Content Based Image Retrieval System with Feature Extraction and Recently Retrieved Image Library
Journal Title: International Journal of Emerging Technologies in Computational and Applied Sciences - Year 2015, Vol 11, Issue 1
Abstract
One of the most important processes in image processing is image retrieval. The main process of image retrieval is retrieval of image from the database based on the query. Basically, retrieval is done based on low level features such as shape, texture and colour. If a shape based query image is given, all images related to the given query image are retrieved. Content based image retrieval system is a fast growing research area, where the visual content of a query image is used to search images from large scale image databases. In this proposed an effective system, both the semantically and visually relevant features are used to retrieve the related images. The challenge for the CBIR system is how to efficiently capture the features of the query image for retrieval. In traditional content based retrieval system, the visual content features of the whole query image are used for the retrieval purpose. But in the proposed system, the object wise features of query image are utilized for the effective retrieval. Moreover, an active Recently Retrieved Image Library (RRI Library) is used, which increases the accuracy in each retrieval. An RRI library uses an index system, which maintains the recently retrieved images, and during the retrieval process, the proposed system searches the pertinent images from both the database as well as the RRI library and hence the retrieval precision is gradually increased in each retrieval. The proposed CBIR method is evaluated by querying diverse images and the retrieval efficacy is analyzed by calculating the precision-recall values for the retrieval results.
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