Prolonged water body types dataset of urban agglomeration in central China from 1990 to 2021

Data and knowledge of spatial-temporal dynamics of multiple types of water body are significant for water resources management but remain very limited. Using the Landsat satellite data and weakly supervised deep learning techniques for long term mapping, we report annual maps of multiple types of inland water bodies on urban agglomeration scale in the middle reaches of the Yangtze River (MRYR) during 1990-2021 at 30m spatial resolution. Accuracy assessment from 14000 validation points in seven years indicates an overall accuracy of 94.50%. Quantitative and qualitative comparison with other water related mapping products further demonstrates the superiority on long time span, refined classification system, and the high precision. The Water-MRYR could support the government and the public in the challenging water resources management and wetland conservation.

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Publication Details

Journal
Scientific Data
Published
2025-03-22
DOI
https://doi.org/10.1038/s41597-025-04794-3
Citations
2
Primary Topic
Flood Risk Assessment and Management
Type
article
Field-Weighted Citation Impact
2.21

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article

Prolonged water body types dataset of urban agglomeration in central China from 1990 to 2021

Xiaohong Yang, Lizhe Wang, Runyu Fan, Kun He et al.
2 citations
Scientific Data
Flood Risk Assessment and Management
2.21
article

Prolonged water body types dataset of urban agglomeration in central China from 1990 to 2021

Xiaohong Yang, Lizhe Wang, Runyu Fan, Kun He, Haozheng Ma
article en
2 citations

Abstract

Data and knowledge of spatial-temporal dynamics of multiple types of water body are significant for water resources management but remain very limited. Using the Landsat satellite data and weakly supervised deep learning techniques for long term mapping, we report annual maps of multiple types of inland water bodies on urban agglomeration scale in the middle reaches of the Yangtze River (MRYR) during 1990-2021 at 30m spatial resolution. Accuracy assessment from 14000 validation points in seven years indicates an overall accuracy of 94.50%. Quantitative and qualitative comparison with other water related mapping products further demonstrates the superiority on long time span, refined classification system, and the high precision. The Water-MRYR could support the government and the public in the challenging water resources management and wetland conservation.

Scientific DataVol. 12(1)
China University of Geosciences (CN)
National Natural Science Foundation of China
Sustainable cities and communities
Openalex Percentile: Top 15%
Flood Risk Assessment and Management
2.21
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Prolonged water body types dataset of urban agglomeration in central China from 1990 to 2021 — Xiaohong Yang, Lizhe Wang, et al. · Scientific Data (2025) | TGRS Research Map | TGRS