Machine Learning in Medical Imaging: Second International Workshop, MLMI 2011, Held in Conjunction with MICCAI 2011, Toronto, Canada, September 18, 2011. Proceedings

Front Matter....Pages -
Learning Statistical Correlation of Prostate Deformations for Fast Registration....Pages 1-9
Automatic Segmentation of Vertebrae from Radiographs: A Sample-Driven Active Shape Model Approach....Pages 10-17
Computer-Assisted Intramedullary Nailing Using Real-Time Bone Detection in 2D Ultrasound Images....Pages 18-25
Multi-Kernel Classification for Integration of Clinical and Imaging Data: Application to Prediction of Cognitive Decline in Older Adults....Pages 26-34
Automated Selection of Standardized Planes from Ultrasound Volume....Pages 35-42
Maximum Likelihood and James-Stein Edge Estimators for Left Ventricle Tracking in 3D Echocardiography....Pages 43-50
A Locally Deformable Statistical Shape Model....Pages 51-58
Monte Carlo Expectation Maximization with Hidden Markov Models to Detect Functional Networks in Resting-State fMRI....Pages 59-66
DCE-MRI Analysis Using Sparse Adaptive Representations....Pages 67-74
Learning Optical Flow Propagation Strategies Using Random Forests for Fast Segmentation in Dynamic 2D & 3D Echocardiography....Pages 75-82
A Non-rigid Registration Framework That Accommodates Pathology Detection....Pages 83-90
Segmentation Based Features for Lymph Node Detection from 3-D Chest CT....Pages 91-99
Segmenting Hippocampus from 7.0 Tesla MR Images by Combining Multiple Atlases and Auto-Context Models....Pages 100-108
Texture Analysis by a PLS Based Method for Combined Feature Extraction and Selection....Pages 109-116
An Effective Supervised Framework for Retinal Blood Vessel Segmentation Using Local Standardisation and Bagging....Pages 117-125
Automated Identification of Thoracolumbar Vertebrae Using Orthogonal Matching Pursuit....Pages 126-133
Segmentation of Skull Base Tumors from MRI Using a Hybrid Support Vector Machine-Based Method....Pages 134-141
Spatial Nonparametric Mixed-Effects Model with Spatial-Varying Coefficients for Analysis of Populations....Pages 142-150
A Machine Learning Approach to Tongue Motion Analysis in 2D Ultrasound Image Sequences....Pages 151-158
Random Forest-Based Manifold Learning for Classification of Imaging Data in Dementia....Pages 159-166
Probabilistic Graphical Model of SPECT/MRI....Pages 167-174
Directed Graph Based Image Registration....Pages 175-183
Improving the Classification Accuracy of the Classic RF Method by Intelligent Feature Selection and Weighted Voting of Trees with Application to Medical Image Segmentation....Pages 184-192
Network-Based Classification Using Cortical Thickness of AD Patients....Pages 193-200
Anatomical Regularization on Statistical Manifolds for the Classification of Patients with Alzheimer’s Disease....Pages 201-208
Rapidly Adaptive Cell Detection Using Transfer Learning with a Global Parameter....Pages 209-216
Automatic Morphological Classification of Lung Cancer Subtypes with Boosting Algorithms for Optimizing Therapy....Pages 217-224
Hot Spots Conjecture and Its Application to Modeling Tubular Structures....Pages 225-232
Fuzzy Statistical Unsupervised Learning Based Total Lesion Metabolic Activity Estimation in Positron Emission Tomography Images....Pages 233-240
Predicting Clinical Scores Using Semi-supervised Multimodal Relevance Vector Regression....Pages 241-248
Automated Cephalometric Landmark Localization Using Sparse Shape and Appearance Models....Pages 249-256
A Comparison Study of Inferences on Graphical Model for Registering Surface Model to 3D Image....Pages 257-264
A Large-Scale Manifold Learning Approach for Brain Tumor Progression Prediction....Pages 265-272
Automated Detection of Major Thoracic Structures with a Novel Online Learning Method....Pages 273-281
Accurate Regression-Based 4D Mitral Valve Surface Reconstruction from 2D+t MRI Slices....Pages 282-290
Tree Structured Model of Skin Lesion Growth Pattern via Color Based Cluster Analysis....Pages 291-299
Subject-Specific Cardiac Segmentation Based on Reinforcement Learning with Shape Instantiation....Pages 300-307
Faster Segmentation Algorithm for Optical Coherence Tomography Images with Guaranteed Smoothness....Pages 308-316
Automated Nuclear Segmentation of Coherent Anti-Stokes Raman Scattering Microscopy Images by Coupling Superpixel Context Information with Artificial Neural Networks....Pages 317-325
3D Segmentation in CT Imagery with Conditional Random Fields and Histograms of Oriented Gradients....Pages 326-334
Automatic Human Knee Cartilage Segmentation from Multi-contrast MR Images Using Extreme Learning Machines and Discriminative Random Fields....Pages 335-343
MultiCost: Multi-stage Cost-sensitive Classification of Alzheimer’s Disease....Pages 344-351
Classifying Small Lesions on Breast MRI through Dynamic Enhancement Pattern Characterization....Pages 352-359
Computer-Aided Detection of Polyps in CT Colonography with Pixel-Based Machine Learning Techniques....Pages 360-367
Back Matter....Pages -