Abstract

Background/Objectives: This study aims to automate breast cancer detection to either benign or malignant. This process helps physicians for early detection of the tumor. Methods Analysis: We propose a novel method for breast cancer detection called CARA. The proposed method is based on Circular ROI (Region of interest) of the tumor. The circularity of the tumor determines the tumor type either benign or malignant. Findings: The proposed CARA method achieves high accuracy rates compared to other previous work. CARA exceeds other previous work by more than 20% in accuracy. Moreover, CARA outperforms other previous work in all performed trials. Additionally, the proposed CARA method outperforms other previous work with respect to execution time. Improvements/Applications: Automatic classification of breast cancer to either benign or malignant in order to help physicians for early detection of the tumor.

Highlights

  • The Breast cancer is the cancer that forms in breast cells

  • Breast cancer is diagnosed in 12% of women in the United States over the course of their lifetimes, and more than 250,000 new cases of breast cancer were diagnosed in the United States in 20171

  • We propose a new method for breast cancer detection

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Summary

Introduction

The Breast cancer is the cancer that forms in breast cells It is the most common type of cancer among women. Micro-calcification is a small of calcium that has amassed in the breast Mammography was used for early detection of breast cancer. Data mining, and machine learning techniques are often used to classify the mammograms to either benign or malignant in order to achieve early detect of the tumor. The proposed method aim to help physicians to achieve early detecting of the disease, and to find the suitable treatment as well. We propose a new method for breast cancer detection.

Background
Literature Survey
The Proposed Method
Experimental Results
Comparison of CARA and the Previous Work in11
Comparison of CARA and the Previous Work Method Cmax9
Comparison of CARA and the previous work method CROI17
Conclusion
Breast cancer mortality in Saudi Arabia
Full Text
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