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Recent Trends in Computer-aided Diagnostic Systems for Skin Diseases

- Theory, Implementation, and Analysis

  • Format
  • E-bog, ePub
  • Engelsk
  • 204 sider
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Beskrivelse

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. - Demonstrates extensive calculations for illustrating the theoretical analysis of advanced image processing and machine learning techniques- Provides a comprehensive coverage on the development of various signal processing tools for the extraction of statistical and clinically correlated features from skin lesion images- Describes image processing and machine learning techniques for improved uniform evaluation and diagnosis of skin disorders

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Detaljer
  • SprogEngelsk
  • Sidetal204
  • Udgivelsesdato07-11-2021
  • ISBN139780323914666
  • Forlag Elsevier Science
  • FormatePub

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