Computer-Aided Detection of Architectural Distortion in Prior Mammograms of Interval Cancer

Released on by Shantanu Banik
preview-18

  • Computer-Aided Detection of Architectural Distortion in Prior Mammograms of Interval Cancer Book Detail

  • Author : Shantanu Banik
  • Release Date : 2022-05-31
  • Publisher : Springer Nature
  • Genre : Technology & Engineering
  • Pages : 176
  • ISBN 13 : 3031016564
  • File Size : 36,36 MB
DOWNLOAD BOOK

Computer-Aided Detection of Architectural Distortion in Prior Mammograms of Interval Cancer by Shantanu Banik PDF Summary

Book Description: Architectural distortion is an important and early sign of breast cancer, but because of its subtlety, it is a common cause of false-negative findings on screening mammograms. Screening mammograms obtained prior to the detection of cancer could contain subtle signs of early stages of breast cancer, in particular, architectural distortion. This book presents image processing and pattern recognition techniques to detect architectural distortion in prior mammograms of interval-cancer cases. The methods are based upon Gabor filters, phase portrait analysis, procedures for the analysis of the angular spread of power, fractal analysis, Laws' texture energy measures derived from geometrically transformed regions of interest (ROIs), and Haralick's texture features. With Gabor filters and phase-portrait analysis, 4,224 ROIs were automatically obtained from 106 prior mammograms of 56 interval-cancer cases, including 301 true-positive ROIs related to architectural distortion, and from 52 mammograms of 13 normal cases. For each ROI, the fractal dimension, the entropy of the angular spread of power, 10 Laws' texture energy measures, and Haralick's 14 texture features were computed. The areas under the receiver operating characteristic (ROC) curves obtained using the features selected by stepwise logistic regression and the leave-one-image-out method are 0.77 with the Bayesian classifier, 0.76 with Fisher linear discriminant analysis, and 0.79 with a neural network classifier. Free-response ROC analysis indicated sensitivities of 0.80 and 0.90 at 5.7 and 8.8 false positives (FPs) per image, respectively, with the Bayesian classifier and the leave-one-image-out method. The present study has demonstrated the ability to detect early signs of breast cancer 15 months ahead of the time of clinical diagnosis, on the average, for interval-cancer cases, with a sensitivity of 0.8 at 5.7 FP/image. The presented computer-aided detection techniques, dedicated to accurate detection and localization of architectural distortion, could lead to efficient detection of early and subtle signs of breast cancer at pre-mass-formation stages. Table of Contents: Introduction / Detection of Early Signs of Breast Cancer / Detection and Analysis of Oriented Patterns / Detection of Potential Sites of Architectural Distortion / Experimental Set Up and Datasets / Feature Selection and Pattern Classification / Analysis of Oriented Patterns Related to Architectural Distortion / Detection of Architectural Distortion in Prior Mammograms / Concluding Remarks

Disclaimer: www.yourbookbest.com does not own Computer-Aided Detection of Architectural Distortion in Prior Mammograms of Interval Cancer books pdf, neither created or scanned. We just provide the link that is already available on the internet, public domain and in Google Drive. If any way it violates the law or has any issues, then kindly mail us via contact us page to request the removal of the link.

Biomedical Signal Analysis

Biomedical Signal Analysis

File Size : 5,5 MB
Total View : 4054 Views
DOWNLOAD

The book will help assist a reader in the development of techniques for analysis of biomedical signals and computer aided diagnoses with a pedagogical examinati

Capstone Design Courses, Part II

Capstone Design Courses, Part II

File Size : 55,55 MB
Total View : 6592 Views
DOWNLOAD

The biomedical engineering senior capstone design course is probably the most important course taken by undergraduate biomedical engineering students. It provid

Health Care Engineering Part I

Health Care Engineering Part I

File Size : 82,82 MB
Total View : 723 Views
DOWNLOAD

The first chapter describes the health care delivery systems in Canada and in the U.S. This is followed by examples of various approaches used to measure physio