Comparison of Fuzzy Algorithms on Images
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064



Research Paper | Computer Science & Engineering | India | Volume 4 Issue 6, June 2015

Comparison of Fuzzy Algorithms on Images

Vikrant Dabas, Sachin Nandal, Prakhar Dogra

Image segmentation is a process by which an image is partitioned into regions with similar features. Many approaches have been proposed for image segmentation, but generally we use Fuzzy C-Means method, because it gives better results for large class of images. However, using this method is not suitable for images with noise and it is a lengthy process in terms of duration when compared with other method. For this reason, many other methods have been proposed to improve the shortcomings of image segmentation using fuzzy C-Means. Techniques like Credibilistic Fuzzy C-Means overcomes the problem of noise persisted using FCM. Intuitionistic Fuzzy C-Means introduces the concept of non-membership for a cluster. Krishnapuram and Keller [1] suggested usage of Possibilistic C-Means clustering which relaxes the column constraint of FCM so that membership matrix better reflects the typicality of particular data point in a cluster and noise could be avoided. We perform a comparison of these clustering algorithms on the basis of execution time and validity function for each algorithm applied on different kind of images taken in consideration.

Keywords: clustering, segmentation, C-Means, fuzzy, images

Edition: Volume 4 Issue 6, June 2015

Pages: 2628 - 2633

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How to Cite this Article?

Vikrant Dabas, Sachin Nandal, Prakhar Dogra, "Comparison of Fuzzy Algorithms on Images", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SUB155980, Volume 4 Issue 6, June 2015, 2628 - 2633

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