Tracking visual attention during learning of complex science concepts with augmented 3D visualizations

被引:16
|
作者
Yang, Fang-Ying [1 ,2 ]
Wang, Hui-Yun [1 ]
机构
[1] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei, Taiwan
[2] Natl Taiwan Normal Univ, Grad Inst Sci Educ, 88 Sec 4,Ting-Zhou Rd, Taipei 11677, Taiwan
关键词
Augmented and virtual reality; Applications in subject areas; Pedagogical issues; Secondary education; Teaching; learning strategies; EYE-TRACKING; COGNITIVE LOAD; VIRTUAL ENVIRONMENT; PRIOR KNOWLEDGE; REALITY; CHEMISTRY; STUDENTS; TEXT; ANIMATION; EDUCATION;
D O I
10.1016/j.compedu.2022.104659
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The main purpose of the study was to explore how different augmented 3D visualizations may affect the learning of complex science concepts using the eye tracking method. An Augmented Reality (AR) learning system incorporated with different 3D visualizations was developed to assist conceptual learning in the topic of "molecular shapes." Learners' visual attention during the AR learning was recorded using a mobile eye tracking system. Participants were 32 10th grade students. Pre- and post-tests were used to assess students' learning achievements. Learners were grouped into low and high achievers according to the posttest result. To analyze the associations between learners' visual attentions and learning achievements, correlation, t-test, correlation, and regression analyses were applied. Additionally, we conducted lag sequential analysis (LSA) to compare the visual transitions of different groups of achievers. The results showed that learners' conceptual understanding was improved after the AR learning activity. Among the different 3D visualizations, learners attended more to the static and dynamic types in the basic learning stage and to the static and interactive types in the advanced learning stage. Attention to the 3D static model was found to associate more to the attention to the interactive type. The correlation and regression analyses found that the cognitive effort to integrate information about the static 3D model was the key predictor for the learning achievement. LSA showed that high achievers displayed a higher chance of looking back to the static 3D model from other AOIs. The visual pattern analysis suggested that a guidance to connect information delivered by the static and the animated visual representations is necessary for complex conceptual learning.
引用
收藏
页数:18
相关论文
共 50 条
  • [1] Learning Stereoscopic Visual Attention Model for 3D Video
    Huang, Gang-jian
    Du, Xin
    Zhu, Yun-fang
    2015 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND APPLICATIONS (CSA), 2015, : 6 - 9
  • [2] A Visual Attention Model Based on Eye Tracking in 3D Scene Maps
    Yang, Bincheng
    Li, Hongwei
    ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2021, 10 (10)
  • [3] The Influence of Multimodal 3D Visualizations on Learning Acquisition
    Do, Phuong T.
    Moreland, John R.
    Korchek, Dennis P.
    ADVANCES IN VISUAL COMPUTING, PT III, 2010, 6455 : 484 - +
  • [4] Enhanced 3D interaction with augmented visual information
    Lee, Dongwook
    Park, Jinah
    ADVANCES IN ARTIFICIAL REALITY AND TELE-EXISTENCE, PROCEEDINGS, 2006, 4282 : 1293 - +
  • [5] Using a Visual Attention Model to Improve Gaze Tracking Systems in Interactive 3D Applications
    Hillaire, S.
    Breton, G.
    Ouarti, N.
    Cozot, R.
    Lecuyer, A.
    COMPUTER GRAPHICS FORUM, 2010, 29 (06) : 1830 - 1841
  • [6] EDVAM: a 3D eye-tracking dataset for visual attention modeling in a virtual museum
    Zhou, Yunzhan
    Feng, Tian
    Shuai, Shihui
    Li, Xiangdong
    Sun, Lingyun
    Duh, Henry Been-Lirn
    FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING, 2022, 23 (01) : 101 - 112
  • [7] 3D Mapping of Visual Attention for Smart Rehabilitation
    McMurrough, Christopher D.
    Lioulemes, Alexandros
    Phan, Scott
    Makedon, Fillia
    8TH ACM INTERNATIONAL CONFERENCE ON PERVASIVE TECHNOLOGIES RELATED TO ASSISTIVE ENVIRONMENTS (PETRA 2015), 2015,
  • [8] LEARNING CHEMISTRY WITH 3D VISUALIZATIONS EMPLOYING CARTOONS AGENTS IN HIGHER EDUCATION
    Dalacosta, K.
    Pavlatou, E. A.
    10TH INTERNATIONAL CONFERENCE OF EDUCATION, RESEARCH AND INNOVATION (ICERI2017), 2017, : 3318 - 3325
  • [9] Visualizations with 3D - its potential for research and education in information science and media informatics
    Brockelmann, Martin
    Wolff, Christian
    INFORMATION-WISSENSCHAFT UND PRAXIS, 2013, 64 (04): : 209 - 213
  • [10] Examination of 3D visual attention in stereoscopic video content
    Huynh-Thu, Quan
    Schiatti, Luca
    HUMAN VISION AND ELECTRONIC IMAGING XVI, 2011, 7865