A Novel Hybrid PCA-CNN Based CBIR Model for Medical Image Analysis

International Journal of Advanced Research in Engineering and Technology, 11(9), 2020, pp. 673-686

14 Pages Posted: 11 Dec 2020

See all articles by T. Venketbabu

T. Venketbabu

Research scholar, Department of Computer Science and Engineering, Annamalai University, Chidambaram, India.

Dr. R. Arunkumar

Associate Professor, Department of Computer Science and Engineering, Annamalai University, Chidambaram, India

M. Balasubramanian

Associate Professor, Department of Computer Science and Engineering, Annamalai University, Chidambaram, India.

Date Written: 2020

Abstract

The rapid development of image processing in medical field is increased due to information technology and its impact over data analysis. Retrieval of medical images increased the importance in medical applications due to its challenging and unique characteristics of images. Content based image retrieval is one of the familiar options in medical image retrieval due to its popularity in effective image retrieval technique. CBIR uses a set of features to locate, retrieve and display the images are alike to the given query image. with advanced feature processing, it accesses the data in medical archives and medical equipment to infer the necessary output. Evidence based diagnosis, text-based retrieval are some of the advantages of CBIR, which could be applicable in various fields like data administration, healthcare. This research work proposed a hybrid CBIR model to improve the retrieval performance, retrieval accuracy of the medical image retrieval process through principal component analysis and convolutional neural network.

Keywords: Content Based Image Retrieval (CBIR), Principle Component Analysis (PCA)

Suggested Citation

Venketbabu, T. and Arunkumar, Dr. R. and Balasubramanian, M., A Novel Hybrid PCA-CNN Based CBIR Model for Medical Image Analysis (2020). International Journal of Advanced Research in Engineering and Technology, 11(9), 2020, pp. 673-686, Available at SSRN: https://ssrn.com/abstract=3712795

T. Venketbabu (Contact Author)

Research scholar, Department of Computer Science and Engineering, Annamalai University, Chidambaram, India. ( email )

Annamalainagar
Annamalai University
Chidambaram, TN Tamil Nadu 608002
India

Dr. R. Arunkumar

Associate Professor, Department of Computer Science and Engineering, Annamalai University, Chidambaram, India ( email )

Annamalainagar
Annamalai University
Chidambaram, TN Tamil Nadu 608002
India

M. Balasubramanian

Associate Professor, Department of Computer Science and Engineering, Annamalai University, Chidambaram, India. ( email )

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