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Recent Trends in Computer-aided Diagnostic Systems for Skin Diseases
Theory, Implementation, and Analysis
Addresses the recent development of image processing and machine learning techniques for the identification and analysis of skin disorders
Saptarshi Chatterjee (Author), Debangshu Dey (Author), Sugata Munshi (Author)
9780323912112, Elsevier Science
Paperback / softback, published 5 November 2021
204 pages, 65 illustrations (40 in full color)
23.5 x 19 x 1.4 cm, 0.43 kg
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.
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
