Novel CBIR system based on Ripplet Transform using interactive Neuro-Fuzzy technique

Authors

  • Manish Chowdhury Machine Intelligence Unit, Indian Statistical Institute, 203 B. T. Road, Kolkata - 700 108, India
  • Sudeb Das Machine Intelligence Unit, Indian Statistical Institute, 203 B.T.Road, Kolkata-700108, India
  • Malay Kumar Kundu Machine Intelligence Unit, Indian Statistical Institute, 203 B.T.Road, Kolkata-700108, India

Abstract

Content Based Image Retrieval (CBIR) system is an emerging research area in effective digital data management paradigm. In this article, a novel CBIR system based on a new Multiscale Geometric Analysis (MGA)-tool, called Ripplet Transform Type-I (RT) is presented. To improve the retrieval result and to decrease the computational cost, the proposed scheme consists of a Neural Network (NN) based classifier for image pre-classification, similarity matching using Manhattan distance measure and relevance feedback mechanism (RFM) using fuzzy entropy based feature evaluation technique. Extensive experiments were carried out to evaluate the effectiveness of the proposed scheme. Experimental results and comparisons show that the proposed CBIR system performs efficiently.

Keywords

Features and Image Descriptors, Classification and Clustering, Feature Analysis, Learning, Colour and Texture, Image and Video Processing, Ripplet Transform, Color and Texture, Relevance Feedback, Content Based Image Retrieval, Artificial Neural Network, Multilayer Perceptron, Fuzzy

Author Biographies

Manish Chowdhury, Machine Intelligence Unit, Indian Statistical Institute, 203 B. T. Road, Kolkata - 700 108, India

Project-Linked Personnel Machine Intelligence Unit, Indian Statistical Institute, Kolkata - 700 108

Sudeb Das, Machine Intelligence Unit, Indian Statistical Institute, 203 B.T.Road, Kolkata-700108, India

Project-Linked Personnel Machine Intelligence Unit, Indian Statistical Institute, Kolkata - 700 108

Malay Kumar Kundu, Machine Intelligence Unit, Indian Statistical Institute, 203 B.T.Road, Kolkata-700108, India

Professor Machine Intelligence Unit, Indian Statistical Institute, Kolkata - 700 108

Published

2012-02-22

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