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What is Pixel-Based Classification

Encyclopedia of Information Science and Technology, Fourth Edition
The traditional pixel-based classification process automatically categorizes all the pixels of an image into the thematic classes utilizing only the spectral information (relative reflectance) of each pixel in the image. The spectral information used by each pixel is also termed as a spectral signature, which is estimated by the relative reflectance in different wavelength bands.
Published in Chapter:
Determination of Urban Growth by the Night-Time Images
Emre Yücer (Erzincan University, Turkey) and Arzu Erener (Kocaeli University, Turkey)
Copyright: © 2018 |Pages: 12
DOI: 10.4018/978-1-5225-2255-3.ch681
Abstract
Urbanization in Turkey and in the world continues is increased especially in the last 30 years. Therefore, urban areas having a dynamic structure should be regularly monitored and the urban region should be determined. There is a need of accurate current data that enables to monitor the temporally changing urban development and land use at regular intervals. In order to determine the urban sizes the 2010 DMSP - OLS (US Air Force Meteorological Satellite Program – operational line scan system) night-time images are used. This study is adapted to all provinces of Turkey. Night-time images in the literature are mainly used for examining the global economic and demographic differences between countries. In order to determine the urban growth from night-time images two different image analysis including object-based and cell-based methods are used in this study. Object-oriented image analysis method includes image segmentation studies and cell-based classification method contains natural breaks and otsu method.
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