Diagnosis of Breast Cancer by K-Mean Clustering and Otsu Thresholding Segmentation Methods
نویسندگان
چکیده
Breast cancer has increased decidedly among women. But with early diagnosis, a positive response to treatment can be given. Researchers are conducting various studies in imaging methods detect the disease and accurately. In this study, 9 cancerous images taken from TCİA image data bank were detected by K-mean clustering Otsu threshold method. Performance metrics evaluated comparing them marked reference (ground truth) radiologist. For process, TPR (True Positive Rate) 0.89, FPR (False 0.14, similarity 0.67, accuracy 0.87, sensitivity exact hit ratio 0.86, specificity F Score 0.87 found, respectively. Otsu, 0.84, 0.12, 0.73, 0.84 calculated. The aim of study is determine tumor boundaries more accurately use devices field health pixel-based segmentation. As result, both successful used close each other.
منابع مشابه
The Segmentation of FMI Image Layers Based on FCM Clustering and Otsu thresholding
A key aspect in extracting quantitative information from FMI logs is to segment the FMI image to get image of layers. In this paper, an automatic method based on FCM clustering and Otsu thresholding is introduced in order to extract quantitative information from FMI images. All pixels are clustered using FCM clustering algorithm at the f irst step. The second step uses KNN for other clustering....
متن کاملImage Segmentation: Type–2 Fuzzy Possibilistic C-Mean Clustering Approach
Image segmentation is an essential issue in image description and classification. Currently, in many real applications, segmentation is still mainly manual or strongly supervised by a human expert, which makes it irreproducible and deteriorating. Moreover, there are many uncertainties and vagueness in images, which crisp clustering and even Type-1 fuzzy clustering could not handle. Hence, Type-...
متن کاملGenetic diagnosis of cancer: diagnosis of mutations in BRCA1 and BRCA2 in breast cancer
During the last two decays the tremendous success in molecular biology and genetics which has surprised the entire world. So that today the sequencing of whole genome has been possible for each human individual to estimate its being affected with cardiovascular and cancer diseases. However, these achievements have some important limitations and deep ethical issues which might be ignored. Geneti...
متن کاملBreast Cancer: Risk Factors, Diagnosis and Management
ABSTRACT Breast cancer remains the most common cancer of women and one of the most common causes of cancer-related deaths worldwide. In spite of major advances in breast cancer diagnosis and treatment, the incidence of breast cancer remains high and the treatment of metastatic breast cancer remains challenging. This review presents an over...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Osmaniye Korkut Ata Üniversitesi Fen Bilimleri Enstitüsü dergisi
سال: 2022
ISSN: ['2687-3729']
DOI: https://doi.org/10.47495/okufbed.994481