The book begins by discussing the influence of color normalization on classification accuracy and then: Investigates gray-world, max-RGB, and shades-of-gray color constancy algorithms, showing significant gains in sensitivity and ...
Book Title: Dermoscopy Image Analysis
Author:M. Emre Celebi,Teresa Mendonca,Jorge S. Marques
Published on 2015-10-16 by CRC Press
ISBN: 9781482253276 / 1482253275
Total Page: 470
Book Category:Medical
Book is About: Testicular Cancer
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Dermoscopy is a noninvasive skin imaging technique that uses optical magnification and either liquid immersion or cross-polarized lighting to make subsurface structures more easily visible when compared to conventional clinical images. It allows for the identification of dozens of morphological features that are particularly important in identifying malignant melanoma. Dermoscopy Image Analysis summarizes the state of the art of the computerized analysis of dermoscopy images. The book begins by discussing the influence of color normalization on classification accuracy and then: Investigates gray-world, max-RGB, and shades-of-gray color constancy algorithms, showing significant gains in sensitivity and specificity on a heterogeneous set of images Proposes a new color space that highlights the distribution of underlying melanin and hemoglobin color pigments, leading to more accurate classification and border detection results Determines that the latest border detection algorithms can achieve a level of agreement that is only slightly lower than the level of agreement among experienced dermatologists Provides a comprehensive review of various methods for border detection, pigment network extraction, global pattern extraction, streak detection, and perceptually significant color detection Details a computer-aided diagnosis (CAD) system for melanomas that features an inexpensive acquisition tool, clinically meaningful features, and interpretable classification feedback Presents a highly scalable CAD system implemented in the MapReduce framework, a novel CAD system for melanomas, and an overview of dermatological image databases Describes projects that made use of a publicly available database of dermoscopy images, which contains 200 high-quality images along with their medical annotations Dermoscopy Image Analysis not only showcases recent advances but also explores future directions for this exciting subfield of medical image analysis, covering dermoscopy image analysis from preprocessing to classification.
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Book Details:
- Book was ranked at 21 by Google Books for Dermoscopy Image Analysis
- Dermoscopy Image Analysis published by CRC Press since 2015-10-16 with ISBNs. The book ISBN 13 Code is 9781482253276 and ISBN 10 Code is 1482253275
- Reading Mode in Text Status is false and Reading Mode in Image Status is true
- The book has "470 Pages" is Printed at BOOK underMedicalCategory
- Rated by Raters and have average rate at ""
- eBook Maturity (Adult Book) status is NOT_MATURE
- eBook written in en
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