articleRemote SensingMar 23, 2022GOLD OA

A Survey on Deep Learning-Based Change Detection from High-Resolution Remote Sensing Images

Wuhan University · National Administration of Surveying, Mapping and Geoinformation of China · +1 more institution

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Abstract

Change detection based on remote sensing images plays an important role in the field of remote sensing analysis, and it has been widely used in many areas, such as resources monitoring, urban planning, disaster assessment, etc. In recent years, it has aroused widespread interest due to the explosive development of artificial intelligence (AI) technology, and change detection algorithms based on deep learning frameworks have made it possible to detect more delicate changes (such as the alteration of small buildings) with the help of huge amounts of remote sensing data, especially high-resolution (HR) data. Although there are many methods, we still lack a deep review of the recent progress concerning the latest…

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256
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26.89
Percentile
100%
References
190
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Authors

8

Topics & keywords

Keywords
  • Change detection
  • Computer science
  • Deep learning
  • Remote sensing
  • Artificial intelligence
  • Field (mathematics)
  • High resolution
  • Data science
UN Sustainable Development Goals
  • Sustainable cities and communities
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