Recent Trends in Computer-Aided Diagnostic Systems for Skin Diseases: Theory, Implementation, and Analysis
暫譯: 皮膚疾病電腦輔助診斷系統的最新趨勢:理論、實作與分析

Chatterjee, Saptarshi, Dey, Debangshu, Munshi, Sugata

  • 出版商: Academic Press
  • 出版日期: 2021-11-05
  • 售價: $4,780
  • 貴賓價: 9.5$4,541
  • 語言: 英文
  • 頁數: 204
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0323912117
  • ISBN-13: 9780323912112
  • 海外代購書籍(需單獨結帳)

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商品描述

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.

商品描述(中文翻譯)

《最近的電腦輔助皮膚疾病診斷系統趨勢:理論、實作與分析》提供了關於電腦輔助診斷(CAD)系統發展的全面介紹,這些系統利用影像處理和機器學習工具來改善和統一皮膚疾病的評估與診斷(避免主觀判斷)。

這些方法和工具以一般方式描述,使得這些工具不僅可以應用於皮膚疾病,還可以應用於生物醫學系統領域中的各種類似問題。此外,量化臨床相關資訊以關聯醫生/專家的發現是任何CAD系統中最具挑戰性的任務。

本書以逐步的形式提供不同模組的所有細節,讓讀者能夠自行開發每個模組,如預處理、特徵提取/學習、疾病分類,以及整個專家診斷系統,以便用於自己的應用。

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