Graphs in biomedical image analysis and integrating medical imaging and non-imaging modalities second International Workshop, GRAIL 2018 and first International Workshop, Beyond MIC 2018, held in conjunction with MICCAI 2018, Granada, Spain, September 20, 2018, Proceedings / Danail Stoyanov, Zeike Taylor, Enzo Ferrante, Adrian V. Dalca et al. (eds.).

Author/creator GRAIL (Workshop)
Format Electronic
Publication InfoCham, Switzerland : Springer, [2018]
Descriptionxvi, 99 pages : illustrations ; 24 cm.
Supplemental ContentFull text available from Springer Books
Supplemental ContentFull text available from Springer Nature - Springer Computer Science eBooks 2018 English International
Subjects

Other author/creatorStoyanov, Danail.
Other author/creatorTaylor, Zeike.
Other author/creatorFerrante, Enzo.
Other author/creatorDalca, Adrian V. (Adrian Vasile)
Other author/creatorBeyond MIC (Workshop) 2018 : Granada, Spain), (1st : jointly held conference
Other author/creatorInternational Conference on Medical Image Computing and Computer-Assisted Intervention 2018 : Granada, Spain), (21st : jointly held conference
Variant title GRAIL 2018
Variant title Beyond MIC 2018
SeriesLecture notes in computer science, 0302-9743 ; 11044
LNCS sublibrary. SL 6, Image processing, computer vision, pattern recognition and graphics
Lecture notes in computer science ; 11044. 0302-9743
LNCS sublibrary. SL 6, Image processing, computer vision, pattern recognition, and graphics.
Contents Graph Saliency Maps through Spectral Convolutional Networks: Application to Sex Classification with Brain Connectivity -- A Graph Representation and Similarity Measure for Brain Networks with Nodal Features -- Hierarchical Bayesian Networks for Modeling Inter-Class Dependencies: Application to Semi-Supervised Cell Segmentation -- Multi-modal Disease Classification in Incomplete Datasets Using Geometric Matrix Completion -- BrainParcel: A Brain Parcellation Algorithm for Cognitive State Classification -- Modeling Brain Networks with Artificial Neural Networks -- A Bayesian Disease Progression Model for Clinical Trajectories -- Multi-modal brain connectivity study using deep collaborative learning -- Towards Subject and Diagnostic Identifiability in the Alzheimer's Disease Spectrum based on Functional Connectomes -- Predicting Conversion of Mild Cognitive Impairments to Alzheimer's Disease and Exploring Impact of Neuroimaging -- Cross-Diagnostic Prediction of Dimensional Psychiatric Phenotypes in Anorexia Nervosa and Body Dysmorphic Disorder Using Multimodal Neuroimaging and Psychometric Data.
Abstract This book constitutes the refereed joint proceedings of the Second International Workshop on Graphs in Biomedical Image Analysis, GRAIL 2018 and the First International Workshop on Integrating Medical Imaging and Non-Imaging Modalities, Beyond MIC 2018, held in conjunction with the 21st International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2018, in Granada, Spain, in September 2018. The 6 full papers presented at GRAIL 2018 and the 5 full papers presented at BeYond MIC 2018 were carefully reviewed and selected. The GRAIL papers cover a wide range of develop graph-based models for the analysis of biomedical images and encourage the exploration of graph-based models for difficult clinical problems within a variety of biomedical imaging contexts. The Beyond MIC papers cover topics of novel methods with significant imaging and non-imaging components, addressing practical applications and new datasets.
Bibliography noteIncludes bibliographical references and index.
Access restrictionAvailable only to authorized users.
Technical detailsMode of access: World Wide Web
Genre/formElectronic books.
LCCN 2018954664
ISBN3030006883 (paperback)
ISBN9783030006884 (paperback)
ISBN(eBook)

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