ANALYSIS OF CHANGE DETECTION ALGORITHMS FOR STEREO AND AREA SURVEY DATA PROCESSING

The paper examines change detection methods in satellite imagery acquired through stereo and area imaging. It reviews traditional algorithms (image differencing, regression analysis, PCA, PCC) alongside neural network approaches (CNN, RNN, hybrid models, autoencoders). Mathematical models, training principles, and evaluation metrics (Accuracy, Precision, Recall, F-score) are presented, the advantages and limitations of the methods are discussed.

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Publication Details

Published
2025-06-15
DOI
https://doi.org/10.21667/978-5-7722-0428-3-123-130
Primary Topic
Advanced Algorithms and Applications
Type
article
Field-Weighted Citation Impact
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article

ANALYSIS OF CHANGE DETECTION ALGORITHMS FOR STEREO AND AREA SURVEY DATA PROCESSING

Maksim Egin, A.S. Gorobchenko
Advanced Algorithms and Applications
article

ANALYSIS OF CHANGE DETECTION ALGORITHMS FOR STEREO AND AREA SURVEY DATA PROCESSING

Maksim Egin, A.S. Gorobchenko
article en

Abstract

The paper examines change detection methods in satellite imagery acquired through stereo and area imaging. It reviews traditional algorithms (image differencing, regression analysis, PCA, PCC) alongside neural network approaches (CNN, RNN, hybrid models, autoencoders). Mathematical models, training principles, and evaluation metrics (Accuracy, Precision, Recall, F-score) are presented, the advantages and limitations of the methods are discussed.

Openalex Percentile: Top 73%
Advanced Algorithms and Applications
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ANALYSIS OF CHANGE DETECTION ALGORITHMS FOR STEREO AND AREA SURVEY DATA PROCESSING — Maksim Egin, A.S. Gorobchenko · (2025) | TGRS Research Map | TGRS