2014

[Preprint] Approximate False Positive Rate Control in Selection Frequency for Random Forest

Joint work with Melanie Ganz

Arxiv pre-print, 2014, Article

 

Human Brain Mapping Using Optical Coherence Tomography

Joint work with Caroline Magnain, Jean C. Augustinack, Van Wedeen, David Boas and Bruce Fischl

Biomedical Optics, Miami Florida, 2014, Article

 

Clinical Prediction from Structural Brain MRI Scans: A Large-Scale Empirical Study

Joint work with Mert Sabuncu

Neuroinformatics, 2014, Article

 

2013

On Feature Relevance in Image-based Prediction Models: An Empirical Study


Joint work with Melanie Ganz, Koen van Leemput and Mert R. Sabuncu.

Accepted for presentation in 4th International Workshop on Machine Learning in Medical Imaging (MLMI), Pdf

 

Use of Diffusion Tensor Images in Glioma Growth Modeling for Radiotherapy Target Delineation

Joint work with Florian Dittmann, Bjoern Menze and Jan Unkelbach.

Accepted for presentation in 3rd International Workshop on Multimodal Brain Image Analysis (MBIA), Pdf

 

Example-based Restoration of High-resolution Magnetic Resonance Image Acquisitions

Joint work with Andre van der Kouwe, Mert R. Sabuncu and Bruce Fischl

Accepted for presentation in 16th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Pdf

 

Is Synthesizing MRI Contrast Useful for Inter-modality Analysis?

Joint work with Juan Eugenio Iglesias, Darko Zikic, Ben Glocker, Koen van Leemput and Bruce Fischl

Accepted for presentation in 16th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Pdf

 

Modality Propagation: Coherent Synthesis of Subject-Specific Scans with Data-Driven Regularization

Joint work with Dong H. Ye, Darko Zikic, Ben Glocker and Antonio Criminisi

Accepted for presentation in 16th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Pdf

 

Vertebrae Localization in Pathological Spine CT via Dense Classification from Sparse Annotations

Joint work with Ben Glocker, Darko Zikic, David R. Haynor and Antonio Criminisi

Accepted for presentation in 16th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Pdf

 

Neighbourhood Approximation using Randomized Forests

Joint work with Ben Glocker, Darko Zikic and Antonio Criminisi

Medical Image Analysis, 2013, Article, Pdf

 

Regression Forests for Efficient Anatomy Detection and Localization in Computed Tomography Scans

Joint work with Antonio Criminisi, Duncan Robertson, Jamie Shotton, Sayan Pathak, Steve White and Khan Siddiqui

Medical Image Analysis, 2013, Article

 

Weighted Spectral Distance for Measuring Shape Dissimilarity

Joint work with Ben Glocker, Antonio Criminisi and Kilian Pohl

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2013, Article, Pdf, Appendix