Artificial Intelligence in Diffusion MRI

Enhanced Cuckoo Search Algorithm with Metaheuristic Components for Extracting the Maxima of the Orientation Distribution Function

Mohammad Shehab (Autor)

Buch | Hardcover

XVII, 157 Seiten

2019 | 1st ed. 2020
Springer International Publishing (Verlag)
978-3-030-36082-5 (ISBN)

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This book focuses on the use of artificial intelligence to address a specific problem in the brain - the orientation distribution function. It discusses three aspects: (i) Preparing, enhancing and evaluating one of the cuckoo search algorithms (CSA); (ii) Describing the problem: Diffusion-weighted magnetic resonance imaging (DW-MRI) is used for non-invasive investigations of anatomical connectivity in the human brain, while Q-ball imaging (QBI) is a diffusion MRI reconstruction technique based on the orientation distribution function (ODF), which detects the dominant fiber orientations; however, ODF lacks local estimation accuracy along the path. (iii) Evaluating the performance of the CSA versions in solving the ODF problem using synthetic and real-world data. This book appeals to both postgraduates and researchers who are interested in the fields of medicine and computer science.

Introduction Of Diffusion MRI and Cuckoo Search Algorithm.- Background Of Diffusion MRI.- Cuckoo Search Algorithm.- Methodology Of Extracting The Odf Maxima Using Csa.

Erscheinungsdatum	01.12.2019
Reihe/Serie	Studies in Computational Intelligence
Zusatzinfo	XVII, 157 p. 61 illus., 54 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	436 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Medizin / Pharmazie ► Physiotherapie / Ergotherapie ► Orthopädie
	Technik
Schlagworte	Bat Algorithm • Cuckoo Search Algorithm • Hill Climbing • Magnetic Resonance Imaging • orientation distribution function • Q-Ball Imaging • Tournament Selection Scheme
ISBN-10	3-030-36082-2 / 3030360822
ISBN-13	978-3-030-36082-5 / 9783030360825
Zustand	Neuware