reviewRemote SensingFeb 11, 2022GOLD OA

Deep Learning-Based Change Detection in Remote Sensing Images: A Review

Nanjing University of Science and Technology · Central South University · +1 more institution

Indexed incrossrefdoaj

Abstract

Images gathered from different satellites are vastly available these days due to the fast development of remote sensing (RS) technology. These images significantly enhance the data sources of change detection (CD). CD is a technique of recognizing the dissimilarities in the images acquired at distinct intervals and are used for numerous applications, such as urban area development, disaster management, land cover object identification, etc. In recent years, deep learning (DL) techniques have been used tremendously in change detection processes, where it has achieved great success because of their practical applications. Some researchers have even claimed that DL approaches outperform traditional approaches and…

Citation impact

370
total citations
FWCI
38.53
Percentile
100%
References
204
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Authors

5

Topics & keywords

Keywords
  • Change detection
  • Computer science
  • Deep learning
  • Hyperspectral imaging
  • Multispectral image
  • Artificial intelligence
  • Remote sensing
  • Object detection
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