Recent Trends in Computer-aided Diagnostic Systems for Skin Diseases

Theory, Implementation, and Analysis
Erscheinungsjahr 2021
ISBN: 978-0-323-91211-2
Verlag: William Andrew Publishing

Buch, Englisch, 204 Seiten, Format (B × H): 191 mm x 235 mm, Gewicht: 430 g

Recent Trends in Computer-aided Diagnostic Systems for Skin Diseases: Theory, Implementation, and Analysis provides comprehensive coverage on the development of computer-aided diagnostic (CAD) systems employing image processing and machine learning tools for improved, uniform evaluation and diagnosis (avoiding subjective judgment) of skin disorders.

The methods and tools are described in a general way so that these tools can be applied not only for skin diseases but also for a wide range of analogous problems in the domain of biomedical systems. Moreover, quantification of clinically relevant information that can associate the findings of physicians/experts is the most challenging task of any CAD system.

This book gives all the details in a step-by-step form for different modules so that the readers can develop each of the modules like preprocessing, feature extraction/learning, disease classification, as well as an entire expert diagnosis system themselves for their own applications.

Autoren/Hrsg.

Chatterjee, Saptarshi

Dey, Debangshu

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Bildsignalverarbeitung
• Medizin | Veterinärmedizin Medizin | Public Health | Pharmazie | Zahnmedizin Vorklinische Medizin: Grundlagenfächer Physiologie

Inhaltsverzeichnis

1. Introduction
2. Preprocessing and segmentation of skin lesion images
3. Extraction of effective hand crafted features from dermoscopic images
4. Feature selection and classification
5. Development of expert system for skin disease identification
6. Conclusions and future scope of work

Über Autor(innen)

Chatterjee, Saptarshi
Dr. Saptarshi Chatterjee has completed his PhD from the Electrical Engineering Department, Jadavpur University, Kolkata, India. He has significant technical research publications in archived journals and peer-reviewed conferences. He is also the recipient of Visvesvaraya PhD Fellowship, MeitY, Government of India, and two Best Paper Awards in international conferences. He is a member of IEEE Signal Processing Society. His research initiatives are focused in the area of signal processing, image processing, and condition monitoring of biomedical systems.

Dey, Debangshu
Dr. Debangshu Dey is working as an assistant professor in the Electrical Engineering Department, Jadavpur University, Kolkata, India. Dr. Dey has published more than 50 research papers in various international journals in the fields of his research and coauthored one book from Springer-Verlag London. Four patents have been granted to him including a US Patent. He is also the recipient of IEI Young Engineer Award in 2014 and two Best Paper Awards in International Conferences. His areas of interest are applications of signal and image conditioning and processing tools in electrical and biomedical systems, condition monitoring of electrical equipment, noninvasive testing, intelligent instrumentation, and measurements related to condition assessment techniques.