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id caadria2020_028
authors Xia, Yixi, Yabuki, Nobuyoshi and Fukuda, Tomohiro
year 2020
title Development of an Urban Greenery Evaluation System Based on Deep Learning and Google Street View
source D. Holzer, W. Nakapan, A. Globa, I. Koh (eds.), RE: Anthropocene, Design in the Age of Humans - Proceedings of the 25th CAADRIA Conference - Volume 1, Chulalongkorn University, Bangkok, Thailand, 5-6 August 2020, pp. 783-792
summary Street greenery has long played a vital role in the quality of urban landscapes and is closely related to people's physical and mental health. In the current research on the urban environment, researchers use various methods to simulate and measure urban greenery. With the development of computer technology, the way to obtain data is more diverse. For the assessment of urban greenery quality, there are many methods, such as using remote sensing satellite images captured from above (antenna, space) sensors, to assess urban green coverage. However, this method is not suitable for the evaluation of street greenery. Unlike most remote sensing images, from a pedestrian perspective, urban street images are the most common view of green plants. The street view image presented by Google Street View image is similar to the captured by the pedestrian perspective. Thus it is more suitable for studying urban street greening. With the development of artificial intelligence, based on deep learning, we can abandon the heavy manual statistical work and obtain more accurate semantic information from street images. Furthermore, we can also measure green landscapes in larger areas of the city, as well as extract more details from street view images for urban research.
keywords Green View Index; Deep Learning; Google Street View; Segmentation
series CAADRIA
email yixi11900@gmail.com
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100%; open Aoki, Y (1987) Find in CUMINCAD Relationship between perceived greenery and width of visual fields , J. Jpn. Inst. of Landscape Architects, 51, pp. 1-10

100%; open Aoki, Y (2006) Find in CUMINCAD Trends of researches on visual greenery since 1974 in Japan , Environmental Information Science, 34, pp. 46-49

100%; open Bernhard, F (1910) Find in CUMINCAD The care of trees in lawn, street and park , H. Holt and company

100%; open Blum, J (2017) Find in CUMINCAD Contribution of ecosystem services to air quality and climate change mitigation policies: the case of urban forests in Barcelona, Spain , Apple Academic Press

100%; open Bowler, DE, Buyung-Ali, LM, Knight, TM and Pullin, AS (2010) Find in CUMINCAD Urban greening to cool towns and cities: A systematic review of the empirical evidence , Landscape and urban planning, 97, pp. 147-155

100%; open Cao, R, Fukuda, T and Yabuki, N (2019) Find in CUMINCAD Quantifying visual environment by semantic segmentation using deep learning:A Prototype for Sky View Factor , CAADRIA 2019 24th Annual Conference of the Association for Computer-Aided Architectural Design Research in Asia, Victoria University of Wellington, New Zealand, pp. 623-632

100%; open Di, S, Li, Z, Tang, R, Pan, X, Liu, H and Niu, Y (2019) Find in CUMINCAD Urban green space classification and water consumption analysis with remote-sensing technology: a case study in Beijing, China , International Journal of Remote Sensing, 40, pp. 1909-1929

100%; open Edwards, N, Hooper, P, Trapp, GS, Bull, F, Boruff, B and Giles-Corti, B (2013) Find in CUMINCAD Development of a public open space desktop auditing tool (POSDAT): a remote sensing approach , Applied Geography, 38, pp. 22-30

100%; open Gong, FY, Zeng, ZC, Zhang, F, Li, X, Ng, E and Norford, LK (2018) Find in CUMINCAD Mapping sky, tree, and building view factors of street canyons in a high-density urban environment , Building and Environmental, 134, pp. 155-167

100%; open Inoue, K, Fukuda, T, Cao, R and Yabuki, N (2018) Find in CUMINCAD Tracking Robustness and Green View Index Estimation of Augmented and Diminished Reality for Environmental Design , Proceedings of CAADRIA 2018, Beijing, pp. 339-348

100%; open Kelly, CM, Wilson, JS, Baker, EA, Miller, DK and Schootman, M (2012) Find in CUMINCAD Using Google Street View to audit the built environment: inter-rater reliability results , Annals of Behavioral Medicine, 45, pp. S108-S112

100%; open Lafortezza, R, Carrus, G, Sanesi, G and Davies, C (2009) Find in CUMINCAD Benefits and well-being perceived by people visiting green spaces in periods of heat stress , Urban Forestry & Urban Greening, 8, pp. 97-108

100%; open Li, X and Ratti, C (2018) Find in CUMINCAD Mapping the spatial distribution of shade provision of street trees in Boston using Google Street View panoramas , Urban Forestry and Urban Greening, 31, pp. 109-119

100%; open Li, X, Zhang, C, Li, W, Kuzovkina, YA and Weiner, D (2015) Find in CUMINCAD Who lives in greener neighborhoods? The distribution of street greenery and its association with residents' socioeconomic conditions in Hartford, Connecticut, USA , Urban Forestry & Urban Greening, 14, pp. 751-759

100%; open Li, X, Zhang, C, Li, W, Ricard, R, Meng, Q and Zhang, W (2015) Find in CUMINCAD Assessing street-level urban greenery using Google Street View and a modified green view index , Urban Forestry & Urban Greening, 14, pp. 675-685

100%; open Liang, J, Gong, J, Sun, J, Zhou, J, Li, W, Li, Y, Liu, J and Shen, S (2017) Find in CUMINCAD Automatic sky view factor estimation from street view photographs-A big data approach , Remote Sensing, 9, p. 411

100%; open Rundle, AG, Bader, MD, Richards, CA, Neckerman, KM and Teitler, JO (2011) Find in CUMINCAD Using Google Street View to audit neighborhood environments , American journal of preventive medicine, 40, pp. 94-100

100%; open Torii, A, Havlena, M and Pajdla, T (2009) Find in CUMINCAD From google street view to 3d city models , 2009 IEEE 12th International Conference on Computer Vision Workshops, ICCV Workshops, Dresden, Germany, pp. 2188-2195

100%; open Yang, J, Zhao, L, Mcbride, J and Gong, P (2009) Find in CUMINCAD Can you see green? Assessing the visibility of urban forests in cities , Landscape and urban planning, 91, pp. 97-104

100%; open Zamir, AR, Alexander, D and Mubarak, S (2011) Find in CUMINCAD Street view challenge: Identification of commercial entities in street view imagery , 2011 10th International Conference on Machine Learning and Applications and Workshops, Honolulu, HI, USA, pp. 380-383

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