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Please use this identifier to cite or link to this item: http://repository.iitr.ac.in/handle/123456789/5213
Title: A cognitive method for building detection from high-resolution satellite images
Authors: Chandra N.
Ghosh, Jayanta Kumar
Published in: Current Science
Abstract: In recent years, high-resolution satellite (HRS) images have become an important source of data for extracting geo-spatial information. A deep understanding of human cognitive capabilities is required in order to automate the method of information retrieval from HRS images. The aim of this study is to emulate human cognitive processes by integrating cognitive task analysis for information extraction from HRS images. First, the preliminary knowledge about the cognitive processes which human beings acquire during the interpretation of satellite images is collected. Then, knowledge is represented in the form of rules which are based on the visual interpretation of the images by the human beings. During knowledge elicitation these rules are used to extract buildings from HRS images utilizing the mixture tuned matched filtering algorithm. Later, the method is tested using 14 HRS images of an urban area. The average of precision, recall and F-score is computed as 79.45%, 64.34% and 70.28% respectively.
Citation: Current Science(2017), 112(5): 1038-1044
URI: https://doi.org/10.18520/cs/v112/i05/1038-1044
http://repository.iitr.ac.in/handle/123456789/5213
Issue Date: 2017
Publisher: Indian Academy of Sciences
Keywords: Building detection
Cognitive processes
High-resolution satellite images
Urban areas
ISSN: 113891
Author Scopus IDs: 57191964249
34968946700
Author Affiliations: Chandra, N., Department of Civil Engineering, Indian Institute of Technology, Roorkee, 247 667, India
Ghosh, J.K., Department of Civil Engineering, Indian Institute of Technology, Roorkee, 247 667, India
Corresponding Author: Chandra, N.; Department of Civil Engineering, Indian Institute of TechnologyIndia; email: naveenchandra0408@gmail.com
Appears in Collections:Journal Publications [CE]

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