Evidence map›Paper›PMID 39747320›Full record

ArticleScientific reports2025

Spatial heterogeneity of keyhole imagery coverage in China and imagery dataset cost estimation.

Hao Li, Weiqi Yao, Mengru Zhang, Xiaoyue Yang, Qian Wang

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

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3citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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3 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Hao LiSchool of Geography and Environment, Liaocheng University, Liaocheng, 252059, China. lihao@lcu.edu.cn.
Weiqi YaoSchool of Geography and Environment, Liaocheng University, Liaocheng, 252059, China.
Mengru ZhangSchool of Geography and Environment, Liaocheng University, Liaocheng, 252059, China.
Xiaoyue YangSchool of Geography and Environment, Liaocheng University, Liaocheng, 252059, China.
Qian WangSchool of Geography and Environment, Liaocheng University, Liaocheng, 252059, China.

Funding

Doctoral Startup Foundation of Liaocheng University 318052031Liaocheng University student innovation and entrepreneurship training program CXCY2023047
6 · The paper itself

Abstract

Keyhole imagery documented global surface from 1960 to 1980s and has contributed to earth surface change research, while evaluation of its' coverage spatial heterogeneity is rare. In this work the boundary vectors with attributes of all freely Keyhole images within China were obtained from USGS website to automatically investigate the spatial coverage characteristics using the ArcPy library in Python. Images were categorized into meter-level (C1), five-meter-level (C2), and ten-meter-level (C3). The resolution and spatial coverage distribution of Keyhole imagery at national and provincial levels were investigated using geostatistical and statistical methods. Combining coverage area of free imagery and the costs of non-free imagery, the cost of Keyhole datasets construction was calculated. The results indicated: (1) the coverage of C1, C2, and C3 across China was 58%, 95%, and 76%, respectively. The average number of coverages were 4.9, 4.5, and 3.6 times, respectively, with variation coefficients of 0.7, 1.3, and 1.3. All of C1, C2, and C3 imageries exhibited significant global and local spatial clustering characteristics. (3) The acquisition costs for datasets with triple coverage of C1, C2, and C3 imagery in China were 103, 103, and 23 thousand dollars, respectively. We demonstrated how the large data amount Keyhole imagery that could not analyzed manually were automatically reorganized using the metadata, to facilitate the spatial distribution and cost estimation analysis.

Indexed as

1960 ~ 1980sAutomationKeyhole imageryResolutionSpatial distribution characteristics

Identifiers

PMID39747320
PMCPMC11695812

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