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DOI10.3390/ijerph18094866
The Function of Color and Structure Based on EEG Features in Landscape Recognition
Wang, Yuting; Wang, Shujian; Xu, Ming
通讯作者Xu, M (corresponding author), Henan Key Lab Earth Syst Observat & Modeling, Kaifeng 475004, Peoples R China. ; Xu, M (corresponding author), Henan Univ, Coll Environm & Planning, Kaifeng 475004, Peoples R China.
来源期刊INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH
EISSN1660-4601
出版年2021
卷号18期号:9
英文摘要Both color and structure make important contributions to human visual perception, as well as the evaluation of landscape quality and landscape aesthetics. The EEG equipment liveamp32 was used to record the EEG signals of humans when viewing landscape images, structure images with filtered color, and color images with a filtered structure. The results show that the SVM classifier was the most suitable classifier for landscape classification based on EEG features. The classification accuracy of the landscape picture recognition was up to 98.3% when using beta waves, while the accuracy of the color recognition was 97.5%, and that of the structure recognition was 93.9% when using gamma waves. Secondly, color and structure played a major role in determining the alpha and gamma wave responses, respectively, for all the landscape types, including forest, desert, and water. Furthermore, structure only played a decisive role in forest, while color played a major role in desert and water when using beta waves. Lastly, statistically significant differences between landscape groups and scenario groups with regard to alpha, beta, and gamma rhythms in brain waves were confirmed. The reasonable usage and layout of structure and color will have a very important guiding value for landscape aesthetics in future landscape design and landscape planning.
英文关键词color structure landscape recognition electroencephalography (EEG)
类型Article
语种英语
开放获取类型Green Published, gold
收录类别SCI-E ; SSCI
WOS记录号WOS:000650291000001
WOS关键词RELATIVE IMPORTANCE ; GUIDELINES ; VALUES ; CLASSIFICATION ; RESPONSES ; AROUSAL ; WEIGHT
WOS类目Environmental Sciences ; Public, Environmental & Occupational Health
WOS研究方向Environmental Sciences & Ecology ; Public, Environmental & Occupational Health
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/350586
作者单位[Wang, Yuting; Wang, Shujian; Xu, Ming] Henan Key Lab Earth Syst Observat & Modeling, Kaifeng 475004, Peoples R China; [Wang, Yuting; Wang, Shujian; Xu, Ming] Henan Univ, Coll Environm & Planning, Kaifeng 475004, Peoples R China
推荐引用方式
GB/T 7714
Wang, Yuting,Wang, Shujian,Xu, Ming. The Function of Color and Structure Based on EEG Features in Landscape Recognition[J],2021,18(9).
APA Wang, Yuting,Wang, Shujian,&Xu, Ming.(2021).The Function of Color and Structure Based on EEG Features in Landscape Recognition.INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH,18(9).
MLA Wang, Yuting,et al."The Function of Color and Structure Based on EEG Features in Landscape Recognition".INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 18.9(2021).
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