Machine Learning in Medical Imaging

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

  • Fei Wang
  • Dinggang Shen
  • Pingkun Yan
  • Kenji Suzuki
Conference proceedings MLMI 2012

DOI: 10.1007/978-3-642-35428-1

Part of the Lecture Notes in Computer Science book series (LNCS, volume 7588)

Table of contents (33 papers)

  1. Front Matter
  2. Transductive Prostate Segmentation for CT Image Guided Radiotherapy
    Yinghuan Shi, Shu Liao, Yaozong Gao, Daoqiang Zhang, Yang Gao, Dinggang Shen
    Pages 1-9
  3. Model-Driven Centerline Extraction for Severely Occluded Major Coronary Arteries
    Yefeng Zheng, Jianhua Shen, Huseyin Tek, Gareth Funka-Lea
    Pages 10-18
  4. MRI Confirmed Prostate Tissue Classification with Laplacian Eigenmaps of Ultrasound RF Spectra
    Mehdi Moradi, Christian Wachinger, Andriy Fedorov, William M. Wells, Tina Kapur, Luciant D. Wolfsberger et al.
    Pages 19-26
  5. Hierarchical Ensemble of Multi-level Classifiers for Diagnosis of Alzheimer’s Disease
    Manhua Liu, Daoqiang Zhang, Pew-Thian Yap, Dinggang Shen
    Pages 27-35
  6. Dense Deformation Reconstruction via Sparse Coding
    Yonghong Shi, Guorong Wu, Zhijian Song, Dinggang Shen
    Pages 36-44
  7. Group Sparsity Constrained Automatic Brain Label Propagation
    Shu Liao, Daoqiang Zhang, Pew-Thian Yap, Guorong Wu, Dinggang Shen
    Pages 45-53
  8. Sparse Patch-Guided Deformation Estimation for Improved Image Registration
    Minjeong Kim, Guorong Wu, Dinggang Shen
    Pages 54-62
  9. Computer-Aided Detection of Aneurysms in 3D Time-of-Flight MRA Datasets
    Santiago Suniaga, Rene Werner, Andre Kemmling, Michael Groth, Jens Fiehler, Nils Daniel Forkert
    Pages 63-69
  10. Data Driven Constraints for the SVM
    Sune Darkner, Line H. Clemmensen
    Pages 70-77
  11. A Novel 3D Joint MGRF Framework for Precise Lung Segmentation
    Behnoush Abdollahi, Ahmed Soliman, A. C. Civelek, X. -F. Li, G. Gimel’farb, Ayman El-Baz
    Pages 86-93
  12. Nonlinear Discriminant Graph Embeddings for Detecting White Matter Lesions in FLAIR MRI
    Samuel Kadoury, Guray Erus, Christos Davatzikos
    Pages 94-102
  13. Use of Pattern-Information Analysis in Vision Science: A Pragmatic Examination
    Mathieu J. Ruiz, Jean-Michel Hupé, Michel Dojat
    Pages 103-110
  14. Human Age Estimation with Surface-Based Features from MRI Images
    Jieqiong Wang, Dai Dai, Meng Li, Jing Hua, Huiguang He
    Pages 111-118
  15. Biomedical Images Classification by Universal Nearest Neighbours Classifier Using Posterior Probability
    Roberto D’Ambrosio, Wafa Bel Haj Ali, Richard Nock, Paolo Soda, Frank Nielsen, Michel Barlaud
    Pages 119-127
  16. Simultaneous Registration and Segmentation by L1 Minimization
    Pratik Shah, Mithun Das Gupta
    Pages 128-135
  17. On the Creation of Generic fMRI Feature Networks Using 3-D Moment Invariants
    Loizos Markides, Duncan Fyfe Gillies
    Pages 136-143
  18. A Localized MKL Method for Brain Classification with Known Intra-class Variability
    Aydın Ulaş, Mehmet Gönen, Umberto Castellani, Vittorio Murino, Marcella Bellani, Michele Tansella et al.
    Pages 152-159

About these proceedings


This book constitutes the refereed proceedings of the Third International Workshop on Machine Learning in Medical Imaging, MLMI 2012, held in conjunction with MICCAI 2012, in Nice, France, in October 2012.
The 33 revised full papers presented were carefully reviewed and selected from 67 submissions. The main aim of this workshop is to help advance the scientific research within the broad field of machine learning in medical imaging. It focuses on major trends and challenges in this area, and it presents work aimed to identify new cutting-edge techniques and their use in medical imaging.


3D image classification image registration image segmentation weakly supervised learning

Editors and affiliations

  • Fei Wang
    • 1
  • Dinggang Shen
    • 2
  • Pingkun Yan
    • 3
  • Kenji Suzuki
    • 4
  1. 1.IBM Research AlmadenSan JoseUSA
  2. 2.School of Medicine, Department of Radiology and Biomedical Reserach Imaging CenterUniversity of North CarolinaChapel HillUSA
  3. 3.Chinese Academy of Sciences, Xi’an Institute of Optics and Precision MechanicsShaanxiChina
  4. 4.Department of RadiologyThe University of ChicagoChicagoUSA

Bibliographic information

  • Copyright Information Springer-Verlag Berlin Heidelberg 2012
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Computer Science
  • Print ISBN 978-3-642-35427-4
  • Online ISBN 978-3-642-35428-1
  • Series Print ISSN 0302-9743
  • Series Online ISSN 1611-3349