Thursday 28th of March 2024
 

Image Classification through integrated K- Means Algorithm


Balasubramanian Subbiah and Seldev Christopher. C

Image Classification has a significant role in the field of medical diagnosis as well as mining analysis and is even used for cancer diagnosis in the recent years. Clustering analysis is a valuable and useful tool for image classification and object diagnosis. A variety of clustering algorithms are available and still this is a topic of interest in the image processing field. However, these clustering algorithms are confronted with difficulties in meeting the optimum quality requirements, automation and robustness requirements. In this paper, we propose two clustering algorithm combinations with integration of K-Means algorithm that can tackle some of these problems. Comparison study is made between these two novel combination algorithms. The experimental results demonstrate that the proposed algorithms are very effective in producing desired clusters of the given data sets as well as diagnosis. These algorithms are very much useful for image classification as well as extraction of objects.

Keywords: Clustering algorithm, Image classification, Road extraction, Image segmentation

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ABOUT THE AUTHORS

Balasubramanian Subbiah
Balasubramanian Subbiah is doing his Doctorate in Philosophy research works at Anna University, Tirunelveli. He obtained Master of Engineering in Applied Electronics from Sathyabama Institute of Science and Technology, Chennai, India in the year 2005 and Bachelor of Engineering in Electronics and Communication Engineering from Jayamatha Engineering College, Aralvoimozhi, India in the year 2000. He achieved his Masters in Business Administration in Systems from Madurai Kamaraj University, in 2008. He has eleven years of experience and his area of interest includes Digital Image Processing, Communication System, Digital Signal Processing and Mainframes. He is a Member of Institute of Electrical & Electronics Engineers (IEEE), USA and Project Management Institute, USA. He is holding 43 International Certifications in various technologies.

Seldev Christopher. C
Dr. C.SELDEV CHRISTOPHER works as Professor in the Computer Science and Engineering Department of St. Xavier’s Catholic College of Engineering, Nagercoil affiliated to Anna University,Tirunelveli from 18th Aug ‘10– till date. He achieved his Doctorate in Philosophy in Communication Systems Engineering- Computer Science and Engineering from Manonmaniam Sundaranar University, in July 2010. He obtained Master of Engineering in Communication Systems from Mepco schlenk Engineering College, Sivakasi, Madurai Kamaraj University, in the year 1999 and Bachelor of Engineering in Electronics and Communication Engineering from The Indian Engineering college, Vadakankulam, Manonmaniam Sundaranar University, in the year 1997. He has sixteen years of experience in teaching and his area of interest includes Digital Image Processing, Communication System, Digital Signal Processing and Embedded system. He is a life member of Indian society for Technical Education (ISTE) and a Senior Member of Institute of Electrical & Electronics Engineers (IEEE), USA. His 10 Articles have been Published in Journals so far and has presented 9 papers in International Conferences


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