Classification of micro-calcification in mammograms using scalable linear Fisher discriminant analysis

被引：26

作者：

Suhail, Zobia ^{[1
]}

Denton, Erika R. E. ^{[2
]}

Zwiggelaar, Reyer ^{[1
]}

机构：

[1] Aberystwyth Univ, Aberystwyth, Dyfed, Wales

[2] Norfolk & Norwich Univ Hosp, Norwich, Norfolk, England

来源：

MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING | 2018年 / 56卷 / 08期

关键词：

Micro-calcification; Classification; Fisher discriminant analysis; Principal component analysis; Computer aided detection; Dimensionality reduction; MICROCALCIFICATIONS; RECOGNITION;

D O I：

10.1007/s11517-017-1774-z

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Breast cancer is one of the major causes of death in women. Computer Aided Diagnosis (CAD) systems are being developed to assist radiologists in early diagnosis. Micro-calcifications can be an early symptom of breast cancer. Besides detection, classification of micro-calcification as benign or malignant is essential in a complete CAD system. We have developed a novel method for the classification of benign and malignant micro-calcification using an improved Fisher Linear Discriminant Analysis (LDA) approach for the linear transformation of segmented micro-calcification data in combination with a Support Vector Machine (SVM) variant to classify between the two classes. The results indicate an average accuracy equal to 96% which is comparable to state-of-the art methods in the literature.

引用

页码：1475 / 1485

页数：11

共 50 条

[31] Modified Fisher's linear discriminant analysis for hyperspectral image dimension reduction and classification
Du, Qian
Chemical and Biological Sensors for Industrial and Environmental Monitoring II, 2006, 6378 : U334 - U341
[32] HYPERSPECTRAL IMAGE CLASSIFICATION USING FISHER'S LINEAR DISCRIMINANT ANALYSIS FEATURE REDUCTION WITH GABOR FILTERING AND CNN
Zhou, Meilun
Samiappan, Sathishkumar
Worch, Ethan
Ball, John E.
IGARSS 2020 - 2020 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2020, : 493 - 496
[33] Tree-based modelling for the classification of mammographic benign and malignant micro-calcification clusters
Zobia Suhail
Erika R. E. Denton
Reyer Zwiggelaar
Multimedia Tools and Applications, 2018, 77 : 6135 - 6148
[34] Bird Sounds Classification Using Linear Discriminant Analysis
Ramashini, Murugiaya
Abas, Pg Emeroylariffion
Grafe, Ulmar
De Silva, Liyanage C.
2019 4TH INTERNATIONAL CONFERENCE AND WORKSHOPS ON RECENT ADVANCES AND INNOVATIONS IN ENGINEERING (ICRAIE): THRIVING TECHNOLOGIES, 2019,
[35] Arabic Text Classification Using Linear Discriminant Analysis
Al-Anzi, Fawaz S.
AbuZeina, Dia
2017 INTERNATIONAL CONFERENCE ON ENGINEERING & MIS (ICEMIS), 2017,
[36] Segmentation of Micro Calcification Clusters in Digital Mammograms Using UIQI
Murty, Patnala S. R. Chandra
Sudheer, T.
Reddy, E. Sreenivasa
ADVANCES IN DIGITAL IMAGE PROCESSING AND INFORMATION TECHNOLOGY, 2011, 205 : 165 - 172
[37] Lung and colon classification using improved local Fisher discriminant analysis with ANFIS
Amit seth
Vandana Dixit Kaushik
International Journal of Information Technology, 2024, 16 (8) : 4845 - 4853
[38] Extraction of Micro Calcification Using Non Extensive Property of Mammograms
Mohanalin, J.
Kalra, Prem Kumar
Kumar, Nirmal
2009 IEEE INTERNATIONAL ADVANCE COMPUTING CONFERENCE, VOLS 1-3, 2009, : 636 - 641
[39] Employing fisher discriminant analysis for Arabic: text classification
AbuZeina, Dia
Al-Anzi, Fawaz S.
COMPUTERS & ELECTRICAL ENGINEERING, 2018, 66 : 474 - 486
[40] A REVIEW OF KERNEL FISHER DISCRIMINANT ANALYSIS FOR STATISTICAL CLASSIFICATION
Louw, N.
Steel, S. J.
SOUTH AFRICAN STATISTICAL JOURNAL, 2005, 39 (01) : 1 - 21

← 1 2 3 4 5 →