Segmentation of Lung Tumors by Using SVM Classifier with Fuzzy Clustering Algorithm

Tuberculosis is considered the main health threat in several parts of the world. This is the primary infectious disease causing this disease. When untreated and undiagnosed, there is a high mortalityrate in patients.Thismethodincludes an automatic method to recognize tubers. This approach requires automated tuberculosis identification techniques to reduce problematic illnesses. Extraction of the lung region is first performed using the Graph Cut segmentation system. We develop a collection of properties including textures, shapes, etc. in this area of ​​the lung. You must use an SVM to identify X-rays as normal or abnormal. The systematic system proposed for analyzing TB segmentation provides better performance than the graph cut segmentation method. Index Terms— ANN, Segmentation, fuzzy, graph cut, SVM.

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Publication Details

Journal
INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT
Published
2025-07-05
DOI
https://doi.org/10.55041/ijsrem51216
Primary Topic
Artificial Intelligence in Healthcare
Type
article
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article

Segmentation of Lung Tumors by Using SVM Classifier with Fuzzy Clustering Algorithm

Jalal deen K
INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT
Artificial Intelligence in Healthcare
article

Segmentation of Lung Tumors by Using SVM Classifier with Fuzzy Clustering Algorithm

Jalal deen K
article en

Abstract

Tuberculosis is considered the main health threat in several parts of the world. This is the primary infectious disease causing this disease. When untreated and undiagnosed, there is a high mortalityrate in patients.Thismethodincludes an automatic method to recognize tubers. This approach requires automated tuberculosis identification techniques to reduce problematic illnesses. Extraction of the lung region is first performed using the Graph Cut segmentation system. We develop a collection of properties including textures, shapes, etc. in this area of ​​the lung. You must use an SVM to identify X-rays as normal or abnormal. The systematic system proposed for analyzing TB segmentation provides better performance than the graph cut segmentation method. Index Terms— ANN, Segmentation, fuzzy, graph cut, SVM.

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENTVol. 09(07)
Openalex Percentile: Top 81%
Artificial Intelligence in Healthcare
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