This book constitutes the refereed proceedings of the First International Workshop on Multimodal Brain Image Analysis, held in conjunction with MICCAI 2011, in Toronto, Canada, in September 2011.
The 15 revised full papers presented together with 4 poster papers were carefully reviewed and selected from 24 submissions. The objective of this workshop is to facilitate advancements in the multimodal brain image analysis field, in terms of analysis methodologies, algorithms, software systems, validation approaches, benchmark datasets, neuroscience, and clinical applications.
Author(s): Xue Yang, Carolyn B. Lauzon, Ciprian Crainiceanu (auth.), Tianming Liu, Dinggang Shen, Luis Ibanez, Xiaodong Tao (eds.)
Series: Lecture Notes in Computer Science 7012
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2011
Language: English
Pages: 162
Tags: Pattern Recognition; Image Processing and Computer Vision; Computer Graphics; Artificial Intelligence (incl. Robotics); Algorithm Analysis and Problem Complexity; Imaging / Radiology
Front Matter....Pages -
Accounting for Random Regressors: A Unified Approach to Multi-modality Imaging....Pages 1-9
Joint T1 and Brain Fiber Diffeomorphic Registration Using the Demons....Pages 10-18
Improving Registration Using Multi-channel Diffeomorphic Demons Combined with Certainty Maps....Pages 19-26
Identifying Neuroimaging and Proteomic Biomarkers for MCI and AD via the Elastic Net....Pages 27-34
Heritability of White Matter Fiber Tract Shapes: A HARDI Study of 198 Twins....Pages 35-43
Ordinal Ranking for Detecting Mild Cognitive Impairment and Alzheimer’s Disease Based on Multimodal Neuroimages and CSF Biomarkers....Pages 44-51
Manual Annotation, 3-D Shape Reconstruction, and Traumatic Brain Injury Analysis....Pages 52-59
Multi-Modal Multi-Task Learning for Joint Prediction of Clinical Scores in Alzheimer’s Disease....Pages 60-67
Identification of Cortical Landmarks Based on Consistent Connectivity to Subcortical Structures....Pages 68-75
T 1 Mapping, AIF and Pharmacokinetic Parameter Extraction from Dynamic Contrast Enhancement MRI Data....Pages 76-83
Ventricle Shape Analysis for Centenarians, Elderly Subjects, MCI and AD Patients....Pages 84-92
Accurate and Consistent 4D Segmentation of Serial Infant Brain MR Images....Pages 93-101
Two-Stage Multiscale Adaptive Regression Methods for Twin Neuroimaging Data....Pages 102-109
Segmentation of Medical Images of Different Modalities Using Distance Weighted C-V Model....Pages 110-117
Evaluation of Traumatic Brain Injury Patients Using a Shape-Constrained Deformable Model....Pages 118-125
Human Brain Mapping with Conformal Geometry and Multivariate Tensor-Based Morphometry....Pages 126-134
Information-Theoretic Multi-modal Image Registration Based on the Improved Fast Gauss Transform: Application to Brain Images....Pages 135-142
Simultaneous Brain Structures Segmentation Combining Shape and Pose Forces....Pages 143-151
Improved Tissue Segmentation by Including an MR Acquisition Model....Pages 152-159
Back Matter....Pages -
