Merging Neuroimaging and Multimedia: Methods, Opportunities, and Challenges

被引:7
作者
Liu, Tianming [1 ,2 ]
Hu, Xintao [3 ]
Li, Xiaojin [3 ]
Chen, Mo [3 ]
Han, Junwei [3 ]
Guo, Lei [3 ]
机构
[1] Univ Georgia, Dept Comp Sci, Athens, GA 30602 USA
[2] Univ Georgia, Bioimaging Res Ctr, Athens, GA 30602 USA
[3] Northwestern Polytech Univ, Sch Automat, Xian 710072, Peoples R China
基金
美国国家卫生研究院; 美国国家科学基金会; 中国国家自然科学基金;
关键词
Brain-computer interface; brain imaging; cognition; multimedia; perception; semantic gaps; BRAIN RESPONSES; TOP-DOWN; VISUAL-ATTENTION; WORKING-MEMORY; NATURAL IMAGES; BOTTOM-UP; FMRI; MUSIC; STATES; EEG;
D O I
10.1109/THMS.2013.2296871
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Neuroimaging and brain mapping can provide meaningful guidance to multimedia analyses. and advanced computational multimedia analysis can be used to better understand the functional mechanisms of the human brain. Essentially, brain imaging and brain mapping techniques can serve as a bridge that links the digital representation of multimedia and the perception and comprehension of its content. This paper summarizes methods that integrate brain imaging with multimedia analysis and discusses the opportunities and challenges in this interdisciplinary field. In general, quantitative modeling of brain responses during multimedia comprehension has advanced content-based multimedia studies such as image and video classification and tagging. Multimedia analysis has promoted functional brain mapping by using naturalistic multimedia as stimuli during neuroimaging. Challenges and opportunities in merging neuroimaging and multimedia include the quantification of the brain's responses, the quantification of multimedia, and the mapping between brain responses and computational multimedia features.
引用
收藏
页码:270 / 280
页数:11
相关论文
共 114 条
  • [1] Large-scale brain networks emerge from dynamic processing of musical timbre, key and rhythm
    Alluri, Vinoo
    Toiviainen, Petri
    Jaaskelainen, Iiro P.
    Glerean, Enrico
    Sams, Mikko
    Brattico, Elvira
    [J]. NEUROIMAGE, 2012, 59 (04) : 3677 - 3689
  • [2] [Anonymous], MULTIMEDIA TOOLS APP
  • [3] [Anonymous], P 24 ANN C NEUR INF
  • [4] [Anonymous], FRONTIERS NEUROINFOR
  • [5] [Anonymous], 2008, Advances in neural information processing systems, DOI DOI 10.5555/2981780.2981825
  • [6] [Anonymous], FRONTIERS PSYCHOL
  • [7] [Anonymous], P 20 ACM INT C MULT
  • [8] [Anonymous], FDN LIB INFORM SCI
  • [9] [Anonymous], 2009, P 17 ACM INT C MULT, DOI DOI 10.1145/1631272.1631463
  • [10] Analyzing Speech Quality Perception Using Electroencephalography
    Antons, Jan-Niklas
    Schleicher, Robert
    Arndt, Sebastian
    Moeller, Sebastian
    Porbadnigk, Anne K.
    Curio, Gabriel
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2012, 6 (06) : 721 - 731