Articles | Volume 14, issue 8
https://doi.org/10.5194/essd-14-3649-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/essd-14-3649-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Mapping 10 m global impervious surface area (GISA-10m) using multi-source geospatial data
Xin Huang
School of Remote Sensing and Information Engineering, Wuhan
University, Wuhan 430079, PR China
State Key Laboratory of Information Engineering in Surveying, Mapping
and Remote Sensing,
Wuhan University, Wuhan 430079, PR China
Jie Yang
CORRESPONDING AUTHOR
School of Remote Sensing and Information Engineering, Wuhan
University, Wuhan 430079, PR China
Wenrui Wang
School of Remote Sensing and Information Engineering, Wuhan
University, Wuhan 430079, PR China
Zhengrong Liu
School of Remote Sensing and Information Engineering, Wuhan
University, Wuhan 430079, PR China
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- Annual Solar Geoengineering: Mitigating Yearly Global Warming Increases A. Feinberg 10.3390/cli12020026
- Coastal hardening and what it means for the world’s sandy beaches K. Nawarat et al. 10.1038/s41467-024-54952-1
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- CALC-2020: a new baseline land cover map at 10 m resolution for the circumpolar Arctic C. Liu et al. 10.5194/essd-15-133-2023
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- Urbanization Heat Flux Modeling Confirms It Is a Likely Cause of Significant Global Warming: Urbanization Mitigation Requirements A. Feinberg 10.3390/land12061222
- Fine-resolution mapping and assessment of artificial surfaces in the northern hemisphere permafrost environments C. Liu et al. 10.1080/17538947.2024.2302579
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28 citations as recorded by crossref.
- A review of crowdsourced geographic information for land-use and land-cover mapping: current progress and challenges H. Wu et al. 10.1080/13658816.2024.2379468
- Evaluation of impervious surface extraction based on Qimingxing-1 nighttime light and point of interest data S. Qiu et al. 10.1080/17538947.2024.2430680
- Characterizing and predicting carbon emissions from an emerging land use perspective: A comprehensive review H. Luo et al. 10.1016/j.uclim.2024.102141
- Regularity of rural settlement changes driven by rapid urbanization in North China over the three decades Y. Liu et al. 10.1016/j.scib.2023.08.006
- Automated Method for Artificial Impervious Surface Area Mapping in Temperate, Tropical, and Arid Environments Using Hyperlocal Training Data With Sentinel-2 Imagery K. Lasko & F. O'Neill 10.1109/JSTARS.2023.3328301
- China's first sub-meter building footprints derived by deep learning X. Huang et al. 10.1016/j.rse.2024.114274
- Automated Mapping of Land Cover Type within International Heterogenous Landscapes Using Sentinel-2 Imagery with Ancillary Geospatial Data K. Lasko et al. 10.3390/s24051587
- An Object-Oriented Deep Multi-Sphere Support Vector Data Description Method for Impervious Surfaces Extraction Based on Multi-Sourced Data Y. Wan et al. 10.3390/ijgi12060219
- An improved global land cover mapping in 2015 with 30 m resolution (GLC-2015) based on a multisource product-fusion approach B. Li et al. 10.5194/essd-15-2347-2023
- China Building Rooftop Area: the first multi-annual (2016–2021) and high-resolution (2.5 m) building rooftop area dataset in China derived with super-resolution segmentation from Sentinel-2 imagery Z. Liu et al. 10.5194/essd-15-3547-2023
- Automatic impervious surface mapping in subtropical China via a terrain-guided gated fusion network Z. Li et al. 10.1016/j.jag.2023.103608
- High-resolution satellite images reveal the prevalent positive indirect impact of urbanization on urban tree canopy coverage in South America J. Guo et al. 10.1016/j.landurbplan.2024.105076
- Optimal spectral index and threshold applied to Sentinel-2 data for extracting impervious surface: Verification across latitudes, growing seasons, approaches, and comparison to global datasets Y. Dvornikov et al. 10.1016/j.jag.2023.103470
- A Stepwise Refining Image-Level Weakly Supervised Semantic Segmentation Method for Detecting Exposed Surface for Buildings (ESB) From Very High-Resolution Remote Sensing Images X. Huang et al. 10.1109/TGRS.2023.3342019
- A Cross-Angle Propagation Network for Built-Up Area Extraction by Fusing Spatial–Spectral-Angular Features From the ZY-3 Multiview Satellite Imagery: Dataset and Analysis of China’s 41 Major Cities R. Zuo et al. 10.1109/TGRS.2024.3453868
- Multiscenario Simulation of Land-Use Change in Hubei Province, China Based on the Markov-FLUS Model K. Zhu et al. 10.3390/land12040744
- Building up a data engine for global urban mapping Y. Zhou & Q. Weng 10.1016/j.rse.2024.114242
- Time-series China urban land use mapping (2016–2022): An approach for achieving spatial-consistency and semantic-transition rationality in temporal domain S. Xiong et al. 10.1016/j.rse.2024.114344
- A multi-scale weakly supervised learning method with adaptive online noise correction for high-resolution change detection of built-up areas Y. Cao et al. 10.1016/j.rse.2023.113779
- Annual Solar Geoengineering: Mitigating Yearly Global Warming Increases A. Feinberg 10.3390/cli12020026
- Coastal hardening and what it means for the world’s sandy beaches K. Nawarat et al. 10.1038/s41467-024-54952-1
- A large-scale extraction framework for mapping urban in-formal settlements using remote sensing and semantic segmentation Y. Zhang et al. 10.1080/10106049.2024.2345135
- CALC-2020: a new baseline land cover map at 10 m resolution for the circumpolar Arctic C. Liu et al. 10.5194/essd-15-133-2023
- A New Technique for Urban and Rural Settlement Boundary Extraction Based on Spectral–Topographic–Radar Polarization Features and Its Application in Xining, China X. Li et al. 10.3390/rs16061091
- Advances on the Global Human Settlement Layer by joint assessment of Earth Observation and population survey data M. Pesaresi et al. 10.1080/17538947.2024.2390454
- Moderating AC Usage Can Reduce Thermal Disparity between Indoor and Outdoor Environments H. Wei et al. 10.1021/acs.est.4c00424
- Urbanization Heat Flux Modeling Confirms It Is a Likely Cause of Significant Global Warming: Urbanization Mitigation Requirements A. Feinberg 10.3390/land12061222
- Fine-resolution mapping and assessment of artificial surfaces in the northern hemisphere permafrost environments C. Liu et al. 10.1080/17538947.2024.2302579
1 citations as recorded by crossref.
Latest update: 13 Dec 2024
Short summary
Using more than 2.7 million Sentinel images, we proposed a global ISA mapping method and produced the 10-m global ISA dataset (GISA-10m), with overall accuracy exceeding 86 %. The inter-comparison between different global ISA datasets showed the superiority of our results. The ISA distribution at urban and rural was discussed and compared. For the first time, courtesy of the high spatial resolution, the global road ISA was further identified, and its distribution was discussed.
Using more than 2.7 million Sentinel images, we proposed a global ISA mapping method and...
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