scholarly journals Content Based Image Retrieval : Classification Using Neural Networks

2014 ◽  
Vol 6 (5) ◽  
pp. 31-44 ◽  
Author(s):  
Shereena V.B ◽  
Julie M. David
Author(s):  
Siddhivinayak Kulkarni

Developments in technology and the Internet have led to an increase in number of digital images and videos. Thousands of images are added to WWW every day. Content based Image Retrieval (CBIR) system typically consists of a query example image, given by the user as an input, from which low-level image features are extracted. These low level image features are used to find images in the database which are most similar to the query image and ranked according their similarity. This chapter evaluates various CBIR techniques based on fuzzy logic and neural networks and proposes a novel fuzzy approach to classify the colour images based on their content, to pose a query in terms of natural language and fuse the queries based on neural networks for fast and efficient retrieval. A number of experiments were conducted for classification, and retrieval of images on sets of images and promising results were obtained.


Author(s):  
Brijesh Verma ◽  
Siddhivinayak Kulkarni

This chapter introduces neural networks for Content-Based Image Retrieval (CBIR) systems. It presents a critical literature review of both the traditional and neural network based techniques that are used in retrieving the images based on their content. It shows how neural networks and fuzzy logic can be used in interpretation of queries, feature extraction and classification of features by describing a detailed research methodology. It investigates a neural network based technique in conjunction with fuzzy logic to improve the overall performance of the CBIR systems. The results of the investigation on a benchmark database with a comparative analysis are presented in this chapter. The methodologies and results presented in this chapter will allow researchers to improve and compare their methods and it will also allow system developers to understand and implement the neural network and fuzzy logic based techniques for content based image retrieval.


Entropy ◽  
2015 ◽  
Vol 17 (6) ◽  
pp. 3552-3580 ◽  
Author(s):  
Rehan Ashraf ◽  
Khalid Bashir ◽  
Aun Irtaza ◽  
Muhammad Mahmood

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