VISUAL PATTERN STRUCTURE INVESTIGATION BY CLUSTERING PACKAGE
DOI:
https://doi.org/10.47839/ijc.7.1.484Keywords:
Three stages clustering, deformation, structuring coefficientAbstract
The paper contains research results of graphic file format influence on image structure, quantitative changes in structuring coefficients of clustered images, influence of deformation changes caused by destruction processes on image quality. Clustering package for visual black-white and grey patterns was taken as the main instrument for investigation.References
Andy M Yip, Chris Ding, Tony F. Chan. Dynamic Cluster Formation Using Level Set Methods. – IEEE Trans. on Pattern Analysis and Machine Intelligence, vol.28, n. 6, pp.877-889, June, 2006.
Leo Grady, Eric L. Schwartz. Isoperimetric Graph partitioning for Image segmentation. – IEEE Trans. on Pattern Analysis and Machine Intelligence, vol.28, n. 3, pp.469-475, March, 2006.
M Pavan, M Pelillo. Dominant sets and Pairwise Clustering. – IEEE Trans. on Pattern Analysis and Machine Intelligence, vol.29, n. 1, pp.167-172, January, 2007.
Zhiven Yu, Hau-San Wong. GCA: A real-time grid based clustering algorithms for large data set. Proceedings of the 18th International Conference on Pattern Recognition (ICPR`06), pp. 740-743.
Katarzyna Wilamowska, Milos Manic. Unsupervised pattern clustering for data mining // Proceedings of the 27th Annual Conference of the IEEE Industrial Electronics Society. IECON’01. – P 1862 – 1867.
Sagi Katz, Ayellet Tal – Hierarchical mesh decomposition using fuzzy clustering and cuts – ACM Transactions on Graphics – 2003, vol. 22, Issue 3, pp. 954-961.
Dosil R., Pardo X.M., Fdez-Vidal X.R. Decomposition of three-dimensional medical images into visual patterns – IEEE transactions on biomedical engineering-2005, vol. 52, No.12, pp. 2115-2121.
Lin Hong, Yifei Wan, Anil Jain – Fingerprint image enhancement: Algorithm and performance evaluation – IEEE Transactions on Pattern Analysis and Machine Intelligence – 1998 (Vol. 20, No.8), pp.777-789.
Anil K. Jain, Richard C. Dubes Algorithms for Clustering Data. Prentice Hall.1988. – 320 p.
G.Karypis, E.Han and V. Kumar. “CHAMELEON: A Hierarchical Clustering Algorithm Using Dynamic Modeling” Computer vol.32, pp.68-75, 1999.
C.Ding and X. He “Cluster Aggregate Inequality and Multilevel Hierarchical Clustering” Proc. Ninth European Conf. Principles of Data Mining and Knowledge Discovery pp.71-83, 2005.
Michael Laszlo and Sumitra Mukherjee. “A Gegridic Algorithm Using Hyper-Quadtrees for Low-Dimensional K-means Clustering”. IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 28, No. 4, April 2006. – pp 533-543.
Melnyk R.A., Diveyev I.B. Patterns Clustering as Instrument for Approximation and Coding. Data Mining and Elaboration. No. 25(101). 2006, pp.99-102.
Melnyk Roman, Tushnytskyy Ruslan. Decomposition of Visual Patterns. Proceedings of Ninth International Conf. CADSM. pp. 278-279. Lviv, Ukraine. 2007.
Melnyk Roman, Tushnytskyy Ruslan. “Sensitivity Threshold and Brightness Control while Decomposing Grey Images by Clustering”. – “Proceedings of Computer Science and Information Technologies 2007 (CSIT-2007)”, Lviv. – 2007, pp.133-136.
Melnyk Roman, Tushnytskyy Ruslan. “Iterative clustering for spectrums processing”. – “Proceedings of International conference “Computer Science and Engineering – 2007 (CSE-2007)”. – Lviv. – 2007, pp.168-170.
Downloads
Published
How to Cite
Issue
Section
License
International Journal of Computing is an open access journal. Authors who publish with this journal agree to the following terms:• Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
• Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
• Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work.