Machine Learning in Medical Imaging: 5th International Workshop, MLMI 2014, Held in Conjunction with MICCAI 2014, Boston, MA, USA, September 14, 2014. Proceedings

Front Matter....Pages -
Sparsity-Learning-Based Longitudinal MR Image Registration for Early Brain Development....Pages 1-8
Graph-Based Label Propagation in Fetal Brain MR Images....Pages 9-16
Deep Learning Based Automatic Immune Cell Detection for Immunohistochemistry Images....Pages 17-24
Stacked Multiscale Feature Learning for Domain Independent Medical Image Segmentation....Pages 25-32
Detection of Mammographic Masses by Content-Based Image Retrieval....Pages 33-41
Inferring Sources of Dementia Progression with Network Diffusion Model....Pages 42-49
3D Intervertebral Disc Localization and Segmentation from MR Images by Data-Driven Regression and Classification....Pages 50-58
Exploring Compact Representation of SICE Matrices for Functional Brain Network Classification....Pages 59-67
Deep Learning for Cerebellar Ataxia Classification and Functional Score Regression....Pages 68-76
Manifold Alignment and Transfer Learning for Classification of Alzheimer’s Disease....Pages 77-84
Gleason Grading of Prostate Tumours with Max-Margin Conditional Random Fields....Pages 85-92
Learning Distance Transform for Boundary Detection and Deformable Segmentation in CT Prostate Images....Pages 93-100
Geodesic Geometric Mean of Regional Covariance Descriptors as an Image-Level Descriptor for Nuclear Atypia Grading in Breast Histology Images....Pages 101-108
A Constrained Regression Forests Solution to 3D Fetal Ultrasound Plane Localization for Longitudinal Analysis of Brain Growth and Maturation....Pages 109-116
Deep Learning of Image Features from Unlabeled Data for Multiple Sclerosis Lesion Segmentation....Pages 117-124
Fetal Abdominal Standard Plane Localization through Representation Learning with Knowledge Transfer....Pages 125-132
Searching for Structures of Interest in an Ultrasound Video Sequence....Pages 133-140
Anatomically Constrained Weak Classifier Fusion for Early Detection of Alzheimer’s Disease....Pages 141-148
Automatic Bone and Marrow Extraction from Dual Energy CT through SVM Margin-Based Multi-Material Decomposition Model Selection....Pages 149-156
Sparse Discriminative Feature Selection for Multi-class Alzheimer’s Disease Classification....Pages 157-164
Context-Aware Anatomical Landmark Detection: Application to Deformable Model Initialization in Prostate CT Images....Pages 165-173
Optimal MAP Parameters Estimation in STAPLE - Learning from Performance Parameters versus Image Similarity Information....Pages 174-181
Colon Biopsy Classification Using Crypt Architecture....Pages 182-189
Network-Guided Group Feature Selection for Classification of Autism Spectrum Disorder....Pages 190-197
Deformation Field Correction for Spatial Normalization of PET Images Using a Population-Derived Partial Least Squares Model....Pages 198-206
Novel Multi-Atlas Segmentation by Matrix Completion....Pages 207-214
Structured Random Forests for Myocardium Delineation in 3D Echocardiography....Pages 215-222
Improved Reproducibility of Neuroanatomical Definitions through Diffeomorphometry and Complexity Reduction....Pages 223-230
Topological Descriptors of Histology Images....Pages 231-239
Robust Deep Learning for Improved Classification of AD/MCI Patients....Pages 240-247
Subject Specific Sparse Dictionary Learning for Atlas Based Brain MRI Segmentation....Pages 248-255
Multi-atlas Segmentation with Learning-Based Label Fusion....Pages 256-263
Interactive Prostate Segmentation Based on Adaptive Feature Selection and Manifold Regularization....Pages 264-271
Feature Selection Based on SVM Significance Maps for Classification of Dementia....Pages 272-279
Prediction of Standard-Dose PET Image by Low-Dose PET and MRI Images....Pages 280-288
Solutions for Missing Parameters in Computer-Aided Diagnosis with Multiparametric Imaging Data....Pages 289-296
Online Discriminative Multi-atlas Learning for Isointense Infant Brain Segmentation....Pages 297-305
Persistent Reeb Graph Matching for Fast Brain Search....Pages 306-313
In Vivo MRI Based Prostate Cancer Identification with Random Forests and Auto-context Model....Pages 314-322
Learning of Atlas Forest Hierarchy for Automatic Labeling of MR Brain Images....Pages 323-330
Back Matter....Pages -