Integration of statistical parameters-based colour-texture descriptors for radar remote sensing image retrieval applications
by Naushad Varish; Sambidi Rohan Reddy; Nadimpalli Gautham Sashi Varma; Priyanka Singh
International Journal of Computational Science and Engineering (IJCSE), Vol. 27, No. 2, 2024
Abstract: In this paper, a novel image retrieval method based on colour-texture contents for radar remote sensing applications is proposed, where global properties-based colour contents are extracted from different numbers of groups of histograms of colour image planes, and local properties-based texture contents have been derived from block level GLCM of an image plane. The integration of colour-texture contents represents the low dimensional feature which reduces overall computational overhead and increases the retrieval speed. To give importance to the feature components, suitable weights are imposed to both colour-texture contents appropriately. The obtained feature information describes the radar image effectively and also similarity measures play a significant role for better performance. This work compares eight similarity metrics to select the best one in the retrieval process. To validate the suggested method, experiments on two image datasets are performed and good retrieval results have been attained with rich colour-texture contents.
Online publication date: Mon, 11-Mar-2024
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