SMART TRENDS IN COMPUTING AND COMMUNICATIONS, VOL 5, SMARTCOM 2024
|
2024年
/
949卷
关键词:
Biomedical imaging;
Machine learning;
Deep learning;
Medical imaging techniques;
ANN;
CNN;
CLASSIFICATION;
D O I:
10.1007/978-981-97-1313-4_20
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Many pre-designed diagnostics are a part of identifying breast cancer and detecting lesions in the breast. The most effective and accurate screening modalities are Mammography, Ultrasound, Histopathology, and Magnetic Resonance Imaging (MRI). Some diagnostic methods use Computer-Aided Diagnostics (CAD) which determines the characteristics like color, form, texture, etc. When evaluating the performance of these ML models, many attributes like sensitivity, specificity, and accuracy will be considered. Receiver Operating Characteristics (ROC) graphs are sketched, and the sole purpose is to detect lesions in the breast. Malignant lesions are more invasive than benign lesions, which makes them more complicated to have a cure for. The motto of this corresponding enigmatic review was to gain substantial knowledge over various biomedical imaging and detection of breast cancers which are either benign or malignant. This paper suggests that there were many ML and DL models to determine breast cancer. To conclude the abstract, it's just the beginning of an in-depth journey to unveil the enigmatic diagnosis and prediction of breast cancer in women.
机构:
Cent South Univ, Xiangya Hosp 2, Dept Gen Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R ChinaCent South Univ, Xiangya Hosp 2, Dept Gen Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R China
Yan, Yiqing
Li, Lun
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Xiangya Hosp 2, Dept Gen Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R ChinaCent South Univ, Xiangya Hosp 2, Dept Gen Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R China
Li, Lun
Wang, Zixin
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Xiangya Hosp 2, Dept Gen Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R ChinaCent South Univ, Xiangya Hosp 2, Dept Gen Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R China
Wang, Zixin
Pang, Jian
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Xiangya Hosp 2, Dept Gen Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R ChinaCent South Univ, Xiangya Hosp 2, Dept Gen Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R China
Pang, Jian
Guan, Xinyu
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Xiangya Hosp 2, Dept Gen Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R ChinaCent South Univ, Xiangya Hosp 2, Dept Gen Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R China
Guan, Xinyu
Yuan, Yunchang
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Xiangya Hosp 2, Dept Thorac Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R ChinaCent South Univ, Xiangya Hosp 2, Dept Gen Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R China
Yuan, Yunchang
Xia, Zhenkun
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Xiangya Hosp 2, Dept Thorac Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R ChinaCent South Univ, Xiangya Hosp 2, Dept Gen Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R China
Xia, Zhenkun
Yi, Wenjun
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Xiangya Hosp 2, Dept Gen Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R ChinaCent South Univ, Xiangya Hosp 2, Dept Gen Surg, 139,Renmin Cent Rd, Changsha 410011, Peoples R China
机构:
Univ Toronto, Womens Coll Hosp, Womens Coll Res Inst, Toronto, ON, Canada
Univ Toronto, Inst Med Sci, Fac Med, Toronto, ON, CanadaUniv Toronto, Womens Coll Hosp, Womens Coll Res Inst, Toronto, ON, Canada