Investigation on Feature Extraction and Classification of Medical Images
Autor: | P. Gnanasekar, A. Nagappan, S. Sharavanan, O. Saravanan, D. Vinodkumar, T. Elayabharathi, G. Karthik |
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Jazyk: | angličtina |
Rok vydání: | 2011 |
Předmět: | |
DOI: | 10.5281/zenodo.1076996 |
Popis: | In this paper we present the deep study about the Bio- Medical Images and tag it with some basic extracting features (e.g. color, pixel value etc). The classification is done by using a nearest neighbor classifier with various distance measures as well as the automatic combination of classifier results. This process selects a subset of relevant features from a group of features of the image. It also helps to acquire better understanding about the image by describing which the important features are. The accuracy can be improved by increasing the number of features selected. Various types of classifications were evolved for the medical images like Support Vector Machine (SVM) which is used for classifying the Bacterial types. Ant Colony Optimization method is used for optimal results. It has high approximation capability and much faster convergence, Texture feature extraction method based on Gabor wavelets etc.. {"references":["C. Ordonez, E. Omiecinski ,\"Image mining: A new approach for data\nmining\" Technical Report GITCC-98-12, Georgia Institute of\nTechnology, College of Computing, 1998, pp. 1-21.","Anna Veronica Baterina, Carlos Oppus, 2010. \"Image Edge Detection\nUsing Ant Colony Optimization\", International Journal of Circuits,\nSystems and Signal Processing, Issue 2, Vol.4.","J.Jaya, K. Thanushkodi,2010. \"Segmentation of MR Brain Tumor\nUsing Parallel ACO\", International Journal of Computer and Network\nSecurity, Vol.2, No.6, pp. 150-153.","Tackkett WA , \"Genetic Programming for Feature Discovery and Image\nDiscrimination\", in Proceedings of the 5th International Conference on\ngenetic Algorithms, ICGA-93, University of Illinois at Urbana-\nChampaign, 17-21 July 1993, pp. 303-309.","IEEE Computer, Special issue on Content Based Image Retrieval, 28, 9,\n1995.","Pawlak, Z. (1991) \"Rough Sets: Theoretical Aspects of Reasoning about\nData\". Kluwer Academic Publishing, Dordrecht.","A.K. Jain, R.M. Bolle and S. Pankanti (eds.), (1999) Biometrics:\nPersonal Identification in Networked Society, Norwell, MA: Kluwer,\n1999.","W. Zhang, S. Sclaro_, S. Dickinson, J. Feldman, and S. Dunn. Shapebased\nindexing in a medical image database. Workshop on Biomedical\nImage Analysis, pp. 221-230, June 1998.","Polkowski, L., Lin, T. Y., & Tsumoto, S. (Eds). (2000),\"Rough Set\nMethods and Applications: New Developments in Knowledge Discovery\nin Information Systems\", Vol.56. Studies in Fuzziness and Soft\nComputing, Physica-Verlag, Heidelberg.\n[10] Fizazi Hadria, Hannane Amir Mokhtar, \"Remote Sensing Image\nClassification using Ant Colony Optimization\"\n[11] Hossein Nezamabadi-pour , Saeid Saryazdi , Esmat Rashedi, Edge\ndetection using ant algorithms, Soft Computing - A Fusion of\nFoundations, Methodologies and Applications, v.10 n.7, pp. 623-628,\nMay 2006\n[12] X. Zhuang , N. E. Mastorakis, \"Edge detection based on the collective\nintelligence of artificial swarms\", Proceedings of the 4th WSEAS\nInternational Conference on Electronic, Signal Processing and Control,\npp. 1-7, April 25-27, 2005, Rio de Janeiro, Brazil\n[13] X. Zhuang, \"Edge Feature Extraction in Digital Images with the Ant\nColony System\", IEEE International Conference in Computational\nIntelligence for Measurement Systems and Applications, 2004.\n[14] N. Otsu, \"A Threshold Selection Method from Gray-level Histograms\",\nIEEE Transactions on Systems, Man and Cybernetics, vol. 9, no. 1, pp.\n62-66, 1979.\n[15] M. Dorigo and T. St├╝tzle, \"An Experimental Study of the Simple Ant\nColony Optimization Algorithm\", Proceedings of the WSES\nInternational Conference on Evolutionary Computation, 2001.\n[16] Jensen, R., Shen, Q., 2003 \"Finding Rough Set Reduces with Ant\nColony Optimization\", Proceedings of the 2003 UK Workshop on\nComputational Intelligence, pp. 15-22."]} |
Databáze: | OpenAIRE |
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