GSTDTAP  > 资源环境科学
DOI10.1016/j.landurbplan.2019.103604
Machine-based understanding of manually collected visual and auditory datasets for urban perception studies
Verma, Deepank1; Jana, Arnab1; Ramamritham, Krithi2
2019-10-01
发表期刊LANDSCAPE AND URBAN PLANNING
ISSN0169-2046
EISSN1872-6062
出版年2019
卷号190
文章类型Article
语种英语
国家India
英文摘要

While the previous studies have attempted to quantify the environmental characteristics which stimulate different emotions and perceptions, the temporal aspect of the transient urbanscapes and the multimodality in data collection and analysis has not been given enough attention. The characteristics of the urban environment fluctuate with the time, time-based sensory data collection is, therefore, critical for comprehensive assessment of the surroundings. This research note aims to propose a methodology for the temporal and multimodal data collection and demonstrates the use of smartphone-based camera and handheld recorder to manually collect visual and audio datasets simultaneously from urban streets. It utilizes state of the art computer algorithms to extract attributes from the visual and auditory datasets which can further help in establishing comparison and relationships between different urban spaces. Altogether, this study proposes an idea and working proof presenting data collection and automated analysis which can aid decision makers and urban planners to create a lively, safe and healthy environment.


领域资源环境
收录类别SCI-E ; SSCI
WOS记录号WOS:000484871000035
WOS关键词PREFERENCE ; STREETS
WOS类目Ecology ; Environmental Studies ; Geography ; Geography, Physical ; Regional & Urban Planning ; Urban Studies
WOS研究方向Environmental Sciences & Ecology ; Geography ; Physical Geography ; Public Administration ; Urban Studies
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/187484
专题资源环境科学
作者单位1.Indian Inst Technol, Ctr Urban Sci & Engn, Mumbai, Maharashtra, India;
2.Indian Inst Technol, Dept Comp Sci & Engn, Mumbai, Maharashtra, India
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Verma, Deepank,Jana, Arnab,Ramamritham, Krithi. Machine-based understanding of manually collected visual and auditory datasets for urban perception studies[J]. LANDSCAPE AND URBAN PLANNING,2019,190.
APA Verma, Deepank,Jana, Arnab,&Ramamritham, Krithi.(2019).Machine-based understanding of manually collected visual and auditory datasets for urban perception studies.LANDSCAPE AND URBAN PLANNING,190.
MLA Verma, Deepank,et al."Machine-based understanding of manually collected visual and auditory datasets for urban perception studies".LANDSCAPE AND URBAN PLANNING 190(2019).
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