M.Tech / M.E / PhD Thesis | Electronics & Communication Engineering | India | Volume 4 Issue 2, February 2015
Robust Segmentation and Classification of Histopathological Image
Jincy Wilson, Vipin V. R.
Cancer is an uncontrolled cell growth caused due to abnormal cell division in any region of the body. When cancer is diagnosed at an early stage the treatment is simpler and effective. There are different types of cancer and each is classified by the type of cell that is initially affected. In this paper, early diagnosis of colon cancer is considered. In the proposed method, segmentation of tissue is done by graph cut, after the pre-processing of the histopathological image. Next, the features are extracted from segmented image, by structural and statistical methods. In structural approach, intensity histogram based features such as mean, variance etc. are computed. In statistical feature extraction, gray level co-occurrence matrix are used to find out the relation between pixels and thus energy, entropy, contrast etc. are measured. These extracted features are given to Support Vector Machine (SVM) classifier to classify them as cancerous and noncancerous. This system can be used in many real time problems like bioinformatics also.
Keywords: Cancer, Histopathology, Structural, Statistical, Graph cut, Gray Level Co-occurrence Matrix, Support Vector Machine
Edition: Volume 4 Issue 2, February 2015
Pages: 1335 - 1340
How to Cite this Article?
Jincy Wilson, Vipin V. R., "Robust Segmentation and Classification of Histopathological Image", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SUB151465, Volume 4 Issue 2, February 2015, 1335 - 1340
73 PDF Views | 34 PDF Downloads
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