Towards Sensing the Influence of Visual Narratives on Human Affect

被引:0
|
作者
Burzo, Mihai [1 ]
McDuff, Daniel
Mihalcea, Rada [1 ]
Morency, Louis-Philippe
Narvaez, Alexis [1 ]
Perez-Rosas, Veronica [1 ]
机构
[1] Univ N Texas, Denton, TX 76203 USA
关键词
Multimodal signal processing; Multimodal sensing; Affective Behavior;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we explore a multimodal approach to sensing affective state during exposure to visual narratives. Using four different modalities, consisting of visual facial behaviors, thermal imaging, heart rate measurements, and verbal descriptions, we show that we can effectively predict changes in human affect. Our experiments show that these modalities complement each other, and illustrate the role played by each of the four modalities in detecting human affect.
引用
收藏
页码:153 / 160
页数:8
相关论文
共 50 条
  • [1] Sensing Affective Response to Visual Narratives
    Burzo, Mihai
    Perez-Rosas, Veronica
    McDuff, Daniel
    Morency, Louis-Philippe
    Narvaez, Alexis
    Mihalcea, Rada
    IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2019, 14 (02) : 54 - 66
  • [2] Sensing the Image: Roland Barthes and the Affect of the Visual
    Oxman, Elena
    SUB-STANCE, 2010, 39 (02) : 71 - 90
  • [3] The Evolution of Story: How Time and Modality Affect Visual and Verbal Narratives
    Thomson, T. J.
    VISUAL COMMUNICATION QUARTERLY, 2018, 25 (04) : 199 - 210
  • [4] THE ROLE OF AFFECT IN NARRATIVES
    DYER, MG
    COGNITIVE SCIENCE, 1983, 7 (03) : 211 - 242
  • [5] Towards (Re)Constructing Narratives from Georeferenced Photographs through Visual Analytics
    Straumann, Ralph K.
    Coeltekin, Arzu
    Andrienko, Gennady
    CARTOGRAPHIC JOURNAL, 2014, 51 (02): : 152 - 165
  • [6] The household, visual narratives
    Gonzalez Presencio, Mariano
    EGA-REVISTA DE EXPRESION GRAFICA ARQUITECTONICA, 2018, (33): : 11 - 12
  • [7] Sensing, Predicting, and Utilizing Human Visual Attention
    Sato, Yoichi
    2014 4TH INTERNATIONAL CONFERENCE ON IMAGE PROCESSING THEORY, TOOLS AND APPLICATIONS (IPTA), 2014, : 5 - 5
  • [8] MODEL OF HUMAN VISUAL-MOTION SENSING
    WATSON, AB
    AHUMADA, AJ
    JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1985, 2 (02) : 322 - 342
  • [9] THE COHERENCE OF VISUAL NARRATIVES
    KRAFT, RN
    CANTOR, P
    GOTTDIENER, C
    COMMUNICATION RESEARCH, 1991, 18 (05) : 601 - 616
  • [10] Interpreting visual narratives
    Rubinstein, RP
    SEMIOTICS AROUND THE WORLD: SYNTHESIS IN DIVERSITY, VOL 1 AND 2, 1996, 126 : 725 - 728