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Urban fabric decoded:High-precision building material identification via deep learning and remote sensing

Kun Sun Qiaoxuan Li Qiance Liu Jinchao Song Menglin Dai Xingjian Qian Srinivasa Raghavendra Bhuvan Gummidi Bailang Yu Felix Creutzig Gang Liu

Environmental Science and Ecotechnology2025，Vol.24Issue(2)：P.122-132,11.

Environmental Science and Ecotechnology2025，Vol.24Issue(2)：P.122-132,11.DOI:10.1016/j.ese.2025.100538

Urban fabric decoded:High-precision building material identification via deep learning and remote sensing

Kun Sun ¹Qiaoxuan Li ²Qiance Liu ³Jinchao Song ¹Menglin Dai ⁴Xingjian Qian ⁵Srinivasa Raghavendra Bhuvan Gummidi ¹Bailang Yu ⁵Felix Creutzig ⁶Gang Liu⁷

作者信息

1. SDU Life Cycle Engineering,Department of Green Technology,University of Southern Denmark,Odense,5230,Denmark
2. School of Resources and Environmental Science,Quanzhou Normal University,Quanzhou,362000,China
3. SDU Life Cycle Engineering,Department of Green Technology,University of Southern Denmark,Odense,5230,Denmark College of Urban and Environmental Sciences,Peking University,Beijing,100871,China
4. College of Urban and Environmental Sciences,Peking University,Beijing,100871,China
5. Key Laboratory of Geographic Information Science,Ministry of Education,East China Normal University,Shanghai,200241,China School of Geographic Sciences,East China Normal University,Shanghai,200241,China
6. Mercator Research Institute on Global Commons and Climate Change,EUREF 19,Berlin,10829,Germany Bennett Institute for Innovation and Policy Acceleration,University of Sussex Business School,Brighton,BN19SL,UK Technical University Berlin,Straßedes 17 Junis 135,Berlin,10623,Germany
7. College of Urban and Environmental Sciences,Peking University,Beijing,100871,China Institute of Carbon Neutrality,Peking University,Beijing,100871,China
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摘要

关键词

Building material intensity/Built environment/Streetview image/Remote sensing/Deep learning

分类

建筑与水利

引用本文复制引用

Kun Sun,Qiaoxuan Li,Qiance Liu,Jinchao Song,Menglin Dai,Xingjian Qian,Srinivasa Raghavendra Bhuvan Gummidi,Bailang Yu,Felix Creutzig,Gang Liu..Urban fabric decoded:High-precision building material identification via deep learning and remote sensing[J].Environmental Science and Ecotechnology,2025,24(2):P.122-132,11.

基金项目

supported by the National Natural Science Foundation of China(71991484,71991480) （71991484,71991480）

the Fundamental Research Funds for the Central Universities of Peking University,the Independent Research Fund Denmark(iBuildGreen) （iBuildGreen）

the European Union under grant agreement No.101056810(CircEUlar) （CircEUlar）

the China Scholarship Council(202006730004 and 202107940001). （202006730004 and 202107940001）

Environmental Science and Ecotechnology

ISSN：2666-4984

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