A Review on Various Approaches of Image Segmentation

Authors(1) :-Varun Maini

Image segmentation has been used in digital image processing for extraction of region of interest from images. In the process of image segmentation various images have been undergoes the process of segmentation so that valuable information from images can be extracted. In this paper various approaches of image segmentation has been discussed that has been used for feature extraction. Segmentation has been widely used in medical image processing so that various diseases can be easily extracted. In this paper clustering based approaches and threshold based segmentation approaches has been discussed.

Authors and Affiliations

Varun Maini
Assistant Professor, Department of Computer Science & Applications, S.U.S. Panjab University Constituent College Guru Harsahai, Punjab, India

FCM, K-FCM, P-FCM and OSTU Method

  1. Taherdangkoo, M “Segmentation of MR brain images using FCM improved by artificial bee colony (ABC) algorithm” IEEE Conf. on Information Technology and Applications in Biomedicine (ITAB), 2010, pp 1 – 5.
  2. Yu Li “Image Segmentation Using FCM Optimized by Quantum Immune Clone Algorithm”, IEEE Conf. on Intelligent Systems Design and Engineering Applications (ISDEA), 2014, pp 537 – 540.
  3. Beevi, S.Z “A robust fuzzy clustering technique with spatial neighborhood information for effective medical image segmentation: An efficient variant of fuzzy clustering technique with spatial information for effective noisy medical image segmentation”, IEEE Conf on Computing Communication and Networking Technologies (ICCCNT),, 2010, pp 1 – 8.
  4. Chuan Long Li “Novel Fuzzy C-Means Segmentation Algorithm for Image with the Spatial Neighborhoods” IEEE Conf. on Remote Sensing, Environment and Transportation Engineering (RSETE), 2012, pp 1 – 4.
  5. Gaganpreet Kaur1, Dr. Dheerendra Singh “Pollination Based Optimization For Color Image Segmentation” International Journal of Computer Engineering and Technology (IJCET), ISSN 0976 – 6367(Print), ISSN 0976 – 6375(Online) Volume 3, Issue 2, July- September (2012).
  6. Zeng-Wei Ju “Image segmentation based on edge detection using K-means and an improved ant colony optimization” IEEE Conf. on Machine Learning and Cybernetics (ICMLC),, 2013, pp 297 – 303.
  7. Apoorva “Optimal multilevel thresholding based on Tsallis entropy using Fibonacci Particle Swarm Optimization for improved Image Segmentation”, IEEE Conf. on Communication, Information & Computing Technology (ICCICT), 2012, pp 1 – 6.
  8. Gaganpreet Kaur1, Dr. Dheerendra Singh” POLLINATION BASED OPTIMIZATION FOR COLOR IMAGE SEGMENTATION” International Journal of Computer Engineering and Technology (IJCET), ISSN 0976 – 6367(Print), ISSN 0976 – 6375(Online) Volume 3, Issue 2, July- September (2012)
  9. Vanitha, M. and 2K. Thanushkodi, “An Effective Biogeography Based Optimization Algorithm to Solve Economic Load Dispatch Problem “ Journal of Computer Science 8 (9): 1482-1486, 2012
  10. Shan Zhu, Kai-Khuang Ma, A New Diamond Search Algorithm for Fast Matching Motion Estimation, IEEE Trans. Image Processing, 9(2000), pp.287-290.
  11. Chun-Ho Cheung, Lai-Man Po, A Novel Cross Diamond Search Algorithm for Fast Block Estimation, IEEE Trans. Circuits and Systems, 11(2002) pp. 1442-1448.
  12. Praveen G.B. “Hybrid Approach for Brain Tumor Detection and Classification in Magnetic Resonance Images”, 2015 International Conference on Communication, Control and Intelligent Systems (CCIS), 2015, pp 115-125.

Publication Details

Published in : Volume 3 | Issue 8 | November-December 2017
Date of Publication : 2017-12-30
License:  This work is licensed under a Creative Commons Attribution 4.0 International License.
Page(s) : 1364-1369
Manuscript Number : IJSRST1841245
Publisher : Technoscience Academy

Print ISSN : 2395-6011, Online ISSN : 2395-602X

Cite This Article :

Varun Maini, " A Review on Various Approaches of Image Segmentation ", International Journal of Scientific Research in Science and Technology(IJSRST), Print ISSN : 2395-6011, Online ISSN : 2395-602X, Volume 3, Issue 8, pp.1364-1369, November-December-2017.
Journal URL : https://ijsrst.com/IJSRST1841245
Citation Detection and Elimination     |      | | BibTeX | RIS | CSV

Article Preview