ISSN 2394-5125
 

Review Article 


A REVIEW OF ADVANCES, CHALLENGES AND APPLICATIONS IN DETECTION OF ARCHITECTURAL DISTORTION IN MAMMOGRAM

ADITI V. VEDALANKAR, RAMCHANDRA R. MANTHALKAR.

Abstract
An extremely complex abnormality in breast, called as architectural distortion (AD) is rated as
deadly. The study of AD is essential because it could be a primitive sign of breast cancer. But, due to its
subtlety, it is frequently overlooked or misdiagnosed on the screening mammograms. In this comprehensive
survey, we thoroughly investigated the assets, limitations, and realizations of the early and contemporary
methods for analysis of AD. The literature survey is based on recent research papers published in this area and
focuses on various schemes practiced to increase the throughput of the system. Past and current schemes are
summarized and compared.
The survey highlights two methods for detection of AD: A conventional computer aided system (CAD) and
convolutional neural network (CNN) based method. The CAD methods extract directional information of
architectural distortion. Hand crafted features are extracted and utilized for detection/ classification of AD. In
the CNN based system, the learned features are extracted by CNN and used in classification. The study aims to
motivate researchers to find high performance detection system for AD in mammograms. The researchers and
people from health profession can utilize this survey. The system will abet society in early detection and better
treatment options for breast cancer found in women all over the world

Key words: digital mammogram, architectural distortion, Gabor filter, augmentation, deep convolutional neural network, support vector machine


 
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How to Cite this Article
Pubmed Style

ADITI V. VEDALANKAR, RAMCHANDRA R. MANTHALKAR. A REVIEW OF ADVANCES, CHALLENGES AND APPLICATIONS IN DETECTION OF ARCHITECTURAL DISTORTION IN MAMMOGRAM . JCR. 2020; 7(19): 5471-5491. doi:10.31838/jcr.07.19.636


Web Style

ADITI V. VEDALANKAR, RAMCHANDRA R. MANTHALKAR. A REVIEW OF ADVANCES, CHALLENGES AND APPLICATIONS IN DETECTION OF ARCHITECTURAL DISTORTION IN MAMMOGRAM . http://www.jcreview.com/?mno=133452 [Access: September 14, 2020]. doi:10.31838/jcr.07.19.636


AMA (American Medical Association) Style

ADITI V. VEDALANKAR, RAMCHANDRA R. MANTHALKAR. A REVIEW OF ADVANCES, CHALLENGES AND APPLICATIONS IN DETECTION OF ARCHITECTURAL DISTORTION IN MAMMOGRAM . JCR. 2020; 7(19): 5471-5491. doi:10.31838/jcr.07.19.636



Vancouver/ICMJE Style

ADITI V. VEDALANKAR, RAMCHANDRA R. MANTHALKAR. A REVIEW OF ADVANCES, CHALLENGES AND APPLICATIONS IN DETECTION OF ARCHITECTURAL DISTORTION IN MAMMOGRAM . JCR. (2020), [cited September 14, 2020]; 7(19): 5471-5491. doi:10.31838/jcr.07.19.636



Harvard Style

ADITI V. VEDALANKAR, RAMCHANDRA R. MANTHALKAR (2020) A REVIEW OF ADVANCES, CHALLENGES AND APPLICATIONS IN DETECTION OF ARCHITECTURAL DISTORTION IN MAMMOGRAM . JCR, 7 (19), 5471-5491. doi:10.31838/jcr.07.19.636



Turabian Style

ADITI V. VEDALANKAR, RAMCHANDRA R. MANTHALKAR. 2020. A REVIEW OF ADVANCES, CHALLENGES AND APPLICATIONS IN DETECTION OF ARCHITECTURAL DISTORTION IN MAMMOGRAM . Journal of Critical Reviews, 7 (19), 5471-5491. doi:10.31838/jcr.07.19.636



Chicago Style

ADITI V. VEDALANKAR, RAMCHANDRA R. MANTHALKAR. "A REVIEW OF ADVANCES, CHALLENGES AND APPLICATIONS IN DETECTION OF ARCHITECTURAL DISTORTION IN MAMMOGRAM ." Journal of Critical Reviews 7 (2020), 5471-5491. doi:10.31838/jcr.07.19.636



MLA (The Modern Language Association) Style

ADITI V. VEDALANKAR, RAMCHANDRA R. MANTHALKAR. "A REVIEW OF ADVANCES, CHALLENGES AND APPLICATIONS IN DETECTION OF ARCHITECTURAL DISTORTION IN MAMMOGRAM ." Journal of Critical Reviews 7.19 (2020), 5471-5491. Print. doi:10.31838/jcr.07.19.636



APA (American Psychological Association) Style

ADITI V. VEDALANKAR, RAMCHANDRA R. MANTHALKAR (2020) A REVIEW OF ADVANCES, CHALLENGES AND APPLICATIONS IN DETECTION OF ARCHITECTURAL DISTORTION IN MAMMOGRAM . Journal of Critical Reviews, 7 (19), 5471-5491. doi:10.31838/jcr.07.19.636