Machine Learning in Medical Imaging

Third International Workshop, MLMI 2012, Held in Conjunction with MICCAI 2012, Nice, France, October 1, 2012, Revised Selected Papers

Editors:

ISBN: 978-3-642-35427-4 (Print) 978-3-642-35428-1 (Online)

Table of contents (33 chapters)

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  1. Front Matter

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    Pages 1-9

    Transductive Prostate Segmentation for CT Image Guided Radiotherapy

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    Pages 10-18

    Model-Driven Centerline Extraction for Severely Occluded Major Coronary Arteries

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    Pages 19-26

    MRI Confirmed Prostate Tissue Classification with Laplacian Eigenmaps of Ultrasound RF Spectra

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    Pages 27-35

    Hierarchical Ensemble of Multi-level Classifiers for Diagnosis of Alzheimer’s Disease

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    Pages 36-44

    Dense Deformation Reconstruction via Sparse Coding

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    Pages 45-53

    Group Sparsity Constrained Automatic Brain Label Propagation

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    Pages 54-62

    Sparse Patch-Guided Deformation Estimation for Improved Image Registration

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    Pages 63-69

    Computer-Aided Detection of Aneurysms in 3D Time-of-Flight MRA Datasets

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    Pages 70-77

    Data Driven Constraints for the SVM

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    Pages 78-85

    Towards Improving the Accuracy of Sensorless Freehand 3D Ultrasound by Learning

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    Pages 86-93

    A Novel 3D Joint MGRF Framework for Precise Lung Segmentation

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    Pages 94-102

    Nonlinear Discriminant Graph Embeddings for Detecting White Matter Lesions in FLAIR MRI

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    Pages 103-110

    Use of Pattern-Information Analysis in Vision Science: A Pragmatic Examination

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    Pages 111-118

    Human Age Estimation with Surface-Based Features from MRI Images

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    Pages 119-127

    Biomedical Images Classification by Universal Nearest Neighbours Classifier Using Posterior Probability

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    Pages 128-135

    Simultaneous Registration and Segmentation by L1 Minimization

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    Pages 136-143

    On the Creation of Generic fMRI Feature Networks Using 3-D Moment Invariants

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    Pages 144-151

    Description and Classification of Confocal Endomicroscopic Images for the Automatic Diagnosis of Inflammatory Bowel Disease

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    Pages 152-159

    A Localized MKL Method for Brain Classification with Known Intra-class Variability

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    Pages 160-167

    Supervised Image Segmentation across Scanner Protocols: A Transfer Learning Approach

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