Artificial Intelligence in Diffusion MRI
Enhanced Cuckoo Search Algorithm with Metaheuristic Components for Extracting the Maxima of the Orientation Distribution Function
Seiten
2020
|
1st ed. 2020
Springer International Publishing (Verlag)
978-3-030-36085-6 (ISBN)
Springer International Publishing (Verlag)
978-3-030-36085-6 (ISBN)
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 | 14.12.2020 |
---|---|
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 | 279 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 | 3-030-36085-7 / 3030360857 |
ISBN-13 | 978-3-030-36085-6 / 9783030360856 |
Zustand | Neuware |
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