Computational Diffusion MRI: Lecture Notes in Computer Science, cartea 13722
Editat de Suheyla Cetin-Karayumak, Daan Christiaens, Matteo Figini, Pamela Guevara, Tomasz Pieciak, Elizabeth Powell, Francois Rheaulten Limba Engleză Paperback – 26 noi 2022
The 12 full papers included were carefully reviewed and selected for inclusion in the book.
The papers were organized in topical sections as follows: Data processing, Signal representations, Tractography and WM pathways.
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Specificații
ISBN-13: 9783031212055
ISBN-10: 3031212053
Pagini: 160
Ilustrații: X, 149 p. 56 illus., 53 illus. in color.
Dimensiuni: 155 x 235 x 9 mm
Greutate: 0.25 kg
Ediția:1st edition 2022
Editura: Springer
Colecția Lecture Notes in Computer Science
Seria Lecture Notes in Computer Science
Locul publicării:Cham, Switzerland
ISBN-10: 3031212053
Pagini: 160
Ilustrații: X, 149 p. 56 illus., 53 illus. in color.
Dimensiuni: 155 x 235 x 9 mm
Greutate: 0.25 kg
Ediția:1st edition 2022
Editura: Springer
Colecția Lecture Notes in Computer Science
Seria Lecture Notes in Computer Science
Locul publicării:Cham, Switzerland
Cuprins
Data preprocessing.- Slice estimation in diffusion MRI of neonatal and fetal brains in image and spherical harmonics domains using autoencoders.- Super-resolution of manifold-valued diffusion MRI refined by multi-modal imaging.- Lossy compression of multidimensional medical images using sinusoidal activation networks: an evaluation study.- Correction of susceptibility distortion in EPI: a semi-supervised approach with deep learning.- The impact of susceptibility distortion correction protocols on adolescent diffusion MRI measures.- Signal representations.- Diffusion MRI Fibre Orientation Distribution Inpainting.- Fitting a Directional Microstructure Model to Diffusion-Relaxation MRI Data with Self-Supervised Machine Learning.- Stepwise Stochastic Dictionary Adaptation Improves Microstructure Reconstruction with Orientation Distribution Function Fingerprinting.- How can spherical CNNs benefit ML-based diffusion MRI parameter estimation?.- Tractography and WM pathways.- DC2U-Net: Tract Segmentation in Brain White Matter Using Dense Criss-Cross U-Net.- Clustering in Tractography using Autoencoders (CINTA).- Tractometric Coherence of Fiber Bundles in DTI.