Comparative analysis of image classification with retrieval system. (20th April 2023)

• Record Type: Journal Article
• Authors: Naik, Jatothu Brahmaiah; Kalli, Siva Nagi Reddy; Boda, Ravi
• Is Part Of: International journal of ad hoc and ubiquitous computing. Volume 42:Number 4(2023)
• Page Start: 226
• Page End: 242
• Publication Date: 2023-04-20
• Subjects: image retrieval -- CBIR system -- deep belief network -- DBN -- NN -- PLVP-DBN; Ubiquitous computing -- Periodicals; Embedded computer systems -- Periodicals; Electronic data processing -- Distributed processing -- Periodicals; Wireless communication systems -- Periodicals; Computer architecture -- Periodicals; 004.2
• Languages: English
• ISSNs: 1743-8225

Abstract

Currently, the term 'content-based image retrieval' seems to be a highly attentive system for handling the broad image datasets since the data storage mechanisms and image acquisition are becoming the most empowered logic in image processing. The previous CBIR system has been proposed under nonlinear similarity matching measure in a logarithmic scale and informative pattern descriptor has quantified the range of similarity content. This article implements a novel CBIR system that emphasises the classification concept using a deep belief network (DBN) classifier. In this concept, apart from the image retrieval, the used classifier classifies the respective classes of retrieved images. Finally, the proposed local vector pattern (PLVP) with DBN classifier (PLVP-DBN) compares its performance over other conventional retrieval concepts: PLVP-with log similarity, PLVP-without log similarity, and also with neural network (NN) classifier.