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 Most studies on land use land cover uses the traditional pixel-based classification which analyses pixels using multivariate statistics such as the mean, minimum -maximum, covariance. the pixels are then grouped using their spectral values. Urban areas are complex and have high degree of heterogeneity leading to mixed problems while using pixel-based classification. (1)