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This paper proposes semantically meaningful binary clustering of color images by a novel fuzzy co-clustering algorithm. The clustering objective function incorporates the non-extensive entropy with Gaussian gain for regularization purpose. The chromatic color components in the CIEL∗A∗B∗ color space form the feature space for clustering. The result is a very good differentiation of the colors in the...