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Deep Learning in Healthcare
Paradigms and Applications
Buch von Lakhmi C. Jain (u. a.)
Sprache: Englisch

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Beschreibung
This book provides a comprehensive overview of deep learning (DL) in medical and healthcare applications, including the fundamentals and current advances in medical image analysis, state-of-the-art DL methods for medical image analysis and real-world, deep learning-based clinical computer-aided diagnosis systems.

Deep learning (DL) is one of the key techniques of artificial intelligence (AI) and today plays an important role in numerous academic and industrial areas. DL involves using a neural network with many layers (deep structure) between input and output, and its main advantage of is that it can automatically learn data-driven, highly representative and hierarchical features and perform feature extraction and classification on one network. DL can be used to model or simulate an intelligent system or process using annotated training data.

Recently, DL has become widely used in medical applications, such as anatomic modelling, tumour detection, disease classification, computer-aided diagnosis and surgical planning. This book is intended for computer science and engineering students and researchers, medical professionals and anyone interested using DL techniques.
This book provides a comprehensive overview of deep learning (DL) in medical and healthcare applications, including the fundamentals and current advances in medical image analysis, state-of-the-art DL methods for medical image analysis and real-world, deep learning-based clinical computer-aided diagnosis systems.

Deep learning (DL) is one of the key techniques of artificial intelligence (AI) and today plays an important role in numerous academic and industrial areas. DL involves using a neural network with many layers (deep structure) between input and output, and its main advantage of is that it can automatically learn data-driven, highly representative and hierarchical features and perform feature extraction and classification on one network. DL can be used to model or simulate an intelligent system or process using annotated training data.

Recently, DL has become widely used in medical applications, such as anatomic modelling, tumour detection, disease classification, computer-aided diagnosis and surgical planning. This book is intended for computer science and engineering students and researchers, medical professionals and anyone interested using DL techniques.
Zusammenfassung

Discusses the advances and future of deep learning in medicine and health care

Includes a comprehensiveCC introduction to deep learning

Focuses on medical imaging and computer-aided diagnosis

Inhaltsverzeichnis
Medical Image Detection Using Deep Learning.- Medical Image Segmentation Using Deep Learning.- Medical Image Classification Using Deep Learning.
Details
Erscheinungsjahr: 2019
Fachbereich: Technik allgemein
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Reihe: Intelligent Systems Reference Library
Inhalt: xiv
218 S.
24 s/w Illustr.
90 farbige Illustr.
218 p. 114 illus.
90 illus. in color.
ISBN-13: 9783030326050
ISBN-10: 3030326055
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Redaktion: Jain, Lakhmi C.
Chen, Yen-Wei
Herausgeber: Yen-Wei Chen/Lakhmi C Jain
Auflage: 1st ed. 2020
Hersteller: Springer International Publishing
Springer International Publishing AG
Intelligent Systems Reference Library
Maße: 241 x 160 x 19 mm
Von/Mit: Lakhmi C. Jain (u. a.)
Erscheinungsdatum: 27.11.2019
Gewicht: 0,518 kg
Artikel-ID: 117343771
Zusammenfassung

Discusses the advances and future of deep learning in medicine and health care

Includes a comprehensiveCC introduction to deep learning

Focuses on medical imaging and computer-aided diagnosis

Inhaltsverzeichnis
Medical Image Detection Using Deep Learning.- Medical Image Segmentation Using Deep Learning.- Medical Image Classification Using Deep Learning.
Details
Erscheinungsjahr: 2019
Fachbereich: Technik allgemein
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Reihe: Intelligent Systems Reference Library
Inhalt: xiv
218 S.
24 s/w Illustr.
90 farbige Illustr.
218 p. 114 illus.
90 illus. in color.
ISBN-13: 9783030326050
ISBN-10: 3030326055
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Redaktion: Jain, Lakhmi C.
Chen, Yen-Wei
Herausgeber: Yen-Wei Chen/Lakhmi C Jain
Auflage: 1st ed. 2020
Hersteller: Springer International Publishing
Springer International Publishing AG
Intelligent Systems Reference Library
Maße: 241 x 160 x 19 mm
Von/Mit: Lakhmi C. Jain (u. a.)
Erscheinungsdatum: 27.11.2019
Gewicht: 0,518 kg
Artikel-ID: 117343771
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