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GIScience & Remote Sensing Volume 55, 2018 - Issue 4
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Articles

Improving impervious surface estimation: an integrated method of classification and regression trees (CART) and linear spectral mixture analysis (LSMA) based on error analysis

Jin WangGuangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou510640, China;University of Chinese Academy of Sciences, Beijing100049, ChinaORCID Iconhttp://orcid.org/0000-0003-2584-9644View further author information
ORCID Icon,
Zhifeng WuSchool of Geographical Sciences, Guangzhou University, Guangzhou510006, ChinaCorrespondence[email protected]
ORCID Iconhttp://orcid.org/0000-0003-3173-4739View further author information
ORCID Icon,
Changshan WuDepartment of Geography, University of Wisconsin-Milwaukee, Milwaukee, WI53201, USAORCID Iconhttp://orcid.org/0000-0002-0207-9299View further author information
ORCID Icon,
Zheng CaoGuangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou510640, China;University of Chinese Academy of Sciences, Beijing100049, ChinaView further author information
,
Wei FanGuangdong Provincial Institution of Land Survey and Land Planning, Guangzhou510075, ChinaView further author information
&
Paolo TarolliDepartment of Land, Environment, Agriculture and Forestry, University of Padova, Legnaro35020, ItalyORCID Iconhttp://orcid.org/0000-0003-0043-5226View further author information
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Pages 583-603 | Received 22 May 2017, Accepted 07 Dec 2017, Published online: 26 Dec 2017

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Pan Hu, Jiehai Cheng, Ping Li & Yuyao Wang. (2023) Automatic extraction of built-up areas in Chinese urban agglomerations based on the deep learning method using NTL data. Geocarto International 38:1.
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Peng Li & Zhen Xiao. (2022) Impervious surface expansion in the China-Laos border area under the context of geo-economic cooperation: a case study of the Mohan-Boten Economic Cooperation Zone. GIScience & Remote Sensing 59:1, pages 2184-2201.
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Wei Fan, Jinsong Chen, Xiaoli Li, Paolo Tarolli & Jin Wang. (2022) Multitemporal impervious surface estimation via an optimized stable/change pixel detection approach. GIScience & Remote Sensing 59:1, pages 1406-1425.
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Guiying Li, Longwei Li, Dengsheng Lu, Wei Guo & Wenhui Kuang. (2020) Mapping impervious surface distribution in China using multi-source remotely sensed data. GIScience & Remote Sensing 57:4, pages 543-552.
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Wei Guo, Guiying Li, Wenjian Ni, Yuhuan Zhang & Dengsheng Lu. (2018) Exploring improvement of impervious surface estimation at national scale through integration of nighttime light and Proba-V data. GIScience & Remote Sensing 55:5, pages 699-717.
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Articles from other publishers (12)

Yuewan Wu & Jiayi Pan. (2023) Detecting Changes in Impervious Surfaces Using Multi-Sensor Satellite Imagery and Machine Learning Methodology in a Metropolitan Area. Remote Sensing 15:22, pages 5387.
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Tao Pan, Baofu Li & Letian Ning. (2023) Impervious Surface Area Patterns and Their Response to Land Surface Temperature Mechanism in Urban–Rural Regions of Qingdao, China. Remote Sensing 15:17, pages 4265.
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Prathiba A. Palanisamy, Kamal Jain & Stefania Bonafoni. (2023) Machine Learning Classifier Evaluation for Different Input Combinations: A Case Study with Landsat 9 and Sentinel-2 Data. Remote Sensing 15:13, pages 3241.
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Yulin Ding, Qing Ding, Jie Yang, Zhenfeng Shao & Xiao Huang. (2022) PRISI: A novel piecewise radar impervious surface index for urban monitoring using Sentinel-1 data. International Journal of Applied Earth Observation and Geoinformation 114, pages 103033.
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Jash R. Parekh, Ate Poortinga, Biplov Bhandari, Timothy Mayer, David Saah & Farrukh Chishtie. (2021) Automatic Detection of Impervious Surfaces from Remotely Sensed Data Using Deep Learning. Remote Sensing 13:16, pages 3166.
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Gengzhe Wang, Qi Han & Bauke de vries. (2021) The multi-objective spatial optimization of urban land use based on low-carbon city planning. Ecological Indicators 125, pages 107540.
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Peng Dou & Chao Zeng. (2020) Hyperspectral Image Classification Using Feature Relations Map Learning. Remote Sensing 12:18, pages 2956.
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Wei Fan, Changshan Wu & Jin Wang. (2019) Improving Impervious Surface Estimation by Using Remote Sensed Imagery Combined With Open Street Map Points-of-Interest (POI) Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 12:11, pages 4265-4274.
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Yuliang Wang & Mingshi Li. (2019) Urban Impervious Surface Detection From Remote Sensing Images: A review of the methods and challenges. IEEE Geoscience and Remote Sensing Magazine 7:3, pages 64-93.
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Tao Pan, Wenhui Kuang, Rafiq Hamdi, Chi Zhang, Shu Zhang, Zhili Li & Xin Chen. (2019) City-Level Comparison of Urban Land-Cover Configurations from 2000–2015 across 65 Countries within the Global Belt and Road. Remote Sensing 11:13, pages 1515.
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Shanshan Feng & Fenglei Fan. (2019) A Hierarchical Extraction Method of Impervious Surface Based on NDVI Thresholding Integrated With Multispectral and High-Resolution Remote Sensing Imageries. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 12:5, pages 1461-1470.
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Zhongchang Sun, Xiangwei Zhao, Mengfan Wu & Cuizhen Wang. (2018) Extracting Urban Impervious Surface from WorldView-2 and Airborne LiDAR Data Using 3D Convolutional Neural Networks. Journal of the Indian Society of Remote Sensing 47:3, pages 401-412.
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