Non-Linear Filters for Mammogram Enhancement
A Robust Computer-aided Analysis Framework for Early Detection of Breast Cancer
Vikrant Bhateja ; Mukul Misra ; Shabana Urooj
Serie: Studies in Computational Intelligence 861
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The book includes a comprehensive discussion on breast cancer, mammography, breast anomalies, and computer-aided analysis of mammograms. It also addresses fundamental concepts of mammogram enhancement and associated challenges, and features a detailed review of various state-of-the-art approaches to the enhancement of mammographic images and emerging research gaps. Given its scope, the book offers a valuable asset for radiologists and medical experts (oncologists), as mammogram visualization can enhance the precision of their diagnostic analyses; and for researchers and engineers, as the analysis of non-linear filters is one of the most challenging research domains in image processing.
Introduction: Computer-aided Analysis of Mammograms for Diagnosis of Breast Cancer.- Mammogram Enhancement: Background.- Methodology: Motivation, Objectives and Proposed Solution Approach.- Performance Evaluation and Benchmarking of Mammogram Enhancement Approaches: Mammographic Image Quality Assessment.- Non-linear Polynomial Filters: Overview, Evolution and Proposed Mathematical Formulation.- Non-linear Polynomial Filters for Contrast Enhancement of Mammograms.- Non-linear Polynomial Filters for Edge Enhancement of Mammograms.- Human Visual System Based Unsharp Masking for Enhancement of Mammograms.- Conclusions and Future Scope: Applications, Contributions and Impact.
Mukul Misra is a Professor at the Faculty of ECE, Shri Ramswaroop Memorial University, India, where he has also served as the Director of Research since 2013. He received his PhD (Microwave Electronics) from Delhi University, India, in 2000; served as a Lecturer at Osaka University, Japan, in 2000; and was awarded a JSPS Post-doctoral Fellowship at the same university in 2001. He has served as a Research Scientist at the ILE, Osaka University, Japan; Research Officer at the University of Bath, UK; and a Facility Manager at the University of Warwick, UK. Dr Mukul has more than 30 publications in reputed international journals to his credit.
Dr Shabana Urooj is currently serving as HOD of Electrical Engineering at Gautam Buddha University, India. She received her Bachelor's & Master's degrees in Engineering from Aligarh Muslim University, India, and completed her doctorate in Biomedical Instrumentation at Jamia Millia Islamia, India. She has over 3 years of industrial and 17 years of teaching experience. She has authored more than 100 research papers in international journals and conference proceedings, and is an Associate Editor for several prominent journals, including IEEE Sensors, IEEE Transactions of Nanobiosciences, and IEEE Transactions of Nanotechnology. Presently, she is a