43] Two-stage Hidden Markov Model in Gesture Recognition for Human Robot Interaction
    Nhan Nguyen-Duc-Thanh
    Lee, Sungyoung
    Kim, Donghan
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2012, 9
  • [44] COMPARATIVE ANALYSIS OF STATIC HAND GESTURE-BASED RECOGNITION WITH THE HELP OF VARIOUS ALGORITHMS
    Bhowmik, Kaushal
    Ghosh, Sankhadeep
    ADVANCES AND APPLICATIONS IN MATHEMATICAL SCIENCES, 2019, 18 (09): : 877 - 883
  • [45] OGRE - Open gestures recognition engine, a platform for gesture-based communication and interaction
    Dias, JMS
    Nande, P
    Barata, N
    Correia, A
    GESTURE IN HUMAN-COMPUTER INTERACTION AND SIMULATION, 2006, 3881 : 129 - 132
  • [46] Inertial-Based Gesture Recognition for Artificial Intelligent Cockpit Control using Hidden Markov Models
    Haid, Markus
    Budaker, Bernhard
    Geiger, Markus
    Husfeldt, Daniel
    Hartmann, Marie
    Berezowski, Nick
    2019 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE), 2019,
  • [47] Dynamic Arm Gesture Recognition Using Spherical Angle Features and Hidden Markov Models
    Kim, Hyesuk
    Kim, Incheol
    ADVANCES IN HUMAN-COMPUTER INTERACTION, 2015, 2015
  • [48] Gesture recognition for alphabets from hand motion trajectory using hidden Markov models
    Elmezain, Mahmoud
    Al-Hamadi, Ayoub
    Krell, Gerald
    El-Etriby, Sherif
    Michaelis, Bernd
    2007 IEEE INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND INFORMATION TECHNOLOGY, VOLS 1-3, 2007, : 1170 - 1175
  • [49] Gesture recognition with hidden Markov models to enable multi-modal haptic feedback
    Frolov, Vadim
    Deml, Barbara
    Hannig, Gunter
    HAPTICS: PERCEPTION, DEVICES AND SCENARIOS, PROCEEDINGS, 2008, 5024 : 786 - +
  • [50] Real-time Dynamic Hand Gesture Recognition using Hidden Markov Models
    Gharasuie, M. M.
    Seyedarabi, H.
    2013 8TH IRANIAN CONFERENCE ON MACHINE VISION & IMAGE PROCESSING (MVIP 2013), 2013, : 194 - 199