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Review Papers | Computer Science & Engineering | India | Volume 12 Issue 2, February 2023 | Popularity: 4.4 / 10
Literature Review on Change Detection Using Remote Sensing Imagery
Dilraj Bhinder, Dr. Devaraj Verma C
Abstract: This paper reviews the subject of Change Detection (CD) using Remote Sensing(RS) or Satellite Imagery. The definition of the problem of CD using RS imagery is explained first followed by the broad framework under which various CD techniques work. This is followed by the survey of different types of CD techniques starting from traditional techniques using only statistics, Machine Learning (ML) techniques followed by the contemporary Deep Learning Techniques with related issues and challenges of all these techniques. Few recent research papers which use DL techniques have also been described in detail with the architectures used at the end of the review. This review will serve as a ready reckoner for researchers wishing to pursue the area of CD using Satellite Imagery.
Keywords: Change Detection, Remote Sensing, Deep Learning, Neural Networks, Siamese Unet
Edition: Volume 12 Issue 2, February 2023
Pages: 1515 - 1523
DOI: https://www.doi.org/10.21275/SR23218134434
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