Automated Built-Up Infrastructure Land Cover Extraction Using Index Ensembles with Machine Learning, Automated Training Data, and Red Band Texture Layers

Automated Built-Up Infrastructure Land Cover Extraction Using Index Ensembles with Machine Learning, Automated Training Data, and Red Band Texture Layers

Automated built-up infrastructure classification is a global need for planning. However, individual indices have weaknesses, including spectral confusion with bare ground, and computational requirements for deep learning are intensive. We present a computationally lightweight method to classify buil...

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Bibliographic Details
Main Authors: Megan C. Maloney, Sarah J. Becker, Andrew W. H. Griffin, Susan L. Lyon, Kristofer Lasko
Format: Article
Language:English
Published: MDPI AG 2024-02-01
Series:Remote Sensing
Subjects:
built-up infrastructure classification
multispectral classification
texture metric
spectral index thresholds
Online Access:https://www.mdpi.com/2072-4292/16/5/868

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