Machine Learning in Medical Imaging: Third International Workshop, MLMI 2012, Held in Conjunction with MICCAI 2012, Nice, France, October 1, 2012, Revised Selected Papers

Front Matter....Pages -
Transductive Prostate Segmentation for CT Image Guided Radiotherapy....Pages 1-9
Model-Driven Centerline Extraction for Severely Occluded Major Coronary Arteries....Pages 10-18
MRI Confirmed Prostate Tissue Classification with Laplacian Eigenmaps of Ultrasound RF Spectra....Pages 19-26
Hierarchical Ensemble of Multi-level Classifiers for Diagnosis of Alzheimer’s Disease....Pages 27-35
Dense Deformation Reconstruction via Sparse Coding....Pages 36-44
Group Sparsity Constrained Automatic Brain Label Propagation....Pages 45-53
Sparse Patch-Guided Deformation Estimation for Improved Image Registration....Pages 54-62
Computer-Aided Detection of Aneurysms in 3D Time-of-Flight MRA Datasets....Pages 63-69
Data Driven Constraints for the SVM....Pages 70-77
Towards Improving the Accuracy of Sensorless Freehand 3D Ultrasound by Learning....Pages 78-85
A Novel 3D Joint MGRF Framework for Precise Lung Segmentation....Pages 86-93
Nonlinear Discriminant Graph Embeddings for Detecting White Matter Lesions in FLAIR MRI....Pages 94-102
Use of Pattern-Information Analysis in Vision Science: A Pragmatic Examination....Pages 103-110
Human Age Estimation with Surface-Based Features from MRI Images....Pages 111-118
Biomedical Images Classification by Universal Nearest Neighbours Classifier Using Posterior Probability....Pages 119-127
Simultaneous Registration and Segmentation by L1 Minimization....Pages 128-135
On the Creation of Generic fMRI Feature Networks Using 3-D Moment Invariants....Pages 136-143
Description and Classification of Confocal Endomicroscopic Images for the Automatic Diagnosis of Inflammatory Bowel Disease....Pages 144-151
A Localized MKL Method for Brain Classification with Known Intra-class Variability....Pages 152-159
Supervised Image Segmentation across Scanner Protocols: A Transfer Learning Approach....Pages 160-167
Learning to Locate Cortical Bone in MRI....Pages 168-175
Quality Classification of Microscopic Imagery with Weakly Supervised Learning....Pages 176-183
Graph-Based Inter-subject Classification of Local fMRI Patterns....Pages 184-192
Combining Multiple Image Segmentations by Maximizing Expert Agreement....Pages 193-200
Cardiac LV and RV Segmentation Using Mutual Context Information....Pages 201-209
Non-parametric Density Modeling and Outlier-Detection in Medical Imaging Datasets....Pages 210-217
Learning Correspondences in Knee MR Images from the Osteoarthritis Initiative....Pages 218-225
Gradient Projection Learning for Parametric Nonrigid Registration....Pages 226-233
Learning to Rank from Medical Imaging Data....Pages 234-241
Integrating Statistical Shape Models into a Graph Cut Framework for Tooth Segmentation....Pages 242-249
A Random Forest Based Approach for One Class Classification in Medical Imaging....Pages 250-257
Finding Deformable Shapes by Correspondence-Free Instantiation and Registration of Statistical Shape Models....Pages 258-265
Computer Aided Skin Lesion Diagnosis with Humans in the Loop....Pages 266-274
Back Matter....Pages -